Classification I

Lecture 5

Dr. Greg Chism

University of Arizona
INFO 523 - Spring 2024

Warm up

Announcements

  • HW 02 is due today, 11:59pm

  • Spring Break is right around the corner!

Setup

# Import all required libraries
import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
from matplotlib.colors import ListedColormap
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import LabelEncoder, StandardScaler
from sklearn.decomposition import PCA
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score, confusion_matrix
from sklearn.discriminant_analysis import LinearDiscriminantAnalysis
from sklearn.neighbors import KNeighborsClassifier
from sklearn.naive_bayes import GaussianNB
from sklearn.tree import DecisionTreeClassifier, plot_tree
from sklearn.ensemble import RandomForestClassifier
import mord as m
import xgboost as xgb
import tensorflow as tf
import logging
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
import os

# Increase font size of all Seaborn plot elements
sns.set(font_scale = 1.25)

# Set Seaborn theme
sns.set_theme(style = "white")

# Suppress tensorflow messages and progress bars 
os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'  

Classification

Supervised machine learning

Supervised learning is a paradigm in machine learning where input objects (for example, a vector of predictor variables) and a desired output value (also known as human-labeled supervisory signal) train a model. The training data is processed, building a function that maps new data on expected output values.

Broadly categorized into two categories

Classification

  • This type of supervised learning is used when the output variable is a category, such as “spam” or “not spam”, “malignant” or “benign”, etc. The goal is to predict discrete labels.

Regression

  • In regression, the output variable is a real value, such as “salary”, “temperature”, or “height”. Regression is used for predicting continuous outcomes.

Classification

Examples of tasks

  • Classifying tumors as benign or malignant




  • Classifying credit card transactions as legitimate or fraudulent




  • Categorizing news stories as finance, weather, entertainment, sports, etc.

Question

Can we predict high-risk credit individuals by their financial traits?

Explore our data

Code
loans = pd.read_csv("data/loans.csv")

# Pandas options to print everything
pd.set_option('display.max_rows', None)
pd.set_option('display.max_columns', None)
loans.head()
emp_title emp_length state homeownership annual_income verified_income debt_to_income annual_income_joint verification_income_joint debt_to_income_joint delinq_2y months_since_last_delinq earliest_credit_line inquiries_last_12m total_credit_lines open_credit_lines total_credit_limit total_credit_utilized num_collections_last_12m num_historical_failed_to_pay months_since_90d_late current_accounts_delinq total_collection_amount_ever current_installment_accounts accounts_opened_24m months_since_last_credit_inquiry num_satisfactory_accounts num_accounts_120d_past_due num_accounts_30d_past_due num_active_debit_accounts total_debit_limit num_total_cc_accounts num_open_cc_accounts num_cc_carrying_balance num_mort_accounts account_never_delinq_percent tax_liens public_record_bankrupt loan_purpose application_type loan_amount term interest_rate installment grade sub_grade issue_month loan_status initial_listing_status disbursement_method balance paid_total paid_principal paid_interest paid_late_fees
0 global config engineer 3.0 NJ MORTGAGE 90000.0 Verified 18.01 NaN NaN NaN 0 38.0 2001 6 28 10 70795 38767 0 0 38.0 0 1250 2 5 5.0 10 0.0 0 2 11100 14 8 6 1 92.9 0 0 moving individual 28000 60 14.07 652.53 C C3 Mar-2018 Current whole Cash 27015.86 1999.33 984.14 1015.19 0.0
1 warehouse office clerk 10.0 HI RENT 40000.0 Not Verified 5.04 NaN NaN NaN 0 NaN 1996 1 30 14 28800 4321 0 1 NaN 0 0 0 11 8.0 14 0.0 0 3 16500 24 14 4 0 100.0 0 1 debt_consolidation individual 5000 36 12.61 167.54 C C1 Feb-2018 Current whole Cash 4651.37 499.12 348.63 150.49 0.0
2 assembly 3.0 WI RENT 40000.0 Source Verified 21.15 NaN NaN NaN 0 28.0 2006 4 31 10 24193 16000 0 0 28.0 0 432 1 13 7.0 10 0.0 0 3 4300 14 8 6 0 93.5 0 0 other individual 2000 36 17.09 71.40 D D1 Feb-2018 Current fractional Cash 1824.63 281.80 175.37 106.43 0.0
3 customer service 1.0 PA RENT 30000.0 Not Verified 10.16 NaN NaN NaN 0 NaN 2007 0 4 4 25400 4997 0 1 NaN 0 0 1 1 15.0 4 0.0 0 2 19400 3 3 2 0 100.0 1 0 debt_consolidation individual 21600 36 6.72 664.19 A A3 Jan-2018 Current whole Cash 18853.26 3312.89 2746.74 566.15 0.0
4 security supervisor 10.0 CA RENT 35000.0 Verified 57.96 57000.0 Verified 37.66 0 NaN 2008 7 22 16 69839 52722 0 0 NaN 0 0 1 6 4.0 16 0.0 0 10 32700 20 15 13 0 100.0 0 0 credit_card joint 23000 36 14.07 786.87 C C3 Mar-2018 Current whole Cash 21430.15 2324.65 1569.85 754.80 0.0
loans.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 10000 entries, 0 to 9999
Data columns (total 55 columns):
 #   Column                            Non-Null Count  Dtype  
---  ------                            --------------  -----  
 0   emp_title                         9167 non-null   object 
 1   emp_length                        9183 non-null   float64
 2   state                             10000 non-null  object 
 3   homeownership                     10000 non-null  object 
 4   annual_income                     10000 non-null  float64
 5   verified_income                   10000 non-null  object 
 6   debt_to_income                    9976 non-null   float64
 7   annual_income_joint               1495 non-null   float64
 8   verification_income_joint         1455 non-null   object 
 9   debt_to_income_joint              1495 non-null   float64
 10  delinq_2y                         10000 non-null  int64  
 11  months_since_last_delinq          4342 non-null   float64
 12  earliest_credit_line              10000 non-null  int64  
 13  inquiries_last_12m                10000 non-null  int64  
 14  total_credit_lines                10000 non-null  int64  
 15  open_credit_lines                 10000 non-null  int64  
 16  total_credit_limit                10000 non-null  int64  
 17  total_credit_utilized             10000 non-null  int64  
 18  num_collections_last_12m          10000 non-null  int64  
 19  num_historical_failed_to_pay      10000 non-null  int64  
 20  months_since_90d_late             2285 non-null   float64
 21  current_accounts_delinq           10000 non-null  int64  
 22  total_collection_amount_ever      10000 non-null  int64  
 23  current_installment_accounts      10000 non-null  int64  
 24  accounts_opened_24m               10000 non-null  int64  
 25  months_since_last_credit_inquiry  8729 non-null   float64
 26  num_satisfactory_accounts         10000 non-null  int64  
 27  num_accounts_120d_past_due        9682 non-null   float64
 28  num_accounts_30d_past_due         10000 non-null  int64  
 29  num_active_debit_accounts         10000 non-null  int64  
 30  total_debit_limit                 10000 non-null  int64  
 31  num_total_cc_accounts             10000 non-null  int64  
 32  num_open_cc_accounts              10000 non-null  int64  
 33  num_cc_carrying_balance           10000 non-null  int64  
 34  num_mort_accounts                 10000 non-null  int64  
 35  account_never_delinq_percent      10000 non-null  float64
 36  tax_liens                         10000 non-null  int64  
 37  public_record_bankrupt            10000 non-null  int64  
 38  loan_purpose                      10000 non-null  object 
 39  application_type                  10000 non-null  object 
 40  loan_amount                       10000 non-null  int64  
 41  term                              10000 non-null  int64  
 42  interest_rate                     10000 non-null  float64
 43  installment                       10000 non-null  float64
 44  grade                             10000 non-null  object 
 45  sub_grade                         10000 non-null  object 
 46  issue_month                       10000 non-null  object 
 47  loan_status                       10000 non-null  object 
 48  initial_listing_status            10000 non-null  object 
 49  disbursement_method               10000 non-null  object 
 50  balance                           10000 non-null  float64
 51  paid_total                        10000 non-null  float64
 52  paid_principal                    10000 non-null  float64
 53  paid_interest                     10000 non-null  float64
 54  paid_late_fees                    10000 non-null  float64
dtypes: float64(17), int64(25), object(13)
memory usage: 4.2+ MB
loans.describe().round(3)
emp_length annual_income debt_to_income annual_income_joint debt_to_income_joint delinq_2y months_since_last_delinq earliest_credit_line inquiries_last_12m total_credit_lines open_credit_lines total_credit_limit total_credit_utilized num_collections_last_12m num_historical_failed_to_pay months_since_90d_late current_accounts_delinq total_collection_amount_ever current_installment_accounts accounts_opened_24m months_since_last_credit_inquiry num_satisfactory_accounts num_accounts_120d_past_due num_accounts_30d_past_due num_active_debit_accounts total_debit_limit num_total_cc_accounts num_open_cc_accounts num_cc_carrying_balance num_mort_accounts account_never_delinq_percent tax_liens public_record_bankrupt loan_amount term interest_rate installment balance paid_total paid_principal paid_interest paid_late_fees
count 9183.000 10000.000 9976.000 1495.000 1495.000 10000.000 4342.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 2285.000 10000.00 10000.000 10000.000 10000.000 8729.000 10000.00 9682.0 10000.00 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000 10000.000
mean 5.930 79222.148 19.308 127914.571 19.979 0.216 36.761 2001.290 1.958 22.680 11.404 183606.230 51049.063 0.014 0.167 46.112 0.00 184.334 2.664 4.376 7.341 11.38 0.0 0.00 3.595 27357.410 13.030 8.095 5.230 1.383 94.649 0.043 0.124 16361.922 43.272 12.428 476.205 14458.917 2494.235 1894.448 599.667 0.120
std 3.704 64734.290 15.005 70168.375 8.055 0.684 21.635 7.796 2.380 11.885 5.868 187632.708 53636.731 0.127 0.688 21.748 0.01 2206.390 2.935 3.159 5.982 5.86 0.0 0.01 2.435 26570.164 7.875 4.907 3.328 1.717 9.155 0.594 0.337 10301.957 11.030 5.001 294.852 9964.562 3958.230 3884.407 517.328 1.813
min 0.000 0.000 0.000 19200.000 0.320 0.000 1.000 1963.000 0.000 2.000 0.000 0.000 0.000 0.000 0.000 2.000 0.00 0.000 0.000 0.000 0.000 0.00 0.0 0.00 0.000 0.000 2.000 0.000 0.000 0.000 14.300 0.000 0.000 1000.000 36.000 5.310 30.750 0.000 0.000 0.000 0.000 0.000
25% 2.000 45000.000 11.058 86833.500 14.160 0.000 19.000 1997.000 0.000 14.000 7.000 51593.750 19185.500 0.000 0.000 29.000 0.00 0.000 1.000 2.000 2.000 7.00 0.0 0.00 2.000 10000.000 7.000 5.000 3.000 0.000 92.600 0.000 0.000 8000.000 36.000 9.430 256.040 6679.065 928.700 587.100 221.758 0.000
50% 6.000 65000.000 17.570 113000.000 19.720 0.000 34.000 2003.000 1.000 21.000 10.000 114667.000 36927.000 0.000 0.000 47.000 0.00 0.000 2.000 4.000 6.000 10.00 0.0 0.00 3.000 19500.000 11.000 7.000 5.000 1.000 100.000 0.000 0.000 14500.000 36.000 11.980 398.420 12379.495 1563.300 984.990 446.140 0.000
75% 10.000 95000.000 25.002 151545.500 25.500 0.000 53.000 2006.000 3.000 29.000 14.000 267550.000 65421.000 0.000 0.000 63.000 0.00 0.000 3.000 6.000 11.000 14.00 0.0 0.00 5.000 36100.000 17.000 10.000 7.000 2.000 100.000 0.000 0.000 24000.000 60.000 15.050 644.690 20690.182 2616.005 1694.555 825.420 0.000
max 10.000 2300000.000 469.090 1100000.000 39.980 13.000 118.000 2015.000 29.000 87.000 51.000 3386034.000 942456.000 3.000 52.000 128.000 1.00 199308.000 35.000 29.000 24.000 51.00 0.0 1.00 32.000 386700.000 66.000 46.000 43.000 14.000 100.000 52.000 3.000 40000.000 60.000 30.940 1566.590 40000.000 41630.444 40000.000 4216.440 52.980
loans.describe(exclude = [np.number])
emp_title state homeownership verified_income verification_income_joint loan_purpose application_type grade sub_grade issue_month loan_status initial_listing_status disbursement_method
count 9167 10000 10000 10000 1455 10000 10000 10000 10000 10000 10000 10000 10000
unique 4741 50 3 3 3 12 2 7 32 3 6 2 2
top manager CA MORTGAGE Source Verified Not Verified debt_consolidation individual B B1 Mar-2018 Current whole Cash
freq 218 1330 4789 4116 611 5144 8505 3037 647 3617 9375 8206 9284
Code
categorical_cols = loans.select_dtypes(include = ['object', 'category']).columns

category_analysis = {}

for col in categorical_cols:
    counts = loans[col].value_counts()
    proportions = loans[col].value_counts(normalize=True)
    unique_levels = loans[col].unique()
    
    category_analysis[col] = {
        'Unique Levels': unique_levels,
        'Counts': counts,
        'Proportions': proportions.round(3)
    }

for col, data in category_analysis.items():
    print(f"Analysis for {col}:\n")
    print("Unique Levels:", data['Unique Levels'])
    print("\nCounts:\n", data['Counts'])
    print("\nProportions:\n", data['Proportions'])
    print("\n" + "-"*50 + "\n")
Analysis for emp_title:

Unique Levels: ['global config engineer ' 'warehouse office clerk' 'assembly' ...
 'inspector/packer' 'da coordinator ' 'toolmaker']

Counts:
 emp_title
manager                                     218
owner                                       204
teacher                                     201
driver                                      123
sales                                        97
registered nurse                             88
rn                                           80
supervisor                                   79
truck driver                                 63
office manager                               61
president                                    54
general manager                              51
project manager                              50
engineer                                     46
director                                     46
operations manager                           43
nurse                                        33
software engineer                            30
sales manager                                30
technician                                   29
account manager                              29
owner                                        29
accountant                                   29
analyst                                      28
machine operator                             28
server                                       27
mechanic                                     27
ceo                                          24
foreman                                      24
consultant                                   24
supervisor                                   23
vice president                               23
attorney                                     23
police officer                               22
manager                                      21
store manager                                20
director of operations                       20
administrative assistant                     19
cook                                         19
social worker                                18
customer service                             18
maintenance                                  18
professor                                    18
branch manager                               18
counselor                                    17
executive assistant                          17
secretary                                    17
welder                                       17
operator                                     17
assistant manager                            17
bartender                                    17
administrator                                17
it manager                                   17
electrician                                  17
clerk                                        16
paralegal                                    16
realtor                                      16
teacher                                      15
program manager                              15
registered nurse                             15
service manager                              15
bus driver                                   14
controller                                   14
medical assistant                            14
loan officer                                 14
carpenter                                    14
executive director                           13
principal                                    13
cna                                          13
cashier                                      13
designer                                     12
sales consultant                             12
lpn                                          12
security officer                             12
pharmacist                                   12
captain                                      12
account executive                            12
chef                                         12
receptionist                                 11
partner                                      11
management                                   11
mechanic                                     11
delivery driver                              11
sales                                        10
driver                                       10
officer                                      10
business analyst                             10
correctional officer                         10
instructor                                   10
physician                                    10
maintenance                                  10
warehouse                                    10
service tech                                 10
legal assistant                              10
laborer                                       9
team leader                                   9
assistant professor                           9
associate                                     9
customer service rep                          9
superintendent                                9
nurse practitioner                            9
it specialist                                 9
administrative assistant                      9
district manager                              9
bookkeeper                                    9
truck driver                                  9
pilot                                         8
finance manager                               8
sales representative                          8
project manager                               8
graphic designer                              8
machinist                                     8
corrections officer                           8
case manager                                  8
underwriter                                   8
stocker                                       8
firefighter                                   8
customer service                              8
financial analyst                             8
project engineer                              8
deputy sheriff                                8
service technician                            8
cfo                                           8
flight attendant                              8
marketing                                     8
agent                                         8
insurance agent                               8
nurse practitioner                            7
pharmacy technician                           7
senior manager                                7
superintendent                                7
director of sales                             7
therapist                                     7
dental hygienist                              7
tech                                          7
senior accountant                             7
plumber                                       7
dispatcher                                    7
financial advisor                             7
letter carrier                                7
admin                                         7
cleaner                                       7
production manager                            7
physical therapist                            7
recruiter                                     7
customer service manager                      7
assistant principal                           7
property manager                              7
pastor                                        7
systems administrator                         7
sr project manager                            7
technician                                    7
marketing manager                             7
regional manager                              7
forman                                        6
mechanical engineer                           6
banker                                        6
sr software engineer                          6
software developer                            6
systems engineer                              6
staff accountant                              6
vp                                            6
foreman                                       6
program analyst                               6
executive chef                                6
loan processor                                6
painter                                       6
director                                      6
managing director                             6
sales associate                               6
accounting                                    6
teller                                        6
physician assistant                           6
program director                              6
kitchen manager                               6
inspector                                     6
educator                                      6
equipment operator                            6
contractor                                    6
stylist                                       6
housekeeper                                   6
maintenance supervisor                        6
management                                    6
warehouse manager                             6
property manager                              6
area manager                                  6
sales rep                                     6
operator                                      6
regional sales manager                        6
plant manager                                 6
service technician                            6
senior engineer                               6
estimator                                     6
deputy                                        6
production                                    6
receptionist                                  6
credit analyst                                5
electrician                                   5
field supervisor                              5
assembly                                      5
owner operator                                5
carpenter                                     5
customer service representative               5
office administrator                          5
sales manager                                 5
investigator                                  5
installer                                     5
data analyst                                  5
dental assistant                              5
custodian                                     5
coordinator                                   5
business manager                              5
assembler                                     5
shipping                                      5
national sales manager                        5
waitress                                      5
assistant                                     5
auditor                                       5
quality control                               5
construction manager                          5
administrative                                5
principal consultant                          5
mail carrier                                  5
faculty                                       5
personal banker                               5
it                                            5
massage therapist                             5
courier                                       5
hr specialist                                 5
data entry                                    5
program coordinator                           5
senior consultant                             5
assistant director                            5
maintenance tech                              5
material handler                              5
assistant store manager                       5
table games dealer                            5
medical assistant                             5
social worker                                 5
product manager                               5
senior software engineer                      4
network engineer                              4
barista                                       4
special education teacher                     4
lab tech                                      4
book keeper                                   4
sales associate                               4
hair stylist                                  4
nanny                                         4
sales engineer                                4
legal secretary                               4
architect                                     4
project coordinator                           4
operating engineer                            4
librarian                                     4
customer success manager                      4
marketing coordinator                         4
administration                                4
chemist                                       4
owner / operator                              4
field service engineer                        4
account manager                               4
department manager                            4
registrar                                     4
electrical engineer                           4
pharmacist                                    4
senior analyst                                4
sales director                                4
claims adjuster                               4
mail handler                                  4
associate professor                           4
computer technician                           4
shift manager                                 4
director of finance                           4
court reporter                                4
hr director                                   4
detailer                                      4
human resources manager                       4
rural carrier                                 4
marketing director                            4
programmer analyst                            4
assistant manager                             4
admin assistant                               4
director of nursing                           4
paramedic                                     4
cpa                                           4
auto tech                                     4
network technician                            4
sr manager                                    4
finance                                       4
relationship manager                          4
register nurse                                4
school counselor                              4
pharmacy technician                           4
csr                                           4
customer service agent                        4
systems analyst                               4
housekeeping                                  4
programmer                                    4
respiratory therapist                         4
school bus driver                             4
grocery clerk                                 4
labor                                         4
president                                     4
territory manager                             4
pipefitter                                    4
heavy equipment operator                      4
owner/operator                                4
inside sales                                  4
shipping manager                              4
cashier                                       4
accounting manager                            4
police                                        4
readiness nco                                 3
elevator mechanic                             3
communications                                3
clinical manager                              3
attorney                                      3
recruiter                                     3
teacher/coach                                 3
certified medical assistant                   3
automotive technician                         3
executive assistant                           3
lead architect                                3
technical support                             3
executive                                     3
pca                                           3
vp of operations                              3
appraiser                                     3
svp                                           3
billing specialist                            3
business analyst                              3
logistics                                     3
hha                                           3
database administrator                        3
care giver                                    3
lvn                                           3
trainer                                       3
lead teacher                                  3
lead                                          3
sales person                                  3
accounting                                    3
lease operator                                3
solutions architect                           3
nursing                                       3
specialist                                    3
hr supervisor                                 3
fire fighter                                  3
security guard                                3
police officer                                3
support manager                               3
assistant parts manager                       3
nurse manager                                 3
bus operator                                  3
audit manager                                 3
baker                                         3
correction officer                            3
principal engineer                            3
scheduler                                     3
co owner                                      3
co-owner                                      3
warehouse supervisor                          3
senior vice president                         3
cdl driver                                    3
medical records                               3
music teacher                                 3
quality manager                               3
sergeant first class                          3
phlebotomist                                  3
sr developer                                  3
security supervisor                           3
purchasing manager                            3
staff rn                                      3
conductor                                     3
information technology                        3
patrolman                                     3
photographer                                  3
owner/manager                                 3
system administrator                          3
hr coordinator                                3
marketing director                            3
pta                                           3
service director                              3
store manager                                 3
processor                                     3
billing clerk                                 3
branch manager                                3
physician                                     3
maintenance mechanic                          3
accounting clerk                              3
assistant vice president                      3
surgical tech                                 3
safety manager                                3
plant manager                                 3
administrative secretary                      3
special agent                                 3
qa analyst                                    3
senior project manager                        3
doorman                                       3
hr manager                                    3
sales executive                               3
coo                                           3
parts manager                                 3
purchasing                                    3
pharmacy manager                              3
lead engineer                                 3
principal                                     3
accountant                                    3
medical doctor                                3
home health aide                              3
editor                                        3
sergeant                                      3
occupational therapist                        3
handyman                                      3
server                                        3
soldier                                       3
quality assurance                             3
receiving clerk                               3
accounts payable                              3
officer                                       3
district manager                              3
engineering project manager                   3
caregiver                                     3
personal trainer                              3
network administrator                         3
service advisor                               3
office assistant                              3
claims specialist                             3
deputy clerk                                  3
machine operator                              3
executive director                            3
senior account manager                        3
president & ceo                               3
city carrier                                  3
shift supervisor                              3
loan officer assistant                        3
accounting assistant                          3
machinist                                     3
road driver                                   3
admin asst                                    3
site manager                                  3
practice manager                              3
paraprofessional                              3
assistant general manager                     3
production tech                               3
sous chef                                     3
general manager                               3
construction worker                           3
process engineer                              3
sales consultant                              3
team member                                   3
court officer                                 3
senior loan officer                           3
safety coordinator                            3
software architect                            3
dock worker                                   3
shop manager                                  3
senior associate                              3
math teacher                                  3
security                                      3
dentist                                       3
office manager                                3
forklift operator                             3
lieutenant                                    3
food server                                   3
asst manager                                  2
customer service manager                      2
accounts payable specialist                   2
advisor                                       2
project specialist                            2
business consultant                           2
director of business affairs                  2
head of finance                               2
locksmith                                     2
project accountant                            2
nail tech                                     2
division chief                                2
it consultant                                 2
deli manager                                  2
solution architect                            2
science teacher                               2
rda                                           2
patient access                                2
therapist                                     2
accounting associate                          2
import agent                                  2
director of property management               2
quality                                       2
business office manager                       2
sr network engineer                           2
retail                                        2
technical support specialist                  2
parts sales                                   2
guidance counselor                            2
merchandiser                                  2
quality assurance manager                     2
accounts receivable                           2
pricing                                       2
heavy equipment operator                      2
concierge                                     2
detective                                     2
budget analyst                                2
corporal                                      2
sergeant                                      2
team manager                                  2
shipping and receiving                        2
assistant                                     2
assistant bakery manager                      2
traffic manager                               2
registered dietitian                          2
chaplain                                      2
civil engineer                                2
human resources                               2
management analyst                            2
managing member                               2
radiology manager                             2
mortgage closer                               2
it technician                                 2
facility manager                              2
technition                                    2
rn case manager                               2
assistant prosecutor                          2
controller                                    2
comptroller                                   2
house keeping                                 2
boss                                          2
claims examiner                               2
collector                                     2
mortgage loan officer                         2
owner/president                               2
military                                      2
gm                                            2
security                                      2
auto technician                               2
ct tech                                       2
forman                                        2
technical specialist                          2
manufacturing engineer                        2
crane operator                                2
bus operator                                  2
software consultant                           2
executive producer                            2
contracts manager                             2
superintendant                                2
vice president of sales                       2
claims rep                                    2
sales mgr                                     2
sr account executive                          2
assistant district attorney                   2
salesman                                      2
mortgage underwriter                          2
crew                                          2
receiving                                     2
landscaper                                    2
barber                                        2
substitute teacher                            2
medical director                              2
control room operator                         2
studio manager                                2
server engineer                               2
library specialist                            2
janitor                                       2
sr systems engineer                           2
billing supervisor                            2
emt                                           2
aircraft technician                           2
president/owner                               2
field service technician                      2
automotive technician                         2
it analyst                                    2
research associate                            2
aviation safety inspector                     2
engineer                                      2
military officer                              2
equipment operator                            2
network tech                                  2
director of operations                        2
sr web developer                              2
planner                                       2
assistant property manager                    2
food service director                         2
maintenance technician                        2
operations manager                            2
commodity broker                              2
engineering technician                        2
software support engineer                     2
communications specialist                     2
travel agent                                  2
professional truck driver                     2
labor                                         2
charge nurse                                  2
broker/realtor                                2
clerical                                      2
psychologist                                  2
fire captain                                  2
director of it                                2
sr operations analyst                         2
bartender                                     2
help desk                                     2
area sales manager                            2
regional controller                           2
speech pathologist                            2
buyer                                         2
care coordinator                              2
air traffic controller                        2
senior systems architect                      2
vp finance                                    2
software engineer                             2
general sales manager                         2
production specialist                         2
certified pharmacy tech                       2
office work                                   2
restaurant manager                            2
escrow officer                                2
paramedic                                     2
manufacturing associate                       2
branch service manager                        2
revenue manager                               2
finance director                              2
client service rep                            2
operations supervisor                         2
chief operating officer                       2
licensed vocational nurse                     2
sales representative                          2
shop forman                                   2
admissions counselor                          2
front office coordinator                      2
associate attorney                            2
family support worker                         2
implementation consultant                     2
marketing specialist                          2
collections                                   2
graphic artist                                2
sushi chef                                    2
overnight stocker                             2
project mgr                                   2
maintenance engineer                          2
janitor                                       2
department lead                               2
csp                                           2
sole proprietor                               2
senior business analyst                       2
group leader                                  2
process technician                            2
director of administration                    2
ramp agent                                    2
production operator                           2
retail manager                                2
quality control manager                       2
route salesman                                2
credit manager                                2
csa                                           2
development officer                           2
maint                                         2
warehouse associate                           2
nursing assistant                             2
leadman                                       2
payroll mgr                                   2
district sales manager                        2
treasurer                                     2
nurse anesthetist                             2
press operator                                2
construction inspector                        2
inspector                                     2
feeder driver                                 2
welder                                        2
warehouse worker                              2
home health aid                               2
meat manager                                  2
cad manager                                   2
financial director                            2
asst manager                                  2
transportation supervisor                     2
actuary                                       2
legal assistant                               2
sourcing manager                              2
key holder                                    2
dealer                                        2
nurse                                         2
tool and die maker                            2
teaching assistant                            2
assistant professor                           2
fulfillment associate                         2
crew leader                                   2
medical coder                                 2
correctional officer                          2
respiratory therapist                         2
business development manager                  2
weighmaster                                   2
communications manager                        2
senior system engineer                        2
assistant branch manager                      2
line cook                                     2
firefighter                                   2
maintenance director                          2
medical technologist                          2
physical therapist assistant                  2
porter                                        2
training manager                              2
tech                                          2
web developer                                 2
creative director                             2
physical therapist assistant                  2
inside sales representative                   2
line lead                                     2
senior programmer analyst                     2
staff                                         2
cnc programmer                                2
school administrator                          2
dental assistant                              2
parts mgr                                     2
personal trainer                              2
journeyman                                    2
crane operator                                2
zone manager                                  2
warehouse                                     2
technical account manager                     2
accounts receivable manager                   2
maintenance technician                        2
senior data engineer                          2
crna                                          2
corporate recruiter                           2
operation manager                             2
production scheduler                          2
pharmacy tech                                 2
sales agent                                   2
it support                                    2
maintenance manager                           2
production supervisor                         2
shipping supervisor                           2
account representative                        2
electronic tech                               2
otr driver                                    2
operations supervisor                         2
regional director                             2
bookkeeper                                    2
director of information technology            2
dispatch manager                              2
maintenance mechanic                          2
fleet manager                                 2
outside sales                                 2
warehouse associate                           2
lead clerk                                    2
mortgage banker                               2
supply chain manager                          2
vp sales                                      2
shop foreman                                  2
vp of sales                                   2
human services                                2
fire captain                                  2
radiologic technologist                       2
finisher                                      2
communications officer                        2
sales specialist                              2
product specialist                            2
operations analyst                            2
shipping                                      2
cnc operator                                  2
title clerk                                   2
human resources director                      2
it director                                   2
senior web developer                          2
teachers aide                                 2
service advisor                               2
senior quality analyst                        2
paraprofessional                              2
probation officer                             2
senior mechanical engineer                    2
sr business analyst                           2
quality team leader                           2
financial service representative              2
compliance manager                            2
program coordinator                           2
manicurist                                    2
cdl truck driver                              2
meat cutter                                   2
repair technician                             2
account executive                             2
closer                                        2
health assistant                              2
coordinator                                   2
asset protection                              2
executive vice president                      2
warranty administrator                        2
chief financial officer                       2
hr generalist                                 2
paralegal                                     2
real estate agent                             2
inventory control                             2
vice president                                2
business development associate                2
field inspector                               2
distribution manager                          2
program officer                               2
driller                                       2
assembly                                      2
data analyst ii                               2
medical biller                                2
accounting specialist                         2
team lead                                     2
hr                                            2
enterprise account executive                  2
real estate broker                            2
civil engineer                                2
project coordinator                           2
logistics                                     2
electrical assembler                          2
secretary                                     2
senior inspector                              2
sales supervisor                              2
client relations manager                      2
director of sales                             2
plumber                                       2
corrections officer                           2
inventory                                     2
consultant                                    2
1sg                                           2
art teacher                                   2
retail sales                                  2
teacher aide                                  2
sales assistant                               2
senior paralegal                              2
lead teller                                   2
doorman                                       2
business systems analyst                      2
customer service representative               2
contract manager                              2
process operator                              2
administrative associate                      2
loader                                        2
union carpenter                               2
employee                                      2
cardiac sonographer                           2
student services coordinator                  2
owner operator                                2
radiology tech                                1
office specialist ii                          1
house patient care manager                    1
senior associate engineer                     1
executive vendor analyst                      1
support coordinator                           1
clinical supervisor/behavior analyst          1
development specialist                        1
international trip planner                    1
owner/retirement planning                     1
branch sales and service representative       1
assembly technician                           1
enrollment compliance rep                     1
secretary/ treasurer                          1
bakery manager                                1
customer technical support supervisor         1
conducter                                     1
hospital police                               1
supply chain project manager                  1
marketing supervisor                          1
industrial mechanic                           1
logistics supervisor                          1
staff financial analyst                       1
application analyst                           1
sports & recreation director                  1
veterinary technician                         1
network center tech                           1
electronic technician                         1
organizer                                     1
credit specialist                             1
insurance rep                                 1
management executive                          1
customer engineer                             1
nurses aid                                    1
escrow officer/branch manager                 1
neighborhood & housing specialist             1
offset printing operator                      1
warranty admin                                1
field tech                                    1
deputy cio/g6                                 1
artistic associate                            1
communications operator                       1
commercial manager                            1
operations project analyst                    1
car inspector                                 1
on-site manager                               1
financial service represent                   1
animal care technician                        1
jewelry consultant                            1
claims specialist                             1
wholesale clerk                               1
it support analyst                            1
packing                                       1
deputy                                        1
nail specialist                               1
minister of music & senior adults             1
developmental service worker                  1
director of career services                   1
oil operator                                  1
railroad engineer                             1
evs                                           1
nanny/babysitter                              1
fnp                                           1
corrective maintain tech                      1
front end loader                              1
network manager                               1
first lieutenant                              1
cad technician                                1
journeyman mechanic                           1
juvenile institutional officer                1
adjunct instructor (professor)                1
senior planner                                1
backtender                                    1
optometrist                                   1
food associate                                1
information systems manager                   1
custodian 2                                   1
sr purchasing specialist                      1
allied health division chair                  1
operating partner/general manager             1
speech language therapist                     1
ach operations                                1
immigration enforcement agent                 1
ccht                                          1
patient coordinator                           1
merchandise                                   1
senior account analyst                        1
field tech                                    1
braillist                                     1
x-ray technologist                            1
shuttle driver                                1
product owner                                 1
director of customer excellenc                1
air conditioning                              1
power operations coordinator                  1
security engineer                             1
director of pfs                               1
assistant director, budget & finance          1
senior logistics analyst                      1
accounting clerk                              1
director project management                   1
government affairs director                   1
night supervisor                              1
sale representative                           1
technical design manager                      1
creative executive                            1
benefits adminsitrator                        1
fulfillment                                   1
coding manager                                1
certified nursing assistsnt                   1
loan administrator, avp                       1
licenced practical nurse                      1
senior team leader                            1
clinical coordinator                          1
ops manager                                   1
deployment coordinator                        1
intake coordinaor                             1
senior director of operations                 1
head caretaker                                1
registered nurse mgr                          1
foreman/supervisor                            1
vice president east coast closing             1
tax manager                                   1
bank regulator                                1
cjief officer                                 1
director of sales operations                  1
teller supervisor                             1
security gard                                 1
property adjuster                             1
musician                                      1
call center associate                         1
cep                                           1
sales account executive                       1
community housing coordinator                 1
electro-mechanical tech                       1
preschool teacher                             1
owner, president                              1
senior controller                             1
record keeper                                 1
assistant section chief                       1
emergency technician                          1
staff field adjustor                          1
retail sales consultant                       1
pm                                            1
electronic maintenance                        1
dean of paraprofessionals                     1
regional account manager                      1
e-5 alims                                     1
executive office administrator                1
contract admin                                1
transmission operations coordinator           1
hr special projects manager                   1
certified nurse aide                          1
fork lift operator                            1
storemanager                                  1
qa control                                    1
professor assistant                           1
aircraft mechsnic                             1
aviator pilot                                 1
owner - president                             1
information processing technician             1
social media supervisor                       1
signalman                                     1
director of nursing assistant                 1
facilities technician                         1
shipping and recieving                        1
tailor/fitter                                 1
park supervisor 1                             1
managing partner                              1
processor/underwriter                         1
compounder                                    1
purchasing clerk                              1
business analysis                             1
interior designer - sales                     1
child welfare worker iii                      1
senior collector                              1
fueler                                        1
city superintendent                           1
behavioral health unit supervisor             1
cosmetologist colorist                        1
operations  supervisor                        1
principle software engineer                   1
director of construction                      1
service operations specialist                 1
mlo                                           1
transportation director                       1
managing member/owner                         1
support supervisor                            1
speech language pathologist                   1
medicaid eligibility examiner ii              1
project manger                                1
se                                            1
polive officer                                1
cable/telephone technitian                    1
inland marine underwriter                     1
vp customer operations                        1
global project manager                        1
patient care liaison/triage tech/lead         1
srsupervisor                                  1
sr security analyst, grc                      1
county counsel                                1
shipping receiving clerk                      1
life skills intructor                         1
caseworker                                    1
hts                                           1
county engineer                               1
radiologist                                   1
lead repair tech                              1
senior technical coordinator                  1
evp operations                                1
corporate trainer                             1
president and ceo                             1
technical information specialist              1
food service                                  1
licensed barber                               1
vp of lending                                 1
bar porter                                    1
commercial credit analyst                     1
mechanical test manager                       1
field service tech                            1
mep reporting specialist                      1
phone banker                                  1
insurance counselor                           1
healthy social behavior specialist            1
is support                                    1
building automation technician                1
area director                                 1
sales/ cobbler                                1
collection officer ii                         1
sr school lunch helper                        1
fulltime                                      1
mobile equipment operator                     1
bulk mail technician                          1
plumber/pipefitter                            1
insurance/finanical coordinator               1
nursing assistant                             1
seaman                                        1
payroll supervisor                            1
avionics technician                           1
night manager                                 1
lead custom technician                        1
medical fellow                                1
network &support specialist                   1
operations lead                               1
cash applications supervisor                  1
linemen                                       1
specialist: hope operations                   1
st john specialist                            1
coating tech                                  1
mortgage servicing specialist                 1
3rd shift plant manager                       1
quality supervisor                            1
facilities coordinator                        1
1st grade teacher                             1
computer programmer                           1
school crossing guard                         1
border patrol agent                           1
speech language assistant                     1
paraeducator iii                              1
originator                                    1
live sound engineer                           1
pdr technician                                1
body tech                                     1
body mechanic                                 1
bulk cheese cutter                            1
welder/supervisor                             1
associate editor                              1
national acct/business development mgr        1
accounts manager                              1
business administrator                        1
die maker                                     1
senior database administrator                 1
check in lead                                 1
labor foreman                                 1
car salesmam                                  1
warehouseman                                  1
central supply clerk                          1
operation                                     1
nursing attendant                             1
customer delivery director                    1
auto glass technician                         1
sales/collections                             1
asst finance director                         1
digital advertising associate                 1
accounting ar                                 1
bodyman                                       1
glazier                                       1
heavy equipment washing                       1
postdoctoral researcher                       1
marketer                                      1
a&d clerk                                     1
inspection tech                               1
deckhand                                      1
senior storekeeper                            1
commercial operations specialist              1
system/database administrator                 1
credit directo                                1
lecturer                                      1
master system tech                            1
medical gas verifier                          1
journeyman wireman                            1
licensed practical nurse                      1
technical manager                             1
campus supervisor                             1
school nurse                                  1
senior vp                                     1
jewelry sales consultant                      1
ny district manager                           1
sr teller 3                                   1
director, quality improvement                 1
optical manager                               1
plating tech                                  1
pharmasist                                    1
cio                                           1
desk sgt                                      1
cct                                           1
cdl-driver                                    1
director of case management                   1
outside sales rep                             1
sr consultant                                 1
pipelayer/construction laborer                1
marketing                                     1
inside account manager                        1
registered rn                                 1
fts                                           1
product development                           1
records                                       1
operations specialist                         1
stocking                                      1
apparel sales lead/keyholder                  1
early head start teacher                      1
survey tech                                   1
owne                                          1
property manger                               1
training chief                                1
sr research compliance coordinator            1
freight coordinator                           1
manager, sales operations                     1
sales merchandiser                            1
cnc machinist                                 1
director of research                          1
chief of staff                                1
senior technical specialist                   1
finance and accounting                        1
cable splicer                                 1
3rd shift supervisor                          1
manager, l&d, nicu                            1
trooper                                       1
live-in care giver                            1
srbusiness system analyst                     1
sales administrator                           1
shop foremam                                  1
ownner                                        1
taxidriver                                    1
production associate                          1
regional credit lead                          1
plant utilities engineer                      1
laboror                                       1
aftermarket                                   1
city traffic engineer                         1
land technician                               1
support engineer/web designer                 1
warranty administrator                        1
inside wireman                                1
planning manager                              1
health aid                                    1
purchase agent                                1
anesthesiologist                              1
laborer                                       1
admin asst                                    1
it qa                                         1
judge                                         1
supply chain administrator                    1
field mechanic                                1
biostatistician/epidemiologist                1
materials specialist ii                       1
outreach director/pastor                      1
patient services                              1
sr accountant                                 1
senior donor relations officer                1
pacs admin                                    1
teacher/administrator                         1
clinic manager                                1
program leader                                1
cnc programmer / operator                     1
otr driver                                    1
utility porter                                1
forklit operator                              1
cnc programer                                 1
lead consulting data analyst                  1
sales and marketing manager                   1
civil servant                                 1
director of product development               1
kitchen                                       1
interior tech                                 1
multimedia producer                           1
flight attendant                              1
principle fellow                              1
department executive one                      1
internal audit contractor                     1
vp enrollment                                 1
structure analyst                             1
communications associate                      1
senior erp consultant                         1
sr sys admin                                  1
wealth mgmnt associate                        1
asst mgr bts contract                         1
svp of commercial operations                  1
hazardous materials compliance officer        1
register nurse manager                        1
registered cardiovascular technologist        1
railroad conductor                            1
sr computer operator                          1
pipewelder                                    1
business banking specialist                   1
admissions coordinator                        1
owner/operater                                1
manager is - tier 1 nursing and pharmacy      1
inventory supervisor                          1
interior designer                             1
transportation operator                       1
fulfillment manager                           1
product line manager                          1
ground worker                                 1
department head                               1
director of donor society clubs               1
resource officer                              1
financial administrator                       1
food technician 1                             1
project applications engineer                 1
apprentice lineman                            1
regular full time carrier                     1
legal                                         1
learning systems analyst                      1
forge fabrucator                              1
food service leader                           1
general mechanic g-12                         1
electrical and instrument designer            1
fire alarm inspector                          1
director of marketing                         1
business specialist                           1
senior assistant manager                      1
hospitality services manager                  1
supply specialist                             1
floor layer                                   1
rental navigator                              1
quality system specialist ii                  1
public utility analyst ii                     1
rehab manager                                 1
it student supervisor                         1
senoir vendor support                         1
flight medic                                  1
factory                                       1
director of pupil services                    1
owner-consultant                              1
pension ananlyst                              1
patient access rep                            1
funeral servicd assistant                     1
asst teacher                                  1
chief operations officer                      1
assistant dining room manager                 1
operations coordinator                        1
nurse consultant                              1
technical writer                              1
customer service engineer                     1
it help desk                                  1
staff sergeant                                1
rn-supervisor                                 1
classroom assistant                           1
onsite electrostatic specialist painter       1
bolter                                        1
gate inspector                                1
hs teacher/ college professor                 1
talent development consultant                 1
landscape designer/arborist                   1
parts counter                                 1
coordinator of fire services                  1
bank examiner                                 1
surveyor                                      1
truck drivet                                  1
sandwich maker                                1
region sales manager                          1
registered nurse / director of nursing        1
porter                                        1
lpc                                           1
lieutenant sheriff dept                       1
overnight                                     1
real estate agent                             1
production manufacturing                      1
it senior analyst                             1
battalion chief                               1
strategy relationship manager                 1
senior support representative                 1
administrative support specialist             1
environmental serviceassociate                1
paraeducator                                  1
project assistant                             1
sr architect - technology                     1
referral specialist                           1
shipfitter                                    1
college advisor                               1
clinical representative iii                   1
imaging services assistant                    1
pizza cook                                    1
doctor of audiology                           1
customer service manger                       1
counselor                                     1
operatot                                      1
service director                              1
medical billing manager                       1
deli team leader/manager                      1
quality engineer                              1
office operations manager                     1
quality control & compliance                  1
well teck                                     1
dept of rehabilitation                        1
senior mapping tech                           1
vice president customer operations            1
maintence                                     1
customer advocate                             1
sales,painter, assembly                       1
tax paralegal                                 1
pipefitter superintendent                     1
rn in surgery                                 1
chief technology officer                      1
field service representatives                 1
vice president/director of sales              1
maintenance superviser                        1
correction  officer                           1
job manager                                   1
frontend manager                              1
consumer advocate                             1
direct support professional                   1
sr it project manager                         1
certified veterinary technician               1
senior csr                                    1
cdi specialist                                1
design engineer                               1
agriculture specialist                        1
program integrity auditor                     1
student success coach                         1
patient service                               1
senior principle associate                    1
fireman                                       1
emergency truck driver                        1
ceo team leader                               1
cabinet builder                               1
plant supervisor                              1
csr dispatcger                                1
packing                                       1
general manger                                1
supervising engineering technician            1
corporate client manager                      1
vp operations                                 1
mechanic truck driver                         1
auto paint tech                               1
resident physician                            1
painter 2                                     1
health unit coordinator                       1
relationship specialist                       1
auto body technician                          1
vet tech                                      1
saw operator                                  1
clinical specialist                           1
master trainer                                1
country manager                               1
team lead production                          1
senior product manager                        1
parts person                                  1
grounds crew                                  1
senior maintenance tech                       1
adjunct faculty                               1
manager/hr                                    1
speech-language pathologist                   1
accounting shared services coordinator        1
snr fin svcs rep                              1
office manager/accountant                     1
business anaylst                              1
busdriver                                     1
secreatary                                    1
transportation manage                         1
technical architect                           1
application manager                           1
it tech ii                                    1
asst mgr                                      1
tax law specialist                            1
mri technologist                              1
nutrition services                            1
area sales leader                             1
rn supervisor                                 1
operations analysts / server                  1
territory mamanger                            1
peersuport concelor                           1
ct technologist                               1
internal auditor                              1
core layer                                    1
deliveries carrier                            1
mra                                           1
senior manager of prevention services         1
train operator                                1
national sales                                1
cosmetologist                                 1
coordinator of admission                      1
deputy warden                                 1
tool maker                                    1
atc                                           1
bdc manager                                   1
para professional                             1
creative director, owner                      1
sander                                        1
workforce development consultant              1
sr loan processor                             1
sales representative t                        1
films clerk                                   1
area director of sales                        1
principal internal auditor                    1
sports editor                                 1
adminiative asst                              1
spray painter                                 1
attorney owner                                1
design assistant                              1
senior customer service                       1
sleep tech                                    1
resource specialist/program manager           1
quality assurance engineer                    1
stylist apprentice                            1
certified teachers aid                        1
area operation supervisor                     1
vice president of engineering                 1
cip compliance specialist                     1
detective investigator                        1
patent examiner                               1
chief estimator                               1
front office lead                             1
construction glazer                           1
haircutter                                    1
sr buyer                                      1
loan consultant                               1
funeral director and supervisor               1
fiduciary trust officer                       1
usda helper                                   1
nursing shift supervisor                      1
order processing                              1
process analyst                               1
investor relations                            1
medical imagining manager                     1
er nurse - clinical trauma specialist         1
shipping and picking                          1
dept manager                                  1
qa developer                                  1
assistant business administrator              1
accounting director                           1
shop forman                                   1
sales & marketing                             1
director transformation                       1
ophthalmic technition                         1
visual market manager                         1
assembly line                                 1
process operator                              1
compliance coordinator                        1
human resources generalist                    1
aro                                           1
credit administrator                          1
fuel and lube technician                      1
office lead                                   1
production artist/retoucher                   1
rn/manager                                    1
director of detention services                1
cota                                          1
attorney at law                               1
dietary                                       1
certifying scientist                          1
aesthetican                                   1
district conservationist                      1
it application architect                      1
front end engineer                            1
deputy chief of police                        1
towtruck driver                               1
cbp officer                                   1
field foreman                                 1
public health sanitarian ii                   1
national account executive                    1
patron services                               1
distribution                                  1
tanker man                                    1
networks                                      1
real estate support staff                     1
insurance processor                           1
avp of edi                                    1
claims customer service                       1
pressroom operator                            1
sr principal consultant                       1
wire technician                               1
sr loan processor                             1
americorp member                              1
lending officer                               1
tax clerk                                     1
shipping supervisor                           1
svp operations                                1
seafood clerk                                 1
certification clerk                           1
msg                                           1
aftermarket expeditor                         1
residential assistant manager                 1
host                                          1
cadd                                          1
home health aide                              1
learning experience facilitator               1
director of corporate operations              1
state trooper                                 1
constituent services representative           1
nails tech                                    1
relationship banker                           1
vac/shift relief warehouse                    1
emergency medical technician                  1
prep touch up                                 1
operation specialist                          1
director asset management                     1
teacher assistent                             1
bridge tender                                 1
direct staff                                  1
kindergarten teacher                          1
systems administrator sr                      1
senior claim examiner                         1
consumer marketing director                   1
sr toll collector                             1
rn-icu                                        1
talent                                        1
certified tumor registrar                     1
sales and support generalist                  1
devops engineer                               1
its5                                          1
maritime transportation specialist            1
hr sourcer                                    1
executive                                     1
technical                                     1
print project planner/estimator               1
section 8 coordinator                         1
development                                   1
technology consultant iv                      1
aviation analyst                              1
title examiner                                1
director of fitness                           1
public utilities specialist                   1
addiction specialist                          1
department management                         1
sr mech spec                                  1
legal asst                                    1
credit sales manager                          1
para transit specialist                       1
gis analyst                                   1
nuclear medicine                              1
operator one                                  1
locker room attendant                         1
staff sargent                                 1
sr loan officer                               1
supervisor, production                        1
soils laboratory technician                   1
software sales                                1
mc                                            1
human resource business partner               1
qc manager                                    1
accounting technician                         1
director of information services              1
customer resolution manager                   1
casualty rep adjuster                         1
district hr mgr                               1
coverage partner                              1
senior merchandising manager                  1
financial center operations manager           1
community improvement specialty officer       1
irb coordinaor                                1
head pressman                                 1
ux development manager                        1
supervisor/front end                          1
mortgage specialist                           1
360app specialist                             1
student services senior professional          1
composite fabricator                          1
sales/barista                                 1
postdoctoral research associate               1
client services                               1
lpta                                          1
training store manager                        1
electrical design engineer                    1
hotel manager                                 1
strategic procurement sourcing mgr            1
corporate sales                               1
super intendant                               1
director of engineering                       1
house manager                                 1
associate auditor                             1
youth specialist                              1
sprinkler foreman                             1
intern                                        1
operation engineer                            1
dist computer tech                            1
realtor - independent contractor              1
operation                                     1
mgr it application                            1
information assurance                         1
parent partner                                1
line driver                                   1
sr java analyst programmer                    1
des support operations                        1
market leader                                 1
contractor                                    1
certified nurse aide                          1
risk operations                               1
carpenter foreman                             1
principle business solution architect         1
coding lead                                   1
global config engineer                        1
sr application analyst                        1
lead sales and service associate              1
bus monitor                                   1
supply tech                                   1
export ops supervisor                         1
commercial cleaner                            1
helo crew chief                               1
senior network engineer                       1
operating engineer                            1
supervisor front desk                         1
supervising attorney                          1
crew member                                   1
snr project engineer                          1
courier                                       1
active duty                                   1
systems engineer                              1
svp chief design officer                      1
passenger tire builder                        1
blackjack dealer                              1
finance mgr                                   1
car hauler                                    1
maintenance splicer                           1
ceiling mechanic                              1
shiping and receiving                         1
utility porter                                1
tech support specialist                       1
residential ast                               1
gs-6                                          1
sales assistant                               1
training records specialist                   1
security officer                              1
construction wireman                          1
mla                                           1
logistics specialist                          1
vice president/market manager                 1
medical technician                            1
director of career center                     1
haul truck driver                             1
customer service advisor                      1
strategic account director                    1
techinology cooridinator                      1
day care                                      1
sr social marketing strategist                1
lead systems administrator                    1
installer/technician                          1
maintenance tech                              1
rn clinical informatics coordinator           1
housekeeping manager                          1
house keeper                                  1
teacher'saide                                 1
conusultant                                   1
customer service/lpn                          1
costing administrator                         1
pm/pdm tech                                   1
broker                                        1
management & program analyst                  1
corporate sales manager                       1
web front-end designer                        1
work yd                                       1
assistant manager of bus schedules            1
paraprofession                                1
case worker                                   1
clinical report writer                        1
speech pathologist supervisor                 1
schedule coordinator                          1
sr solution architect                         1
accounting adminstrator                       1
asst parts dept manager                       1
retail and brand education specialist         1
gaming dealer                                 1
own truckdriver                               1
pharmcist                                     1
managing attorney                             1
senior enrollment specialist                  1
form operator                                 1
vacation specialist                           1
senior police officer                         1
ssgt / e-5                                    1
accounts payable manager                      1
warehouse clerk                               1
events coordiantor                            1
creative designer                             1
customer relations manager                    1
it supervisor                                 1
home attender                                 1
business loan counselor officer               1
project controls                              1
mobile support analyst                        1
software developper                           1
network engineer                              1
directional driller                           1
special events and marketing assistant        1
patient access representative                 1
inkjet lead operator                          1
bank manager                                  1
police assistant                              1
practice coordinator                          1
track welder                                  1
police officer 2                              1
interim dean of students                      1
senior compounder operator                    1
it professional                               1
ecommerce, digital strategy                   1
owner & operator                              1
epic sr analyst                               1
nutrition                                     1
salon leader                                  1
sr mechanical engineer                        1
tv broadcaster                                1
sr system analyst                             1
notasked                                      1
body shop manager                             1
dispatch                                      1
labor relations specialist                    1
lawyer/partner                                1
heavy equipment mechanic                      1
qa project coordinator                        1
senior security analyst                       1
operator machine                              1
program assistant                             1
mro purchaser                                 1
signing associate                             1
software                                      1
superintendent of schools                     1
research health science specialist            1
educational aide                              1
translations engineer                         1
farm foreman                                  1
motor vehicle representative                  1
cyber security specialist                     1
bi analyst                                    1
coiled tubing supervisor                      1
special forces warrant officer                1
partner physician                             1
regional credit center assistant manager      1
quality assurance specialist                  1
sr compensation analyst                       1
line operator                                 1
cardiac tech                                  1
full time hub person                          1
sales coordinator                             1
claims advisor                                1
senior speciailst                             1
senior manager permitting                     1
sales and marketing                           1
quarry manager                                1
assistant supervisor                          1
screening supervisor                          1
slot keyperson                                1
rep                                           1
maintenence                                   1
production tempering assembly                 1
public safety manager                         1
mental health worker                          1
vp-lending application manager                1
sr unix administrator                         1
meatcutter helper                             1
classification sergeant                       1
vice president regional property mgr          1
exam coordinator/technology specialist        1
camp manager                                  1
dueno                                         1
executive ceo assistant                       1
broker-associate                              1
town manager                                  1
electrical contractor supervisor              1
chief inspector                               1
information associat, sr                      1
program mgr                                   1
public safety officer                         1
vice president - operations                   1
education site manager                        1
lead mechanic                                 1
rental management                             1
erp manager                                   1
mathematical statistician                     1
assistant supervisor                          1
home lending officer                          1
vice principal                                1
hvac service technician                       1
youth development specialist                  1
network installer                             1
honor health                                  1
photography agent                             1
salesperson - yearbooks                       1
coin operator                                 1
r e appraiser                                 1
claims assistant                              1
parking manager                               1
supervisor, ada field surveillance            1
ach product consultant                        1
hr/pr administrator                           1
superintended                                 1
senior visual designer                        1
project controls supervisor                   1
billing & admin                               1
card services supervisor                      1
service plumber                               1
early childhood teacher                       1
coding facilitator                            1
city council                                  1
realtor associate                             1
legal instruments examiner                    1
technical support analyst                     1
contract specialist                           1
lube manager                                  1
senior business process specialist iii        1
rv consultant specialist                      1
school psychologist                           1
accounting dept                               1
quality assurane test and evaluation          1
mitigation manager                            1
records management specialist                 1
community director                            1
software development support                  1
electrical                                    1
cust svc                                      1
administrative/bookkeeper                     1
relationship banker                           1
medical lab tech                              1
firefighter/technician                        1
communications specialist                     1
pharm tech                                    1
seafood manager                               1
booth renter/stylist                          1
sr security consultant                        1
drover                                        1
legal processes coordinator                   1
airline captain                               1
central indiana analogies                     1
sps                                           1
writer                                        1
independent contractor                        1
city carrier assistant                        1
b tech                                        1
manufacturing systems technician              1
corporate chef                                1
operations mgr                                1
call center director                          1
announcer                                     1
director, executive search                    1
collections representative                    1
svp, public policy                            1
mortgage loan processor                       1
administrative services manager               1
food scientist                                1
fire and safety engineer                      1
engineering tech                              1
benefits clerk                                1
telecommunications                            1
trainmaster                                   1
bim manager                                   1
auto worker                                   1
corporate operations director                 1
help desk technician                          1
aid                                           1
accounting spe                                1
machinist/manager                             1
assistant dir rn                              1
elementary building engineer                  1
houskeepeng                                   1
applications engineer                         1
e7                                            1
frame builder                                 1
is specialist                                 1
implementation tech                           1
jobsite supervision                           1
talent acquisition manager                    1
produce manager                               1
specialist 2                                  1
sales represetative                           1
purchasing aide                               1
vehicle inventory                             1
group it manager                              1
adjunct professor                             1
senior programmer/analyst                     1
sergeant (e5)                                 1
ndt level 2 inspector                         1
benefit consultant                            1
registered nurse team leader                  1
technical recruiter                           1
agent                                         1
electronic assembly                           1
systems integration manager                   1
production                                    1
educational diagnostician                     1
application specialist ii                     1
federal agent                                 1
district partner                              1
compliance business analyst iv                1
security analyst                              1
project management director                   1
division president                            1
maitnence supervisor                          1
roi                                           1
assistant human resources                     1
senior graphic designer                       1
employment training center director           1
machinist mate third class                    1
dental hygenist                               1
delivery drivers                              1
vet assistant                                 1
editor/marketing director                     1
bus opertor                                   1
qa supervisor                                 1
vp, business support                          1
shipping/receiving supervisor                 1
gunnersmate                                   1
technical sergeant                            1
irrigation service technician                 1
social ed teacher                             1
utility worker i                              1
executive secretary                           1
lead bartender                                1
applications developer                        1
senior business development executive         1
hris manager                                  1
supplier development engineer                 1
lab director                                  1
enterprise sales                              1
work comp specialist                          1
credentialing manager                         1
business intelligence developer               1
field consultant                              1
senior activities assistant                   1
application developer 3                       1
certified pharmacy technician                 1
is                                            1
director of sales and marketing               1
e-commerce manager                            1
client service representative                 1
financial management techncian                1
telecom engineer                              1
senior sales supervisor                       1
manager/server                                1
registered dental hygienist                   1
quality inventory management tech             1
mailman                                       1
veterinary technician                         1
financial expert                              1
software engineer in test                     1
car repairman                                 1
vp of residential management                  1
reputation management program manager         1
firefighter/medic                             1
alarm and detection technician                1
senior advisor                                1
senior underwriter                            1
field service rep                             1
dining room facility attendant                1
deputy sheriff                                1
supervisor / lead                             1
massage therapist                             1
worker                                        1
field operations business partner             1
it security project manager                   1
mental health therapist                       1
nail technician                               1
senior radiologic technologist                1
finance/billing                               1
market manager                                1
manager mp&l                                  1
immigration paralegal                         1
assistant clinical director                   1
tire technician                               1
provider enrollment                           1
manager, store operations                     1
operations                                    1
inspector/packer                              1
da coordinator                                1
stockman                                      1
regional finance leader                       1
findlay terminal manager                      1
dc tech                                       1
branch store managermarion n,c                1
program administator                          1
lead automation developer                     1
receiptionist                                 1
dean of students                              1
branded editor                                1
lead devops engineer                          1
insurance underwriter                         1
telemarketer                                  1
cardiothoracic sales specialist               1
baker                                         1
compensation practices manager                1
senior advisor t-2 apple                      1
laborer foreman                               1
hair dresser                                  1
histology technician                          1
charger operator                              1
integration tech iii                          1
truck driving                                 1
nursing coordinator -admin ii                 1
line haul driver                              1
sales associates                              1
warehouse assistant                           1
project manager assistant                     1
lawyer/owner                                  1
financial representative                      1
regional revenue manager                      1
tugboat captain                               1
client billing coordinator                    1
administrative specialist                     1
sterile processing lead technician            1
maid                                          1
transportation                                1
home care aide                                1
lineman/field technician                      1
occupational therapist - level 3              1
production operator                           1
supervisor/cook                               1
city clerk                                    1
production operation specialist               1
food services                                 1
service clerk                                 1
office assistants                             1
cover driver                                  1
hr knowledgebase analyst                      1
director of people operations                 1
professional                                  1
mail handler                                  1
vice president, seo                           1
technical director                            1
sales clerk                                   1
evp                                           1
parts delivery person                         1
owner/accountant                              1
cad tech                                      1
stylist and consultant                        1
patient transporter                           1
realtor property manager                      1
senior marketing analyst                      1
transportation manager                        1
paraprofessional 111 (therapeutic )           1
vp philanthropy                               1
devops                                        1
enginnering technician                        1
hospital liaison                              1
 truck driver                                 1
medicare supervisor                           1
director of dining services                   1
producer                                      1
tier 1 tech support                           1
research coordinator                          1
radiologic technologist                       1
test tech                                     1
system analyst                                1
trial paralegal and realtor                   1
regional telephony manager                    1
qa supervisor                                 1
retail market manager                         1
sarety security officer                       1
produce clerk                                 1
store brand leader                            1
sr claims examiner                            1
night auditor                                 1
lexus service                                 1
teachers                                      1
carpinter                                     1
vp marketing promotions                       1
services principal                            1
manager, software delivery                    1
aviation maintenance technician               1
assistant project manager                     1
surgical nurse                                1
maintainance                                  1
glasser                                       1
evaluation analyst                            1
controls software engineer                    1
vp, corporate reporting                       1
human resources generalist                    1
sqd leader                                    1
regional visual manager                       1
land admin mgr                                1
lending consultant                            1
reporting administrator                       1
director of marketing                         1
service representative                        1
lead lab technician                           1
wealth management advisor                     1
loan assistant/credit analyst                 1
future executive sr sales director            1
senior clerk                                  1
owner/groomer                                 1
diesel tech                                   1
internet sales & marketing manager            1
sr claims specialist                          1
care provider                                 1
senior drafting designer                      1
manager/supervisor                            1
superior court judge                          1
sr oracle database administrator              1
para legal                                    1
sanitation                                    1
line worker                                   1
vp, channel sales & mktg                      1
certified electrician                         1
rx supervisor                                 1
bco                                           1
main banker                                   1
instructional support specialist              1
cheif executive officer                       1
regional solutions manager                    1
southeast market manager                      1
visiting assistant professor                  1
sr staffing consultant                        1
recording secretary                           1
investment analyst                            1
provisions                                    1
finance clerk                                 1
rn care experience coordinator                1
at3                                           1
catering associate                            1
field manager                                 1
nurse aide                                    1
okay                                          1
mechainc                                      1
sr storage engineer                           1
technical specialists                         1
manager customer service                      1
director, food and nutrition                  1
senior levle lead machinist                   1
software quality engineer                     1
chemical officer                              1
client account coordinator                    1
clinical therapist                            1
builder                                       1
dsp                                           1
chief of police                               1
control room operator                         1
customer account specialist                   1
federal law enforcement                       1
community liaison                             1
data network consultant                       1
shipping clerck                               1
shipping associate                            1
doo                                           1
daycare                                       1
fixer                                         1
professional driver                           1
minister                                      1
acct manager                                  1
mgr, bus operations/financial analysis        1
sheriff officer                               1
order selector                                1
tennis instructor/contract labor              1
corpsman                                      1
personal assistant                            1
obedience trainer                             1
community spport                              1
ar receptist                                  1
operations  manager                           1
armed guard                                   1
iwtf operator                                 1
risk manager                                  1
building engineer                             1
information tech specialist 4                 1
assistant director of financial aid           1
logistics lead                                1
city driver                                   1
head of customer success                      1
concrete specialist/welder                    1
media technician                              1
clinical nurse                                1
manager financial analysis & planning         1
route representative                          1
hris/payroll specialist                       1
office associate                              1
chemical                                      1
lead network engineer                         1
vp sales and marketing                        1
crew member/ section leader                   1
security technician                           1
part sorter                                   1
senior advisor                                1
plant supervisor                              1
traffic coordinator                           1
instructional designer                        1
ar/gl accountant                              1
automotive                                    1
investigative specialist                      1
critical skills operator                      1
scheduling coordinator                        1
sr market research analyst                    1
territory sales manager                       1
production supervisor                         1
senior medical billing specialist             1
sr mechanical designer                        1
rgm                                           1
manager data analytics                        1
joint venture partner                         1
production graphics                           1
utilization rev                               1
undergound lineman                            1
director of alumni engagement                 1
it professional                               1
senior or surgical coder                      1
parts expeditor                               1
extrusion manager                             1
finance department                            1
instructional assistant                       1
customer service specialist                   1
survey technician                             1
qc techician                                  1
cpms operations administrator                 1
automotive vertical manager                   1
him specialist                                1
floor health monitor                          1
associate governmental program analyst        1
lead pm line cook                             1
janitorial                                    1
compliance supervisor                         1
secondary marketing/capital markets           1
upholsterer                                   1
lead electrician                              1
beauty ambassador                             1
licence specialist in school psychology       1
limousine driver                              1
broadband tech                                1
cto clerk                                     1
manufacturer                                  1
director of brand marketing                   1
clinical team leader                          1
senior dpo                                    1
fcns                                          1
food service management                       1
land use officer                              1
client services coordinator                   1
shop manager                                  1
sr loan servicer                              1
instructional assistant                       1
operator 3                                    1
deliver driver                                1
farmhand                                      1
avp                                           1
senior customer service specialist            1
public affairs officer                        1
cash application specialist                   1
hr/payroll director                           1
battalion cheif                               1
sr account manager                            1
bio sci tech                                  1
electrical bench tester - lead                1
terminal analyst                              1
prem tech                                     1
dr reg                                        1
technical sales engineer                      1
senior bookkeeper                             1
highway trasportation specialist ii           1
senior manager-hub                            1
retail fin ancial specialist                  1
court administrator iii                       1
lab assistant ii                              1
detective                                     1
script supervisor                             1
laser technician 2                            1
sheriff deputy/bailiff                        1
acupuncturist                                 1
longshoreman                                  1
ad ops manager                                1
sr electrical engineer                        1
safety engineer                               1
priest                                        1
coder                                         1
founder                                       1
manager, workforce optimization               1
lead teller ops specialist                    1
insurance & claims manager                    1
license banker                                1
hvac teck                                     1
manager, product management                   1
g1 sergeant major                             1
forklift driver                               1
director of warehousing                       1
warranty/tech support                         1
pipefitter journeyman                         1
maneger                                       1
director - human resources                    1
mail clerk                                    1
certified veterinary technician               1
property director                             1
broadcast designer                            1
gis tech                                      1
disability specialist                         1
it product owner                              1
work leader                                   1
collision technician                          1
human resources director                      1
dry film operator                             1
extruder operator                             1
economic and community developer              1
senior treasury analyst                       1
regional sales manager`                       1
recycling                                     1
composite shop lead                           1
foreclosure clerk                             1
humanitarian international worker             1
agency records manager                        1
lead supervisor                               1
msr                                           1
audio technician                              1
attendance officer                            1
health services administrator                 1
kitchen helper                                1
salesperson                                   1
maternity                                     1
nursecare                                     1
instructional support teacher                 1
technical sales representative                1
benefits advisor                              1
a&p mechanic                                  1
rt                                            1
pos                                           1
association manager                           1
owner/ sales                                  1
welder fabricator                             1
sr program administrator iii                  1
transaction specialist                        1
technical training coordinator                1
rocket technician                             1
rubber-liner suupervisor                      1
nurse tech                                    1
security administrator                        1
service tegh                                  1
conversion operations                         1
senior account executive                      1
caregiver                                     1
environmental specialist                      1
director retired educators                    1
service cordinator                            1
clerical asscociate ll                        1
maintenance electrician                       1
delivery driver                               1
registar                                      1
home care worker                              1
nurse's assistant                             1
personal banker / teller 4                    1
production management                         1
registered nurse 2                            1
maintenance porter                            1
it devl manager                               1
foreman electrician                           1
clinical coordiantor                          1
merchandising shift leader                    1
roustabout                                    1
telecom/ fiber technician                     1
project specialist                            1
restaurant manager                            1
teachers assistant                            1
meteorologist                                 1
automobile technician                         1
admin sec                                     1
operating clerk                               1
strategic analysis                            1
cutter                                        1
distribution                                  1
black jack dealer                             1
store director                                1
budget manager                                1
senior electronics technician                 1
supervisor inspection                         1
lead floor tech                               1
president, attorney                           1
retail clerk                                  1
engineering expeditor                         1
tool specialist                               1
aircraft maintenance control                  1
payroll processor                             1
it administrator                              1
director of coaching                          1
human resource manager                        1
security technician                           1
managing consultant                           1
field operator                                1
sr procurement cost analyst                   1
after school and day camp director            1
lead server                                   1
chemistry professor                           1
power systems engineer                        1
technical advisor                             1
vp brand marketing                            1
sole owner                                    1
gw2                                           1
grievance coordinator                         1
r&d technician                                1
logistics supervision                         1
senior life underwriter                       1
deputy section manager                        1
floor tech                                    1
head of operations                            1
banquet captain                               1
owner / president                             1
contract administrator                        1
assessment specialist                         1
coordinator, rehab services                   1
computer tec                                  1
shipping and receiving                        1
hardware engineer                             1
flight chief                                  1
visual manager                                1
marketing advisor                             1
engineer/project manager                      1
clerk/treasurer                               1
payroll                                       1
sr data manager`                              1
train engineer                                1
staff development manager                     1
property administrator                        1
ssgt                                          1
director, it support operations               1
general amnger                                1
network specialist ii                         1
dental  hygienist                             1
director of female reproductive services      1
business officer                              1
member services senior associate              1
senior bio med/ account manager               1
chemical process operator                     1
post doctoral associate                       1
english teacher                               1
dental assistent                              1
neighborhood development manager              1
vice president default services               1
electrical worker                             1
lot operations                                1
senior digital operator                       1
senior master auto tech                       1
transaction coordinator                       1
qa lead                                       1
nail technician/ esthetician                  1
director of revenue management                1
librarian assistant                           1
collection development librarian              1
analytic researcher                           1
intern pharmacist                             1
supply chain specialists                      1
business head                                 1
procurement manager                           1
director, operations finance                  1
 director of engineering                      1
facilities maintenance mgr                    1
children's intensive case manager             1
special education teacher                     1
medical transcriber                           1
assistant director of nursing                 1
deli and restaurant director                  1
real estate broker/ owner                     1
projects manager                              1
cash office manager                           1
service engineer                              1
warden                                        1
manager fiscal operations                     1
apraisal deputy                               1
grooming apprentice                           1
mailhandler                                   1
graduate researcher                           1
certified recovery specialist                 1
salesfloor                                    1
electrical maintenance                        1
vice president of marketing / co founder      1
sewer worker                                  1
unit operator                                 1
resp therapist                                1
attorney/member                               1
office assistant iii                          1
director of building services                 1
administrative specialist ii                  1
lead warehouse                                1
sr sap software engineer                      1
waiter                                        1
client support services                       1
supervising officer 1                         1
optician                                      1
subsurface data doecialist                    1
platoon sgt                                   1
underground splicer                           1
mgr - customer qa                             1
medical claims examiner                       1
advancement officer                           1
manager, fraud dept                           1
staff specialist                              1
leasing manager                               1
vp corprate communications                    1
executive producer/on-air personality         1
corrections officers 3                        1
fire hydrant tech                             1
cake decorator                                1
operators                                     1
telephone techician/ supervisor               1
rda                                           1
process associate                             1
optical manager                               1
wealth mgmt ops/realtor                       1
visa and passport specialist                  1
postmaster                                    1
vice president/training & development         1
interpreter                                   1
industrial engineer 2                         1
skip tracer                                   1
post production supervisor                    1
proposal coordinator                          1
automation                                    1
delivery associate                            1
transportation driver                         1
engineering                                   1
title 1 interventions                         1
director of strategic partnerships            1
mason                                         1
sample seamstress                             1
sen project engineer                          1
mailroom/ site manager                        1
cap supervisor                                1
lieutenant of police                          1
chiropractor                                  1
admin assist                                  1
substitute                                    1
shift lead                                    1
steward                                       1
director of asset management                  1
qa associate                                  1
nursing assistance gna                        1
h b c cor                                     1
hospital sales rep                            1
computer technical engineer                   1
quality control inspector                     1
event planner                                 1
police officer/investigator                   1
merchandise                                   1
labor worker                                  1
day porter                                    1
web content manager                           1
content marketing specialist                  1
manager early career development              1
csr/checker                                   1
career and transition                         1
technical engineer                            1
drill instructor                              1
qa/qc inspector                               1
quality                                       1
human capital consultant                      1
maintenance specialist                        1
physical therapist/director of rehab          1
associate vice president                      1
high way tech 1                               1
penetration tester                            1
senior title officer                          1
lead service tech                             1
dental pas tl                                 1
school secretary 1                            1
nursing assistsnt                             1
sr vice president                             1
police officer /auto parts delivery           1
teaching fellow                               1
senior officer specialist                     1
systems engineer 4                            1
project & property manager                    1
billing/customer service                      1
icare                                         1
owner opperator                               1
ramp service man                              1
fleet sales                                   1
pharmacy courier                              1
pricing strategist                            1
pilot                                         1
contractor sales                              1
comgr                                         1
route driver                                  1
customer service/sales associate              1
chief communications officer                  1
art fairs coordinator                         1
technical support                             1
medical education specialist                  1
service assurance agent                       1
mortgage lender                               1
craneman                                      1
environmental consultant                      1
doctor                                        1
powerlineman                                  1
family service worker ii                      1
telecom analyst                               1
full professor                                1
director of catering                          1
admissions coordinator                        1
director of security                          1
vp/portfolio manager                          1
director of student services                  1
rrt                                           1
labor relations analyst                       1
vp risk manager                               1
project controls specialist                   1
recruiting manager                            1
business systems analyst, senior              1
diet clerk                                    1
nurse assistant                               1
area service manager                          1
warehouse inventory                           1
post-closer manager                           1
forklift drive                                1
medical transporter                           1
nda technical programs manager                1
office manager/executive assistant            1
business analyst iii                          1
premier banker                                1
werehouse associated                          1
construction manger                           1
executive administrator                       1
heavy loader operator                         1
biomedical engineer                           1
medical w                                     1
lead shipping                                 1
reviewer                                      1
national organizing manger                    1
office manager/realtor                        1
financial consultant                          1
pct3                                          1
director of programs and education            1
provider                                      1
equipment sales                               1
service tech                                  1
customer sevice                               1
plumbing dept associate                       1
senior property manager                       1
tax analyst                                   1
food service worker                           1
audiologist                                   1
quality analyst                               1
shipping forklift driver                      1
graphic design teacher                        1
senior software developer                     1
supply planner                                1
hr dir                                        1
parts business development manager            1
regional sales director                       1
it service technician                         1
benefits/worklife manager                     1
software developer ii                         1
airport supervisor                            1
bsa investigator                              1
district service manager                      1
probation corrections officer                 1
family service specialist ii                  1
entertainment coordinator                     1
owner/ contractor for lowes                   1
ehr applications analyst iii                  1
software management directo                   1
florist                                       1
special enforcement investigator              1
warehouse team member                         1
front office supervisor                       1
operations director                           1
senior network lead engineer                  1
annalyst                                      1
driver forklift                               1
wfa 1                                         1
file clerk                                    1
load crew chief                               1
lna                                           1
horticulturist                                1
facility maintenance manager                  1
sensor operator                               1
senior vice president, sr rel manager         1
learning resource engineer                    1
director of pharmacy                          1
human resources mananger                      1
mfg compl tech                                1
mailhandler                                   1
core operator                                 1
edi analyst                                   1
administrative nursing supervisor             1
machinist/ supervisor                         1
director of quality assurance                 1
rehab officer                                 1
product specialist                            1
youth supervisor                              1
worker in kitchen                             1
media manager                                 1
site superintendent                           1
marketing strategist                          1
 coordinator                                  1
physicians secretary                          1
tcr                                           1
unit manager                                  1
maint tech                                    1
programs servicing specialist ii              1
manager of it                                 1
accounts payable team leader                  1
fraud investigator                            1
event manager                                 1
dental technician                             1
general manager asset services                1
library tech                                  1
denatl hygienist                              1
engeneer                                      1
process laboratory technician                 1
director of account management                1
helicopter mechanic                           1
bh care planner                               1
material handler                              1
equipment coordinator                         1
mechanical integration leaded                 1
senior server engineer                        1
radiology                                     1
area distributor manager                      1
district supervisor                           1
medical receptionist                          1
cashier supervisor                            1
lead automation engineer                      1
pipe welder                                   1
senior case manager                           1
gse mechanic                                  1
pharmacy                                      1
work and receivng dock                        1
department administrator                      1
construction foreman                          1
sr manager, global payroll                    1
employee health care specialist               1
graduate research associate                   1
gs-11 logistics specialist                    1
direct sales agent                            1
surveyor tech ii                              1
campus security officer                       1
mri                                           1
ms3                                           1
butcher assistant                             1
senior programmer                             1
cardiovascular technician                     1
money ctr                                     1
ea                                            1
home health aid cna                           1
server deliver manager                        1
sr facility services managers                 1
exec asst fo ceo                              1
technical writer iii                          1
linkages site coordinator                     1
tire building                                 1
audio visual technician                       1
loader/unloader                               1
stewart                                       1
background investigator                       1
print operator                                1
smt                                           1
sen network analyst                           1
vice president ocean services                 1
accounting clerk iv                           1
owner/director                                1
dir strategic accounts                        1
rca professional                              1
surgeon                                       1
lab manager/ dental assistant                 1
family assistance analyst ii                  1
admin aid                                     1
assistant principal                           1
oral maxillofacial surgeon                    1
education contractor                          1
brand ambassador/promotional model            1
security offier                               1
deputy of public works                        1
business system technician                    1
leasing professional                          1
and assist                                    1
technichian                                   1
marine mechanic                               1
field sales manager                           1
clinical engineer                             1
saws                                          1
ditect support proffessional                  1
category coordinator                          1
customer manager                              1
college store coordinator                     1
care nurse                                    1
senior lender specialist ii                   1
water inspector                               1
area sales director                           1
director technology                           1
funeral director                              1
clinic manager                                1
operations processing specialist              1
contracting officer                           1
highway foreman                               1
brand manager                                 1
ultrasound tech                               1
rotary operator                               1
cdl a driver warehouse tech                   1
building manager                              1
medical laboratory technologist               1
dsr                                           1
sr, mgr, global network services              1
lvn care coordinator                          1
assistant general  manager                    1
svp, americas                                 1
parole agent iii                              1
fixed assets analyst                          1
facilities operations manager                 1
help desk manager                             1
massage therapoist                            1
 district manager                             1
cashier/salesperson                           1
sales director international                  1
administrstor                                 1
medical laboratory scientist                  1
network infrastructure engineer               1
shipping foreman                              1
sheet metal journeyman                        1
audio eng                                     1
scheduling                                    1
sales                                         1
international shipping agent                  1
new accounts rep                              1
senior superintendent                         1
quality engineer                              1
truck foremen                                 1
data coordinator                              1
strategic account manager                     1
clerk                                         1
senior manager                                1
senior audit analyst                          1
development engineer                          1
lead sales associate                          1
surgery assistant                             1
autocad senior electrical designer            1
senior insurance sales rep                    1
director of operations - women's basketb      1
human resources representative ii             1
practice director                             1
sterile processor                             1
qma                                           1
diver                                         1
lamination                                    1
design drafter                                1
strategic planner                             1
senior network systems programmer             1
supervisor (master of record)                 1
sales and service fire protection             1
nursing supervisor                            1
bartender/server                              1
referee                                       1
advanced individual training instructor       1
regional rep                                  1
manager admin services                        1
chief unified network communications brn      1
national strategic account manager            1
regional director of operations               1
stna                                          1
corporate business analyst                    1
finance director                              1
sql report developer                          1
sales department supervisor                   1
sales/service                                 1
regional operations manager                   1
senior partner                                1
claims adjuster                               1
msw social worker                             1
loss recovery specialist                      1
purchasing assistance                         1
self employed                                 1
de/sar underwriter                            1
of counsel                                    1
investment lead                               1
director of academic success center           1
underwriters assistant                        1
retail associat                               1
ct scan technologist                          1
payroll secretary                             1
assessment clerk                              1
msa                                           1
support services assistant                    1
senior fellow engineer                        1
gm clerk/cashier                              1
digital product manager                       1
lunchroom supervisor                          1
manager, fp&a                                 1
teaching fellow                               1
dental hygienist                              1
customer relations specialists                1
state regulatory                              1
nurse technician                              1
shift manager                                 1
empowerment leader                            1
nurse/hbo technician                          1
department chari                              1
logistics spealist                            1
area operator                                 1
administrative lead                           1
senior field services rep                     1
diesel mechanic                               1
program specialist                            1
revit coordinator / cad technician            1
sec/treas                                     1
research engineer                             1
retail sales/support mgr                      1
cnc machinist                                 1
owner agent                                   1
administrative officer                        1
district operations manager                   1
factory worker                                1
transfer driver                               1
art director                                  1
naval officer (future operations)             1
lockbox specialist iii                        1
contractor - work from home                   1
solutions engineer                            1
university police                             1
clinical tech                                 1
siu qc/qa analyst                             1
sales engineering manager                     1
facilities mechanic                           1
customer support rep                          1
machinest                                     1
senior product developer                      1
senior qa analyst                             1
direct support professional                   1
gene regulation product and services man      1
service                                       1
sr pension administrator                      1
phd student                                   1
referral representative                       1
order specialist                              1
bus driver                                    1
machine tender                                1
retail banker                                 1
product owner                                 1
director of partner business                  1
director of music                             1
customer service supervisor                   1
finace                                        1
specimen processor                            1
fuel transport driver                         1
flight coordinator                            1
field supervision director insurance          1
vp of east coast operations                   1
srsystems analyst                             1
sr sales manager                              1
supervisory it specialist                     1
firefighter/paramedic                         1
service analyst manager                       1
mob technician                                1
machinist/engineer                            1
department maneger                            1
client service specialist                     1
dna extraction techologist iii                1
claim services mgr                            1
operations engineer                           1
vp & counsel                                  1
certified registered nurse anesthetist        1
logistic management specialist                1
sr mgr, na maintenance & facility eng         1
eeg technologist                              1
a/c service technician                        1
sr administrative assistant                   1
sas consultant                                1
application support analyst                   1
pressman                                      1
health and safety officer                     1
president / owner                             1
distribution mechanic                         1
sr director, risk management                  1
payroll project analyst                       1
fabrication manager                           1
product support specialist                    1
service operator 2                            1
appliance technician                          1
executive general manager                     1
heart transplant coordinator                  1
private health aid                            1
solution architect senior manager             1
reporting analyst                             1
record management specialist                  1
ap coordinator                                1
arborist                                      1
vet technician                                1
deputy probation officer iii                  1
content manager                               1
filling lead                                  1
nail technician                               1
cut up                                        1
after school day care                         1
famil advocate                                1
commercial  maintenance tech                  1
maternal child health specialist              1
creative services manager                     1
par professional mentor                       1
sr it consultant                              1
assistant to the treasurer                    1
certificated payroll professional             1
general contractor                            1
senior salesforce developer/architect         1
retail sales associate                        1
venue manager                                 1
tsr                                           1
cst certified surgical technician             1
housing specialist                            1
school counselor                              1
executive secretary                           1
 quality control technician                   1
bench tech                                    1
special forces medic                          1
it executive                                  1
office administrator                          1
manager - solutions architect                 1
maitenance                                    1
er physician                                  1
account representative                        1
owner/office manager                          1
lift driver                                   1
senior right of way agent                     1
system engneer                                1
brake line operator                           1
asst customer service manager                 1
plant operator                                1
purchasing assistant                          1
monorail tech                                 1
rehab tech                                    1
home manager                                  1
dependency case manager                       1
city carrier                                  1
director of national accounts                 1
senior business analyst                       1
sheet metal worker/truck driver               1
front desk                                    1
patient care advocate                         1
research coordinator                          1
outside sales representative                  1
special education secretary                   1
production support                            1
grants manager                                1
medical records and medical billing           1
trimer and detail                             1
medical assistance administrator              1
personal care assistant                       1
corprecruiter                                 1
   maintenance                                1
project control specialist                    1
sales leader                                  1
front office                                  1
csa iii                                       1
immigration officer                           1
sales engineer specialist                     1
psychometrician                               1
director of property assets and finance       1
machinists                                    1
vacation replacement                          1
nursing supervisor                            1
senior internal auditor                       1
strategy consultant                           1
degreed nutritionist                          1
collision technician                          1
pbx operator                                  1
store worker                                  1
value stream leader                           1
office mgr                                    1
packer handler                                1
sound and comm installer                      1
ma                                            1
sr business control specialist                1
resident physician                            1
enterprise support manager                    1
licensed lending officer                      1
auto advisor supervisor                       1
vp, technology                                1
reporter                                      1
branch operations                             1
application consultant                        1
debt collector                                1
western regional manager                      1
bilingual case manager                        1
design sales                                  1
administrative secretary                      1
auto body estimator                           1
claims clerk                                  1
staffing coordinator                          1
modeler                                       1
it technical lead                             1
automotive equipment mechanic                 1
assist manager                                1
senior transportation surveyor                1
engineering specialist                        1
erse 4                                        1
analyst general                               1
floor manager                                 1
compliance consultant                         1
medical record qa                             1
lead medical secretary                        1
senior developer                              1
customer service specialist                   1
dental assistance/administration              1
maintenance supervisor                        1
pse                                           1
front office                                  1
access service librarian                      1
financial reporting manager                   1
deputy director                               1
tech 3                                        1
mio specialist                                1
senior billing specialist                     1
supply management specialist                  1
tso                                           1
bakery                                        1
reservations agent                            1
driver / warehouse                            1
conference coordinator                        1
lead line service tech                        1
vision center sales                           1
it analyst ii                                 1
owner/agent                                   1
service delivery manager                      1
private investigator                          1
sales and leasing agent                       1
full time rn                                  1
supplier diversity                            1
office managetr                               1
parts dept / buyer                            1
enterprise storage engineer                   1
executive assistant/ accts coord              1
director of purchasing                        1
yard master                                   1
mental health tech/ staff development         1
checker                                       1
family and community advocate                 1
quality inspection                            1
owner/builder                                 1
bc111                                         1
horticulture inspector                        1
purchasing supervisor                         1
assistant financial controller                1
baggage handler                               1
content review specialist                     1
human resources                               1
software product manager                      1
sgt                                           1
facilities technician                         1
chief petty officer                           1
administrative specialist                     1
renal social worker                           1
security bike officer                         1
supply chain specialist                       1
pct                                           1
 lead hydraulic mechanic                      1
music director                                1
radiology department                          1
law enforcement officer                       1
lift truck operator                           1
senior cad drafter                            1
battery commander                             1
assistant service manager                     1
primary nurse case admin                      1
vice president, regulatory affairs            1
general clerk                                 1
senior purchasing agent                       1
settlement officer                            1
relationship specialist                       1
licensed nurse                                1
project control                               1
analyst                                       1
svp client management                         1
h&s inspector                                 1
head baseball coach                           1
hha                                           1
cyber warfare                                 1
poker dealer                                  1
route sales rep                               1
6th grade teacher                             1
management services director                  1
cocktail                                      1
machine adjuster                              1
felony collections officer                    1
executive assistant/bookkeeper                1
patient transport                             1
manager ge                                    1
rental consultant                             1
live hanger                                   1
project engineer                              1
assistant district attorney                   1
wareworker                                    1
workers compensation                          1
home provider                                 1
technology team leader                        1
project associate                             1
patient safety companion                      1
community development officer                 1
first level officer                           1
management analyst                            1
wrapper                                       1
disclosure specialists                        1
hr analyst                                    1
loan analyst                                  1
senior research project manager               1
senior dba                                    1
pr representative                             1
manager ii                                    1
hr data tech                                  1
department mananger                           1
supervisory auditor                           1
research specialist                           1
direct support                                1
inventory specialist, purchasing              1
legal advisor                                 1
sr program manager                            1
rehabilitation counselor                      1
beauty stylist                                1
transportation/ cdl driver                    1
financial clerk                               1
safety monitor                                1
roofer                                        1
program support clerk                         1
community development manger                  1
hr                                            1
vicepresident                                 1
survey designer                               1
registered professional land surveyor         1
sheriff deputy                                1
parts specialist                              1
health technician                             1
solutions manager                             1
welder/fabricator                             1
stylist/owner                                 1
shipping & receiving                          1
managment                                     1
fixed assets manager                          1
hub employee                                  1
technical solutions architecture manager      1
dentist                                       1
service representative                        1
delivery merchandiser                         1
dietary aide                                  1
engineer departnent                           1
fbc                                           1
shipping clerk                                1
claims investigator                           1
executive customer service                    1
engineering supervisor                        1
lead software architect                       1
ir technologist                               1
engineer tech                                 1
sales manger                                  1
claims examiner ii                            1
patternmaker / designer                       1
senior chemist                                1
civil engineering tech                        1
district technology support analyst           1
sr rest engineer                              1
patient care coordinator                      1
personal asst                                 1
humans resources                              1
insurance verification coordinator            1
family skill specialist                       1
programs manager                              1
associate                                     1
satellite network engineer                    1
prep cook                                     1
transportation specialist                     1
sr programmer                                 1
meat wrapper                                  1
regional account manager                      1
accounts receivable coordinator               1
srv analysts                                  1
night operations manager                      1
reciever                                      1
senior cohort sales advisor                   1
quantitative modeller                         1
store associate                               1
iss rep                                       1
lineman                                       1
tank relocation specialist                    1
locomotive engineer                           1
hr director                                   1
administrative assistant-requisitions         1
supervisory passport specialist               1
vp global business development                1
chief solutions officer                       1
chefs                                         1
farmer                                        1
lpn                                           1
enterprise product manager                    1
account supervisor                            1
full charge book keeper                       1
service specialist                            1
veterans service representative               1
vp aquisitions                                1
software development engineer in test         1
set designer                                  1
senior teller                                 1
service expert                                1
user access manager                           1
technology coordinator                        1
extruder                                      1
auto damage appraiser                         1
sr, examiner                                  1
account supporr                               1
medical billing                               1
deli steward                                  1
rx lab tecg                                   1
ptl                                           1
copywriter                                    1
depart head                                   1
sr culinary manager                           1
asmt                                          1
document control specialist                   1
painter                                       1
patient financial services                    1
master inspecter                              1
merchandise and lnventory leader              1
computer repair consultant                    1
director of financial services                1
feeder                                        1
clinical coordinator                          1
head of shopper engagement                    1
assistant to internet director                1
vice president, sales and marketing           1
crew chief                                    1
asst to the director of theatre               1
composite tehnician                           1
senior accounts payable clerk                 1
master driver                                 1
rca                                           1
cabinet maker/installer                       1
benefits representative                       1
superintendent -customer operations           1
sr engineer                                   1
petroleum operator                            1
driver/crane opeator                          1
qa auditor                                    1
supervisor of technical trades                1
construction manager                          1
import booking and pricing rep                1
education specialist                          1
account administrator                         1
qc lead                                       1
planning supervisor                           1
senior engagement lead                        1
bank teller                                   1
field service engineer                        1
automotive service lane manager               1
military officer captain                      1
home equity specialist                        1
accounting supervisor                         1
video management                              1
claims adjudicator                            1
interpreter/translator/school enrolment       1
medical billing account rep                   1
escrow manager                                1
senior technically writer                     1
security supervisor                           1
parts                                         1
4th person                                    1
respiratory therapist & sleep lab tech        1
onsite medical                                1
operational risk manager                      1
maintenance adm assistant                     1
program analyst                               1
surveyor/cadd tech                            1
associated                                    1
inventory control specialist                  1
sr direct supoort professional                1
hospitalist                                   1
armed protection officer                      1
supplies clerk                                1
loan consultant                               1
bank coordinator                              1
senior recruiter                              1
reader advisor                                1
director of support services                  1
police recruit                                1
hes advisor                                   1
sr admin assistant                            1
hvac technician                               1
nurse assistant                               1
gourmet food server                           1
deputy assessor                               1
head of product design                        1
business analysis/csu manager                 1
assistant registrar-graduation                1
hydrologist                                   1
regional manager                              1
telecommunications tech                       1
services coordinator                          1
renewal specialist                            1
associate medical director                    1
junior graphic designer                       1
ceo president                                 1
group creative director                       1
forming operator                              1
large format printing lead                    1
technical sales rep                           1
pretreatment technician                       1
manager - projects                            1
autocad                                       1
formulation scientist                         1
dockworker                                    1
consulting database specialist                1
house officer                                 1
vp hr                                         1
shade assembler                               1
certified peer specialist                     1
medical asst                                  1
pmo manager                                   1
manger/barber                                 1
electronic engineer                           1
interior concept designer                     1
lead driver                                   1
residential coordinator                       1
kitchen designer                              1
officer of corporation                        1
contract specialist                           1
realtor / assistant                           1
documentation supervisor                      1
research technician                           1
mechanic/owner                                1
commercial insurance broker                   1
field operations supervisor                   1
hvac mechanic                                 1
engineer assistant                            1
journeyman union plumber                      1
customs specialist                            1
assistant controller                          1
office manager/ bookkeeper                    1
physician extender                            1
yard specialist                               1
dean of humanities and the arts               1
crisis counselor                              1
senior mechanical assembler                   1
microbiology labratory security               1
telecommunications analyst                    1
medical secretary                             1
financial service specialist                  1
cook / server                                 1
setup operator                                1
research programmer / analyst                 1
rapid prototyping manager                     1
warehouse general                             1
pharmacy tech                                 1
aviation inspector                            1
healthcare coordinator                        1
unexploded ordnance technician 2              1
order fulfillment coordinator                 1
supervisor medical assisant                   1
systems technician                            1
gm manager                                    1
retired                                       1
master certified spanish interpreter          1
president of media division                   1
invoice                                       1
professor of english                          1
caretaker                                     1
commercial loader                             1
process sample lab tech                       1
finance manager/ hr manager                   1
insurance consultant agent                    1
tech support                                  1
sr training specialist                        1
regional vice president                       1
licensed mental health counselor              1
technical support representative              1
deputy manager                                1
merchandise processor                         1
cable technician                              1
optics r&d lab manager                        1
certified nursing assistant                   1
tool builder                                  1
avp, business development                     1
ramp service employee                         1
field service/customer service tech           1
forms and records analyst                     1
research & development                        1
staff rn 2                                    1
relationship manager                          1
jrotc instructor                              1
messenger                                     1
runner                                        1
legal assistant/paralegal                     1
assistant service department manager          1
mixer operator                                1
branch sales officer                          1
fleet manager/route check in supervisor       1
lab technician                                1
purchasing agent                              1
lead application soa architect                1
aircraft mechanic                             1
jeweler                                       1
lead operator                                 1
order manager                                 1
facility administrator                        1
chaplain/bereavement                          1
compliance specialist ii                      1
tax director                                  1
research faculty associate                    1
executive assistant to the director           1
vice president sales                          1
forlkift opperator                            1
edi specialist                                1
solo practitioner                             1
command master chief                          1
investment & planning analyst                 1
community bank president                      1
hot end fiberizer                             1
mortgage loan administrator                   1
ophthalmic technician                         1
driver/operator                               1
staffing manager                              1
work houseman                                 1
transportation services                       1
pipe fitter                                   1
program analyst iii                           1
ramen chef                                    1
cfm specialist                                1
equal employment officer                      1
senior systems analyst                        1
data scientist/ developer                     1
bookkeeping/audit                             1
er receptionist                               1
clinical nurse supervisor                     1
radiation therapist                           1
asm - managee                                 1
route safety and compliance manager           1
purchasing agent i                            1
bdc rep                                       1
pr director                                   1
sr appraiser                                  1
bestro                                        1
plan sponsor service consultant               1
k9 sgt                                        1
support                                       1
premise technician                            1
inventory analyst                             1
sr it business analyst                        1
senior executive chef                         1
vp tech support andtraining                   1
vp & chief compliance officer                 1
fiscal assistant                              1
patient account coordinator                   1
ramp agent                                    1
client advisor                                1
registration coordinator                      1
new property coordinator                      1
validation engineering advisor                1
apps dev consultant                           1
metal fabricator                              1
network security engineer                     1
supervisor call center                        1
colonel                                       1
security guard                                1
commercial loan underwriter                   1
package driver                                1
claims supervisor                             1
sales professional                            1
office manager`                               1
cto                                           1
assistant director                            1
logistics nco                                 1
vocational counselor                          1
system engineer                               1
teaching assistant iii                        1
medical deliver driver                        1
load builder                                  1
managment systems support                     1
asset protection specialist                   1
housekeeping supervisor                       1
attorney - member                             1
sr manager operations support                 1
production coordinator                        1
registered nurse,charge                       1
data architect                                1
caregiver coordinator                         1
electrical engineer technician ii             1
specimen processor                            1
propane clerk                                 1
warehouseman                                  1
agency owner-president                        1
educator                                      1
stock guy                                     1
radiology technologisty                       1
user experience researcher                    1
crew bus driver                               1
financial services officer                    1
billing rep                                   1
vice president of operations                  1
senior technical support engineer             1
airman                                        1
parts                                         1
mammography supervisor                        1
problem manager                               1
tfs tech                                      1
aasp                                          1
senior auditor                                1
divisional secretary (coo)                    1
owner/partner                                 1
 admin                                        1
chief cyber operations                        1
mechanical sustaining engineer                1
case managet loan                             1
graduate assistant                            1
full stack developer                          1
dispatcher                                    1
help desk analyst                             1
marketing support specialist                  1
vocational rehabilitation counselor           1
assistant librarian                           1
field biologist                               1
selling specialist                            1
manager, data surveys                         1
rn clinical educator                          1
sports manager, ad sales marketing            1
executive assistant/office manager            1
director international relations              1
commercial analyst                            1
alarm technician                              1
caregiver & geiger                            1
c&c operator                                  1
credit support specialist                     1
custodial                                     1
corporate ehs officer                         1
payroll administration                        1
electronic tech iv                            1
hairstylist                                   1
senior banker                                 1
licensed staff agent                          1
pharmaceutical sales rep                      1
campus safety officer                         1
law enforcement/traffic control               1
client service manager                        1
superviser                                    1
mechanical designer                           1
reservation sales representative              1
right of way agent                            1
department manager                            1
chief nursing officer                         1
clinical care manager                         1
financial officer                             1
anesthesia tech                               1
maintenance superintendent                    1
service drive manager                         1
teacher /specialist                           1
general maintenance                           1
regional hr manager                           1
sales account manager                         1
motor vehicle operator                        1
medical support assistant                     1
editorial director                            1
sr operations manager                         1
regional asset manager                        1
correctional probation sr officer             1
assistant office manager                      1
production and warehouse                      1
call center manager                           1
used car director                             1
business process compliance                   1
owner principle broker                        1
quota analyst                                 1
asst project coordinator                      1
dog groomer                                   1
vice president emergency services             1
youthdevelopment                              1
bartender/manager                             1
real estate                                   1
community outreach & development manager      1
sales/it consulting                           1
supervisory msa                               1
sr account executive                          1
interior designer                             1
asst mngr                                     1
mortgage lending administrator                1
manufacturing                                 1
dental asst                                   1
continuous improvement                        1
custidian                                     1
network architect                             1
cigarette selector 2                          1
cpc medical coder                             1
overnight flight coordinator                  1
nutrition nurse navigator                     1
fork lift mechanic                            1
ltl truck driver                              1
supply chain supervisor                       1
presidnet                                     1
senior writer                                 1
plant lead                                    1
camera repair technician                      1
rural delivery                                1
director of global compliance                 1
director of property operations               1
vp interior design                            1
facilities officer                            1
bookkeeper and human resources                1
sales chat banker                             1
desk clerk                                    1
psychiatrist                                  1
package car driver                            1
finance & insurance manager                   1
operater                                      1
practitioner                                  1
printing services operator                    1
enviromental services                         1
cdt                                           1
programming manager                           1
product expert                                1
sales recruiter                               1
personal shopper                              1
senior design engineer                        1
human resources supervisor                    1
compliance specialist                         1
receiving unloader                            1
clinical care coordinator/lpn                 1
cnc operator                                  1
hvac service technician                       1
paint dept lead                               1
director, special events                      1
senior brand manager                          1
senior publicist                              1
project manager/project engineer              1
master mechanic                               1
assistant ad communications                   1
associate director                            1
manager system integration                    1
sales supervision manager                     1
draftsman                                     1
clerk specialist                              1
sales/food clerk                              1
daycare teacher                               1
assistant plant manager                       1
business development                          1
director of learning & performance            1
route truck driver                            1
associate brand manager                       1
workout officer                               1
loss prevention                               1
technologist                                  1
network admin                                 1
senior content strategist                     1
broker associate                              1
sterilization tech                            1
director of clinic operations                 1
personal training director                    1
director, field operations                    1
second shift supervisor operations            1
virtual solutions support specialist          1
sales support                                 1
pet stylist                                   1
general services supervisor                   1
over the road driver                          1
grant specialist                              1
web design                                    1
police detecitve                              1
qa engineer                                   1
equipment manager                             1
testing technician                            1
bin checker                                   1
retail associate                              1
warehouse/ office worker                      1
counter parts rep                             1
brigade s1                                    1
tenant interviewer                            1
attorney/shareholder                          1
chemical tech                                 1
structural drafter                            1
psr 2                                         1
safety technician                             1
regulatory analyst                            1
securitas officer                             1
logistic specialist chief petty officer       1
instructional designer                        1
lead representative                           1
smts software engineer                        1
move order specialist                         1
cfssii                                        1
vp operations and technical services          1
executive vp and general counsel              1
receptionist / client services                1
admin/reception                               1
ducts installer                               1
family nurse practitioner                     1
director, product management & engineeri      1
social media assistant                        1
social services coordinator                   1
director of public works                      1
associate broker                              1
juvenile program manager                      1
finance associate                             1
workforce analyst                             1
behavioral health coordinator                 1
regional underwriting manager                 1
vp fp&a                                       1
vp institutional sales                        1
network engineer 3                            1
medical record                                1
asset management accountant                   1
lfs/lpa2 vendor support                       1
freight engineer                              1
receiver                                      1
manager of people operations                  1
owner/broker                                  1
code instructor                               1
tax auditor                                   1
budget officer                                1
communication specialist                      1
warehouse office clerk                        1
sr commercial account manager                 1
home care provider                            1
business agent                                1
direct care aide                              1
journeyman electrician                        1
mercedes benz consultant                      1
director, support                             1
hr administrator                              1
area sales manager se                         1
swing driver                                  1
2nd shift supervisor                          1
website developer                             1
hvac service tech                             1
partner, coordinator of development           1
impulse specialist                            1
technical support program analyst             1
sr it system eng                              1
corrections police officer                    1
technical artist                              1
director of finance and administration        1
director of marketing and communications      1
alternative marketing                         1
sr programmer analyst                         1
vice president of healthcare alliances        1
cmm programmer                                1
ff/dairy specialist                           1
electrican                                    1
manufacturing quality manager                 1
first sergeant                                1
portfolio revenue manager                     1
waiter/server                                 1
recruiting sfc                                1
field support consultant                      1
director strategic accounts                   1
nursing director                              1
sr enterprise messaging administrator         1
loan funder                                   1
data programmer lead                          1
cytotechnologist                              1
clinical lab scientist                        1
carrier                                       1
aaiii                                         1
airman                                        1
executive director, oaug                      1
sterile technician                            1
human resources assistant                     1
tint technician                               1
business advisor                              1
medical sales rep                             1
school van driver                             1
payroll                                       1
rehab referral and intake specialist          1
order processing manager                      1
 machine operator                             1
parts & service director                      1
deputy director                               1
owner / broker                                1
attendant                                     1
communications director                       1
assitant director of operations               1
construction                                  1
pricing and reporting analyst                 1
technician iii                                1
fiber technician                              1
radiology technologist                        1
operations manager ii                         1
master therapist                              1
lifeguard                                     1
assoc head coach                              1
customer retention representative             1
chemical blender                              1
licensed profession counselor                 1
sole member                                   1
firefighter/emt                               1
assistant manager - onboarding                1
travel advisor                                1
director of development                       1
solution engineer                             1
inside sales supervisor                       1
lab supervisor(mt)                            1
orderfiller                                   1
professor/staff                               1
owners                                        1
assistant state attorney                      1
teacher and retired administrator             1
pharmacy buyer                                1
experienced associate                         1
estimating manager                            1
maintenance worker ii                         1
international operations manager              1
claims analyst                                1
director of  parent and school community      1
community health/public health rn             1
loan officer                                  1
production associate                          1
sr scientist                                  1
content analyst                               1
consulting business consultant                1
maintenance hvac tech                         1
selector                                      1
compliance assurance manager                  1
registered urse                               1
sr cake decorator                             1
lcdr                                          1
sonographer                                   1
senior trainer                                1
senior teller                                 1
accounting associates                         1
eeo lead officer                              1
grant manager                                 1
supervisor/ shovel operator                   1
loan officer/asst vice president              1
senior maintenance                            1
criminal history                              1
assistant director of events                  1
lead sale agent                               1
process technician sr sppec                   1
business management associate                 1
skilled trade                                 1
provider relations consultant                 1
banquet bartender                             1
technical lead                                1
vp - project manager                          1
loan assistant                                1
director of food & nutrition                  1
crr                                           1
sr computer repair                            1
road mechanic                                 1
child protective specialist                   1
qa                                            1
mall security supervisor                      1
doctor of chiropractic                        1
owner/stylist                                 1
i&c specialist                                1
bell captain                                  1
hris analyst                                  1
dir of admin & bldg services                  1
sys administrator advisor                     1
admin/manager                                 1
grain clerk                                   1
branch administrator                          1
team leader                                   1
cheese maker                                  1
beverage manager                              1
golf course supt                              1
research technician                           1
manager, branch services                      1
clinical laboratory scientist                 1
custodian                                     1
social service director                       1
environmental systems supervisor              1
senior supervisor                             1
owner/sales rep                               1
account associate                             1
caterer                                       1
assistant propmaster                          1
public health nurse senior                    1
hcc coder                                     1
director of facilities and logistics          1
sr housing counselor                          1
senior army instructor                        1
church administrator                          1
service consultant                            1
logistics management specialist               1
financial management                          1
partner development manager                   1
statistician                                  1
income manteinance caseworker                 1
field representative                          1
parts tech                                    1
associate pastor                              1
rdaef                                         1
project consultant                            1
asst to ceo                                   1
professional support employee                 1
drilling fluids engineer                      1
vp, digital operations                        1
title specialist                              1
cardiothoracic surgery physician assist       1
surgical assistant                            1
freight team member                           1
clinical assistant                            1
staff coordinator                             1
molder 3                                      1
sr business system analyst                    1
emergency management specialist               1
nut ricin technician                          1
case manager/social worker                    1
lead frontend engineer                        1
food service supervisor                       1
police lieutenant                             1
director for engineering                      1
nail                                          1
assistant controller                          1
computer tech                                 1
property assessor                             1
country benefits manager                      1
worship pastor                                1
notary                                        1
sales operation                               1
training nco                                  1
vp of finance and administration              1
sport science                                 1
insurance producer                            1
service analyst                               1
maanger                                       1
cna                                           1
flight dispatcher                             1
director special events                       1
psychology associate senior                   1
seamstress                                    1
quality assurance lead                        1
patient care technician                       1
audit                                         1
drain tech                                    1
parole                                        1
material coordinator                          1
freight broker                                1
director marketing                            1
member                                        1
heavy equipment operated                      1
procurement account manager                   1
org driver                                    1
operations management                         1
auto body mechanic                            1
package handler                               1
pst                                           1
lawn care owner                               1
repair man                                    1
staff assistant to the dean                   1
director of supply chain operations           1
program development director                  1
distribution associate                        1
tree spraying & pruning                       1
hvac tech                                     1
hr consultant/staffing specialist             1
order speacailist                             1
implemetation specialist                      1
trucker                                       1
senior wind technician                        1
vinyl repair                                  1
personal banker                               1
paraeducator                                  1
front office manager                          1
power production manager                      1
pediatrician                                  1
billing lead                                  1
executive pastor                              1
digital marketing manager                     1
claim specialist                              1
teacher aid                                   1
project managet                               1
senior accountant                             1
product man                                   1
senior visual merchandising manager           1
technision                                    1
key holder                                    1
venturcap investment group                    1
lead its specialist                           1
road maintenance                              1
regulatory/safety & pharmaco vigilance a      1
executive adminstrative                       1
purchasing director                           1
stocker                                       1
e5                                            1
regional staff nurse                          1
director of student finance                   1
traffic systems specialist/electrician        1
outside sales                                 1
realtor, abr, cbr                             1
fabricator                                    1
rvp                                           1
vault cashier                                 1
drywall taper                                 1
language instructor                           1
senior technical analyst                      1
cleaning business                             1
senior lean analysts                          1
patient care coordinator                      1
sr instructional designer                     1
sr director it&s                              1
senior accountant, cca                        1
correctional lieutenant                       1
police detective                              1
human resources specialist                    1
refrigeration mechanic                        1
cyber security analyst ii                     1
claims                                        1
field engineer                                1
veteran services representative               1
uc                                            1
rsr driver dc                                 1
chief engineer                                1
vice president client manager                 1
lead processor                                1
rigger                                        1
paint repair assembly 2                       1
workflow consultant                           1
owner/advertiser                              1
dental hygienst                               1
order selecter                                1
web/graphic designer                          1
government operations consultant              1
wood work and painting                        1
inside sales / customer service               1
integrations isd team lead                    1
project accountant 2                          1
director/paramedic                            1
fire sprinkler technician                     1
product development engineer- ford            1
guest service agent                           1
account exec                                  1
business development officer                  1
hr consultant                                 1
machine oper                                  1
production control manager                    1
adminstrative assisant                        1
executive manger                              1
information security officer                  1
director, client engagement                   1
911 dispatcher                                1
assistant chief of health and safety          1
ics- data- manager                            1
physician assistant                           1
electrical spare coordinator                  1
research assistant                            1
package handler                               1
lead maintenance tech                         1
business analyst/salesforce admin             1
deli/bakery manager                           1
general counsel                               1
construction plumber                          1
fuels systems journeyman                      1
store mgr                                     1
support specialist                            1
department supervisor                         1
strategic medical planner                     1
school health nurse                           1
proyect manager                               1
claims dept                                   1
pipeliner                                     1
i & c technician                              1
sales manager/bus development officer         1
patient financial counselor                   1
stability coordinator                         1
income developement specialist                1
patrol sergeant                               1
mortgage processor                            1
support broker                                1
head age group coach                          1
senior designer                               1
senior it auditor                             1
mk attendant                                  1
credit review manager                         1
practice leader                               1
prepress supervisor                           1
group leader hi-lo operator                   1
business analyst v                            1
director of laser sales                       1
senior implementation analyst                 1
nuclear planner                               1
repair agent                                  1
flight supervisor                             1
assembly mechanic                             1
database manager                              1
salesman                                      1
dietery                                       1
operation's manager                           1
landscaper                                    1
criminal finanacial obligaions senor          1
maintenance tech 6                            1
manager of global sales                       1
surveyor                                      1
qulity specialists                            1
sprinkler fitter                              1
 freight worker                               1
wine steward                                  1
rn                                            1
digital ad ops manager                        1
assistant teacher                             1
medical billing                               1
parts dept                                    1
hardware analyst 2                            1
tire technician                               1
lead technologist                             1
building maintenance                          1
senior chemist ii                             1
law enforcement records tech                  1
set up technician                             1
estimating coordinator                        1
tile tech                                     1
education and design analyst                  1
warehouse supervisior                         1
director of surgical av                       1
facility maintenance                          1
human resource sergeant                       1
showroom manager                              1
customer management                           1
principal user experience engineer            1
millwright                                    1
maint mannager                                1
case manager                                  1
federal work-study                            1
project manager/ developer                    1
digital content specialist                    1
technical support manager                     1
tech suppo                                    1
loan originator                               1
technology coordinator                        1
assistant teacher                             1
security tech                                 1
assistant managee                             1
automation engineer                           1
system manager, quality- rn                   1
loan administrator                            1
cooler service technician                     1
unit clerk                                    1
project lead in it                            1
communication agent                           1
construction inspector ii                     1
executive assistant to the dean               1
senior regional property manager              1
developmental specialist                      1
maintenance mechanic/control specialist       1
territorial sales rep                         1
principal customer care analyst               1
concierge specialist                          1
it system administrator                       1
mamager                                       1
landfill attendant                            1
farm manager                                  1
pre verification specialist                   1
certified nurse assistant                     1
fork lift driver                              1
receptionist, intake,driver                   1
director, enterprise solutions                1
machinen operarto cnc                         1
licensed optician                             1
sr shelf edge analyst                         1
itd                                           1
electronics technician                        1
assistant store  manager                      1
cantor                                        1
software tech                                 1
butcher                                       1
civil engineer 2                              1
wheel tech                                    1
network operations center analyst             1
ramp lead                                     1
staffing consultant                           1
associate project manager                     1
assistant head                                1
writer producer scripps interactive           1
principal secretary                           1
painter/blaster                               1
oven operator                                 1
teachrr                                       1
yard driver                                   1
city councilor                                1
quality review specialist                     1
glazier                                       1
executive admin                               1
training specialist                           1
e-9                                           1
medical dosimetrist                           1
instructor asst                               1
a&p technician                                1
proofreader                                   1
detention transportion officer                1
senior closer                                 1
centrel supply manager                        1
evs lead                                      1
project support manager                       1
biller and collector                          1
freelance electrician                         1
carpenter foreman                             1
medical coding auditor                        1
atm technician                                1
vp of automotive operations                   1
juvenile probation officer                    1
system analyst                                1
fund operations analyst                       1
early collector                               1
mgmt                                          1
cna/hha                                       1
contract specialist ii                        1
senior communications specialist              1
insurance broker                              1
sandblaster                                   1
claims imaging technician                     1
architectural detailer                        1
stylest                                       1
program director                              1
cyber specialist                              1
head teller                                   1
planning asso                                 1
client service rep ii                         1
general maintenance iii                       1
underwriter/agent                             1
front desk receptionist guard                 1
automotive mechanic                           1
lead respiratory therapist                    1
service department manager                    1
licensing specialist                          1
client services mgr                           1
ceo/vp of opns                                1
asistence eng                                 1
practice specialist                           1
sr planning & analysis anst                   1
training manager                              1
plant protection technician                   1
tooling designer                              1
buyer i                                       1
time and travel coordinator                   1
sr financial analyst                          1
storeroom attendant                           1
night shift associate                         1
sr network administrator                      1
vp security specialist                        1
program chair                                 1
family nurse practitioner                     1
law enforcement                               1
barach manager                                1
health care                                   1
sales/front-line underwriting                 1
senior juvenile institutions officer          1
partner attorney                              1
lead parts technician                         1
assistant complex manager                     1
financial aid counselor                       1
parts technician                              1
managet                                       1
psychiatric social clerk i                    1
sanitation specialist                         1
category gaming manager                       1
expo, cashier, shift lead                     1
supply technician                             1
systems administrator                         1
hvac tech                                     1
driver/                                       1
banquets setup supervisor                     1
general partner                               1
district level administor                     1
supervisor spd                                1
registered nurse supervisor                   1
admission's co-ordinator                      1
director of training                          1
firefighter emt                               1
appliance specialist                          1
cmo                                           1
configuration analyst                         1
system director                               1
rc                                            1
21 dealer                                     1
custom protection officer                     1
lvnurse                                       1
project architect                             1
executive vp                                  1
hr mgr                                        1
senior legistics                              1
fragrance specialist                          1
eligibility specialist                        1
a,b operater                                  1
key accounts manager                          1
senior customer care associate                1
attraction attendant                          1
computer operator specialist                  1
welding foreman                               1
medication aide                               1
veterans technician                           1
asst terminal manager                         1
administrative assistant ii                   1
eligibility                                   1
test engineer                                 1
cems technician                               1
dir of tech services                          1
adjunct instructor                            1
hr manager                                    1
esthetician                                   1
nnp                                           1
supervisor security specialist                1
project design engineer                       1
banquet supervisor                            1
license practical nurse                       1
animal groomer                                1
transmission supervisor                       1
telecommunications technician                 1
retail associate manager                      1
shipping coordinator                          1
technical support engineer                    1
utilization manager reviewer                  1
director of bi and analytics                  1
financial center manager                      1
customer account analyst                      1
automation engineering manager                1
maintenance/parts                             1
senior staff analysy                          1
engineering manager                           1
director of human resources                   1
boilers operator                              1
construction laborer                          1
payroll tech                                  1
commercial driver                             1
facility maintanace                           1
mro supervisor                                1
director of nursing                           1
financial aide accounts technician            1
regional it security manager                  1
training developer                            1
radio operator                                1
sr admin specialist                           1
supeintendent                                 1
st fraud specialist                           1
funding manager                               1
corporate bookkeeper                          1
forklift operator                             1
motorman                                      1
account receivables                           1
repairman                                     1
service technicia                             1
professor/faculty media adviser               1
compliance / ops support                      1
eligibility supervisor                        1
store training manager                        1
director of transportation                    1
supervisor/installer                          1
cardiac perfusionist                          1
motor vehicle representative                  1
account rep                                   1
supervisor tempering                          1
sr client service associate                   1
global sales director                         1
special projects administrator                1
fumigation tech                               1
membership associate                          1
district judge                                1
principal analyst                             1
meat and poultry inspector                    1
parts inspector                               1
lot tech/porter                               1
flight nurse                                  1
 combo psc/hub                                1
stamping quality control                      1
project coordinator contractor                1
team lead                                     1
health plan data analytics                    1
office services                               1
nuclear medicine tech                         1
middle school science teacher                 1
lead tech                                     1
foundation executive                          1
machanic                                      1
attorney/partner                              1
surgery scheduler                             1
legal assistant & payroll                     1
veterans counselor                            1
prep & flow team leader                       1
cell director/operator_3                      1
social worker sercoordinator                  1
tenant services director                      1
justice of the peace judge                    1
ui ux designer                                1
orthodontist, owner                           1
receptionist/clerk                            1
team  leader                                  1
vp client services                            1
nuclear medicine tech                         1
retail store manager                          1
technical support specialist                  1
scientist                                     1
operations manager - core                     1
mechanic shop foreman                         1
office manager/legal assistant                1
patent attorney                               1
senior vp contact center operations na        1
concrete placement                            1
c&su program administrator                    1
director of technology                        1
system admin                                  1
evidence technician                           1
senior detention officer                      1
sr crew member                                1
finance assistant                             1
director of accounting                        1
master trainer                                1
maintenance technician                        1
director of global sourcing                   1
processing supervisor                         1
lead wingman                                  1
cna/hha hospice                               1
assistant general counsel                     1
senior film processor                         1
valet                                         1
fraud rep                                     1
beer lead                                     1
business office coordinator                   1
program anaylst                               1
customer relations                            1
assembler 2                                   1
dds                                           1
bindery machine operator                      1
irrigation tech                               1
packaging                                     1
sfc                                           1
5th year apprentice                           1
head of business development                  1
sales/photographer                            1
field support revenue accountant              1
sr software developer                         1
teacher and district librarian                1
pse mail processing clerk                     1
lab tester                                    1
fa                                            1
princioal                                     1
correctional counselo iii                     1
cardiovascular technologist                   1
managed repair representative                 1
communication design                          1
cook-bloomfield, meat associate walmart       1
documentation specialist                      1
technicician 2                                1
director of business & economic develop       1
customer service associate                    1
complex ops associate                         1
asmbler                                       1
software engineer ii                          1
care advocate                                 1
certified registered nurse anesthestist       1
sales department                              1
tool supervisor                               1
community relations                           1
bar manager                                   1
retention                                     1
senior advisor architecture                   1
personal asst                                 1
surgical assistant                            1
national director military division           1
private equity analyst                        1
helper                                        1
videographer                                  1
sr info security analyst                      1
senior legal counsel                          1
pe teaching fellow                            1
sr clinical applications analyst              1
junior accountant                             1
transplant coordinator                        1
ceo & president                               1
cvs analyst                                   1
accounts receivable                           1
chief scientist                               1
patient representative                        1
sales operations                              1
building technican                            1
lab tech trainer                              1
tea2                                          1
msgt                                          1
medical technologistt                         1
sr millwright                                 1
tmf specialist                                1
general surgery resident                      1
call center supervisor                        1
turban operator                               1
rural mail carrier                            1
human services specialist iii                 1
asst branch manager                           1
sales ins agent                               1
legal collector                               1
supervisor transportation security offic      1
online developer                              1
production planner                            1
owner services manager                        1
tractor trailer driver                        1
local support provider iii                    1
technical rep                                 1
water system foreman                          1
perishables assistant                         1
underwriting service specialist               1
press brake operator                          1
business development                          1
it lead                                       1
phelbotomist                                  1
gas service tech                              1
commercial lender                             1
sr claims adjustor                            1
inventory control mgr                         1
ld teacher computer science                   1
wic manager                                   1
mechanical maintenance                        1
payroll manager/ar                            1
lead tradesman                                1
simpsonville campus admin                     1
director-owner                                1
special education paraprofessional            1
hvac installer                                1
scheduling manager                            1
director of quality                           1
national registrar                            1
sr business specialist                        1
loan originator assistant                     1
store management                              1
nurse case manager                            1
postdoctoral fellow                           1
vp, operations                                1
clinical advisor behavirol health             1
hydrogeologist                                1
tow boat pilot                                1
school secretary                              1
lead graphic designer                         1
account services representative               1
billing coordinator                           1
recruiting coordinator & sourcer              1
senior social worker                          1
registered nurse / emergency dept             1
director of housekeeping                      1
pt specialist                                 1
military police                               1
customer service re                           1
gneral manager                                1
patient access                                1
solution architect                            1
dpw supervisor                                1
ed                                            1
rating veterans service representative        1
c n a                                         1
splicer                                       1
assistant business agent                      1
licensed sales professional                   1
rn director                                   1
advanced refining inspector                   1
signing instructional                         1
supply chain                                  1
it helpdesk support                           1
executive receptionint                        1
project administrator                         1
lp nurse                                      1
human resources business partner              1
commercial receivable specialist              1
hospice nurse                                 1
night merch                                   1
equipment mechanic                            1
sonographer                                   1
children's social worker                      1
service writer                                1
correctional sergeant                         1
culity control                                1
service deli                                  1
inflight                                      1
quality assurance tech                        1
gulf coast territorial manager                1
head athletic trainer                         1
program project manager                       1
inventory cordinator                          1
product development chemist                   1
sr pm                                         1
service engineer                              1
director of business dev                      1
sr it manager                                 1
health professions recruiter                  1
rn, clinical coordinator                      1
comfort consultant                            1
owner/consultant                              1
material ro                                   1
senior director                               1
test technician                               1
learning strategist                           1
compliance officer                            1
intelligent analyst                           1
senior computer operator                      1
senior designer                               1
rv tech                                       1
financial manager                             1
environmental service                         1
chief marketing officer                       1
coal miner                                    1
senior linguist                               1
senior field engineer                         1
cash poster                                   1
senior government underwriter                 1
dealer success consultant                     1
treatment advocate                            1
boat captain                                  1
service techician                             1
uber driver                                   1
hr recruitment                                1
discharge planner                             1
recreational therapist                        1
asst bartender / food runner                  1
senior integrator sales                       1
locomotive engineer                           1
managers                                      1
sr director, procurement/attorney             1
academic affairs coordinator                  1
phlebotomy supervisor                         1
corporate tax director                        1
captain-fire department                       1
intervention specialist                       1
coffee roaster                                1
toolmaker                                     1
Name: count, dtype: int64

Proportions:
 emp_title
manager                                     0.024
owner                                       0.022
teacher                                     0.022
driver                                      0.013
sales                                       0.011
registered nurse                            0.010
rn                                          0.009
supervisor                                  0.009
truck driver                                0.007
office manager                              0.007
president                                   0.006
general manager                             0.006
project manager                             0.005
engineer                                    0.005
director                                    0.005
operations manager                          0.005
nurse                                       0.004
software engineer                           0.003
sales manager                               0.003
technician                                  0.003
account manager                             0.003
owner                                       0.003
accountant                                  0.003
analyst                                     0.003
machine operator                            0.003
server                                      0.003
mechanic                                    0.003
ceo                                         0.003
foreman                                     0.003
consultant                                  0.003
supervisor                                  0.003
vice president                              0.003
attorney                                    0.003
police officer                              0.002
manager                                     0.002
store manager                               0.002
director of operations                      0.002
administrative assistant                    0.002
cook                                        0.002
social worker                               0.002
customer service                            0.002
maintenance                                 0.002
professor                                   0.002
branch manager                              0.002
counselor                                   0.002
executive assistant                         0.002
secretary                                   0.002
welder                                      0.002
operator                                    0.002
assistant manager                           0.002
bartender                                   0.002
administrator                               0.002
it manager                                  0.002
electrician                                 0.002
clerk                                       0.002
paralegal                                   0.002
realtor                                     0.002
teacher                                     0.002
program manager                             0.002
registered nurse                            0.002
service manager                             0.002
bus driver                                  0.002
controller                                  0.002
medical assistant                           0.002
loan officer                                0.002
carpenter                                   0.002
executive director                          0.001
principal                                   0.001
cna                                         0.001
cashier                                     0.001
designer                                    0.001
sales consultant                            0.001
lpn                                         0.001
security officer                            0.001
pharmacist                                  0.001
captain                                     0.001
account executive                           0.001
chef                                        0.001
receptionist                                0.001
partner                                     0.001
management                                  0.001
mechanic                                    0.001
delivery driver                             0.001
sales                                       0.001
driver                                      0.001
officer                                     0.001
business analyst                            0.001
correctional officer                        0.001
instructor                                  0.001
physician                                   0.001
maintenance                                 0.001
warehouse                                   0.001
service tech                                0.001
legal assistant                             0.001
laborer                                     0.001
team leader                                 0.001
assistant professor                         0.001
associate                                   0.001
customer service rep                        0.001
superintendent                              0.001
nurse practitioner                          0.001
it specialist                               0.001
administrative assistant                    0.001
district manager                            0.001
bookkeeper                                  0.001
truck driver                                0.001
pilot                                       0.001
finance manager                             0.001
sales representative                        0.001
project manager                             0.001
graphic designer                            0.001
machinist                                   0.001
corrections officer                         0.001
case manager                                0.001
underwriter                                 0.001
stocker                                     0.001
firefighter                                 0.001
customer service                            0.001
financial analyst                           0.001
project engineer                            0.001
deputy sheriff                              0.001
service technician                          0.001
cfo                                         0.001
flight attendant                            0.001
marketing                                   0.001
agent                                       0.001
insurance agent                             0.001
nurse practitioner                          0.001
pharmacy technician                         0.001
senior manager                              0.001
superintendent                              0.001
director of sales                           0.001
therapist                                   0.001
dental hygienist                            0.001
tech                                        0.001
senior accountant                           0.001
plumber                                     0.001
dispatcher                                  0.001
financial advisor                           0.001
letter carrier                              0.001
admin                                       0.001
cleaner                                     0.001
production manager                          0.001
physical therapist                          0.001
recruiter                                   0.001
customer service manager                    0.001
assistant principal                         0.001
property manager                            0.001
pastor                                      0.001
systems administrator                       0.001
sr project manager                          0.001
technician                                  0.001
marketing manager                           0.001
regional manager                            0.001
forman                                      0.001
mechanical engineer                         0.001
banker                                      0.001
sr software engineer                        0.001
software developer                          0.001
systems engineer                            0.001
staff accountant                            0.001
vp                                          0.001
foreman                                     0.001
program analyst                             0.001
executive chef                              0.001
loan processor                              0.001
painter                                     0.001
director                                    0.001
managing director                           0.001
sales associate                             0.001
accounting                                  0.001
teller                                      0.001
physician assistant                         0.001
program director                            0.001
kitchen manager                             0.001
inspector                                   0.001
educator                                    0.001
equipment operator                          0.001
contractor                                  0.001
stylist                                     0.001
housekeeper                                 0.001
maintenance supervisor                      0.001
management                                  0.001
warehouse manager                           0.001
property manager                            0.001
area manager                                0.001
sales rep                                   0.001
operator                                    0.001
regional sales manager                      0.001
plant manager                               0.001
service technician                          0.001
senior engineer                             0.001
estimator                                   0.001
deputy                                      0.001
production                                  0.001
receptionist                                0.001
credit analyst                              0.001
electrician                                 0.001
field supervisor                            0.001
assembly                                    0.001
owner operator                              0.001
carpenter                                   0.001
customer service representative             0.001
office administrator                        0.001
sales manager                               0.001
investigator                                0.001
installer                                   0.001
data analyst                                0.001
dental assistant                            0.001
custodian                                   0.001
coordinator                                 0.001
business manager                            0.001
assembler                                   0.001
shipping                                    0.001
national sales manager                      0.001
waitress                                    0.001
assistant                                   0.001
auditor                                     0.001
quality control                             0.001
construction manager                        0.001
administrative                              0.001
principal consultant                        0.001
mail carrier                                0.001
faculty                                     0.001
personal banker                             0.001
it                                          0.001
massage therapist                           0.001
courier                                     0.001
hr specialist                               0.001
data entry                                  0.001
program coordinator                         0.001
senior consultant                           0.001
assistant director                          0.001
maintenance tech                            0.001
material handler                            0.001
assistant store manager                     0.001
table games dealer                          0.001
medical assistant                           0.001
social worker                               0.001
product manager                             0.001
senior software engineer                    0.000
network engineer                            0.000
barista                                     0.000
special education teacher                   0.000
lab tech                                    0.000
book keeper                                 0.000
sales associate                             0.000
hair stylist                                0.000
nanny                                       0.000
sales engineer                              0.000
legal secretary                             0.000
architect                                   0.000
project coordinator                         0.000
operating engineer                          0.000
librarian                                   0.000
customer success manager                    0.000
marketing coordinator                       0.000
administration                              0.000
chemist                                     0.000
owner / operator                            0.000
field service engineer                      0.000
account manager                             0.000
department manager                          0.000
registrar                                   0.000
electrical engineer                         0.000
pharmacist                                  0.000
senior analyst                              0.000
sales director                              0.000
claims adjuster                             0.000
mail handler                                0.000
associate professor                         0.000
computer technician                         0.000
shift manager                               0.000
director of finance                         0.000
court reporter                              0.000
hr director                                 0.000
detailer                                    0.000
human resources manager                     0.000
rural carrier                               0.000
marketing director                          0.000
programmer analyst                          0.000
assistant manager                           0.000
admin assistant                             0.000
director of nursing                         0.000
paramedic                                   0.000
cpa                                         0.000
auto tech                                   0.000
network technician                          0.000
sr manager                                  0.000
finance                                     0.000
relationship manager                        0.000
register nurse                              0.000
school counselor                            0.000
pharmacy technician                         0.000
csr                                         0.000
customer service agent                      0.000
systems analyst                             0.000
housekeeping                                0.000
programmer                                  0.000
respiratory therapist                       0.000
school bus driver                           0.000
grocery clerk                               0.000
labor                                       0.000
president                                   0.000
territory manager                           0.000
pipefitter                                  0.000
heavy equipment operator                    0.000
owner/operator                              0.000
inside sales                                0.000
shipping manager                            0.000
cashier                                     0.000
accounting manager                          0.000
police                                      0.000
readiness nco                               0.000
elevator mechanic                           0.000
communications                              0.000
clinical manager                            0.000
attorney                                    0.000
recruiter                                   0.000
teacher/coach                               0.000
certified medical assistant                 0.000
automotive technician                       0.000
executive assistant                         0.000
lead architect                              0.000
technical support                           0.000
executive                                   0.000
pca                                         0.000
vp of operations                            0.000
appraiser                                   0.000
svp                                         0.000
billing specialist                          0.000
business analyst                            0.000
logistics                                   0.000
hha                                         0.000
database administrator                      0.000
care giver                                  0.000
lvn                                         0.000
trainer                                     0.000
lead teacher                                0.000
lead                                        0.000
sales person                                0.000
accounting                                  0.000
lease operator                              0.000
solutions architect                         0.000
nursing                                     0.000
specialist                                  0.000
hr supervisor                               0.000
fire fighter                                0.000
security guard                              0.000
police officer                              0.000
support manager                             0.000
assistant parts manager                     0.000
nurse manager                               0.000
bus operator                                0.000
audit manager                               0.000
baker                                       0.000
correction officer                          0.000
principal engineer                          0.000
scheduler                                   0.000
co owner                                    0.000
co-owner                                    0.000
warehouse supervisor                        0.000
senior vice president                       0.000
cdl driver                                  0.000
medical records                             0.000
music teacher                               0.000
quality manager                             0.000
sergeant first class                        0.000
phlebotomist                                0.000
sr developer                                0.000
security supervisor                         0.000
purchasing manager                          0.000
staff rn                                    0.000
conductor                                   0.000
information technology                      0.000
patrolman                                   0.000
photographer                                0.000
owner/manager                               0.000
system administrator                        0.000
hr coordinator                              0.000
marketing director                          0.000
pta                                         0.000
service director                            0.000
store manager                               0.000
processor                                   0.000
billing clerk                               0.000
branch manager                              0.000
physician                                   0.000
maintenance mechanic                        0.000
accounting clerk                            0.000
assistant vice president                    0.000
surgical tech                               0.000
safety manager                              0.000
plant manager                               0.000
administrative secretary                    0.000
special agent                               0.000
qa analyst                                  0.000
senior project manager                      0.000
doorman                                     0.000
hr manager                                  0.000
sales executive                             0.000
coo                                         0.000
parts manager                               0.000
purchasing                                  0.000
pharmacy manager                            0.000
lead engineer                               0.000
principal                                   0.000
accountant                                  0.000
medical doctor                              0.000
home health aide                            0.000
editor                                      0.000
sergeant                                    0.000
occupational therapist                      0.000
handyman                                    0.000
server                                      0.000
soldier                                     0.000
quality assurance                           0.000
receiving clerk                             0.000
accounts payable                            0.000
officer                                     0.000
district manager                            0.000
engineering project manager                 0.000
caregiver                                   0.000
personal trainer                            0.000
network administrator                       0.000
service advisor                             0.000
office assistant                            0.000
claims specialist                           0.000
deputy clerk                                0.000
machine operator                            0.000
executive director                          0.000
senior account manager                      0.000
president & ceo                             0.000
city carrier                                0.000
shift supervisor                            0.000
loan officer assistant                      0.000
accounting assistant                        0.000
machinist                                   0.000
road driver                                 0.000
admin asst                                  0.000
site manager                                0.000
practice manager                            0.000
paraprofessional                            0.000
assistant general manager                   0.000
production tech                             0.000
sous chef                                   0.000
general manager                             0.000
construction worker                         0.000
process engineer                            0.000
sales consultant                            0.000
team member                                 0.000
court officer                               0.000
senior loan officer                         0.000
safety coordinator                          0.000
software architect                          0.000
dock worker                                 0.000
shop manager                                0.000
senior associate                            0.000
math teacher                                0.000
security                                    0.000
dentist                                     0.000
office manager                              0.000
forklift operator                           0.000
lieutenant                                  0.000
food server                                 0.000
asst manager                                0.000
customer service manager                    0.000
accounts payable specialist                 0.000
advisor                                     0.000
project specialist                          0.000
business consultant                         0.000
director of business affairs                0.000
head of finance                             0.000
locksmith                                   0.000
project accountant                          0.000
nail tech                                   0.000
division chief                              0.000
it consultant                               0.000
deli manager                                0.000
solution architect                          0.000
science teacher                             0.000
rda                                         0.000
patient access                              0.000
therapist                                   0.000
accounting associate                        0.000
import agent                                0.000
director of property management             0.000
quality                                     0.000
business office manager                     0.000
sr network engineer                         0.000
retail                                      0.000
technical support specialist                0.000
parts sales                                 0.000
guidance counselor                          0.000
merchandiser                                0.000
quality assurance manager                   0.000
accounts receivable                         0.000
pricing                                     0.000
heavy equipment operator                    0.000
concierge                                   0.000
detective                                   0.000
budget analyst                              0.000
corporal                                    0.000
sergeant                                    0.000
team manager                                0.000
shipping and receiving                      0.000
assistant                                   0.000
assistant bakery manager                    0.000
traffic manager                             0.000
registered dietitian                        0.000
chaplain                                    0.000
civil engineer                              0.000
human resources                             0.000
management analyst                          0.000
managing member                             0.000
radiology manager                           0.000
mortgage closer                             0.000
it technician                               0.000
facility manager                            0.000
technition                                  0.000
rn case manager                             0.000
assistant prosecutor                        0.000
controller                                  0.000
comptroller                                 0.000
house keeping                               0.000
boss                                        0.000
claims examiner                             0.000
collector                                   0.000
mortgage loan officer                       0.000
owner/president                             0.000
military                                    0.000
gm                                          0.000
security                                    0.000
auto technician                             0.000
ct tech                                     0.000
forman                                      0.000
technical specialist                        0.000
manufacturing engineer                      0.000
crane operator                              0.000
bus operator                                0.000
software consultant                         0.000
executive producer                          0.000
contracts manager                           0.000
superintendant                              0.000
vice president of sales                     0.000
claims rep                                  0.000
sales mgr                                   0.000
sr account executive                        0.000
assistant district attorney                 0.000
salesman                                    0.000
mortgage underwriter                        0.000
crew                                        0.000
receiving                                   0.000
landscaper                                  0.000
barber                                      0.000
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medical director                            0.000
control room operator                       0.000
studio manager                              0.000
server engineer                             0.000
library specialist                          0.000
janitor                                     0.000
sr systems engineer                         0.000
billing supervisor                          0.000
emt                                         0.000
aircraft technician                         0.000
president/owner                             0.000
field service technician                    0.000
automotive technician                       0.000
it analyst                                  0.000
research associate                          0.000
aviation safety inspector                   0.000
engineer                                    0.000
military officer                            0.000
equipment operator                          0.000
network tech                                0.000
director of operations                      0.000
sr web developer                            0.000
planner                                     0.000
assistant property manager                  0.000
food service director                       0.000
maintenance technician                      0.000
operations manager                          0.000
commodity broker                            0.000
engineering technician                      0.000
software support engineer                   0.000
communications specialist                   0.000
travel agent                                0.000
professional truck driver                   0.000
labor                                       0.000
charge nurse                                0.000
broker/realtor                              0.000
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psychologist                                0.000
fire captain                                0.000
director of it                              0.000
sr operations analyst                       0.000
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help desk                                   0.000
area sales manager                          0.000
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speech pathologist                          0.000
buyer                                       0.000
care coordinator                            0.000
air traffic controller                      0.000
senior systems architect                    0.000
vp finance                                  0.000
software engineer                           0.000
general sales manager                       0.000
production specialist                       0.000
certified pharmacy tech                     0.000
office work                                 0.000
restaurant manager                          0.000
escrow officer                              0.000
paramedic                                   0.000
manufacturing associate                     0.000
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revenue manager                             0.000
finance director                            0.000
client service rep                          0.000
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chief operating officer                     0.000
licensed vocational nurse                   0.000
sales representative                        0.000
shop forman                                 0.000
admissions counselor                        0.000
front office coordinator                    0.000
associate attorney                          0.000
family support worker                       0.000
implementation consultant                   0.000
marketing specialist                        0.000
collections                                 0.000
graphic artist                              0.000
sushi chef                                  0.000
overnight stocker                           0.000
project mgr                                 0.000
maintenance engineer                        0.000
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department lead                             0.000
csp                                         0.000
sole proprietor                             0.000
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quality control manager                     0.000
route salesman                              0.000
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csa                                         0.000
development officer                         0.000
maint                                       0.000
warehouse associate                         0.000
nursing assistant                           0.000
leadman                                     0.000
payroll mgr                                 0.000
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treasurer                                   0.000
nurse anesthetist                           0.000
press operator                              0.000
construction inspector                      0.000
inspector                                   0.000
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home health aid                             0.000
meat manager                                0.000
cad manager                                 0.000
financial director                          0.000
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actuary                                     0.000
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sourcing manager                            0.000
key holder                                  0.000
dealer                                      0.000
nurse                                       0.000
tool and die maker                          0.000
teaching assistant                          0.000
assistant professor                         0.000
fulfillment associate                       0.000
crew leader                                 0.000
medical coder                               0.000
correctional officer                        0.000
respiratory therapist                       0.000
business development manager                0.000
weighmaster                                 0.000
communications manager                      0.000
senior system engineer                      0.000
assistant branch manager                    0.000
line cook                                   0.000
firefighter                                 0.000
maintenance director                        0.000
medical technologist                        0.000
physical therapist assistant                0.000
porter                                      0.000
training manager                            0.000
tech                                        0.000
web developer                               0.000
creative director                           0.000
physical therapist assistant                0.000
inside sales representative                 0.000
line lead                                   0.000
senior programmer analyst                   0.000
staff                                       0.000
cnc programmer                              0.000
school administrator                        0.000
dental assistant                            0.000
parts mgr                                   0.000
personal trainer                            0.000
journeyman                                  0.000
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warehouse                                   0.000
technical account manager                   0.000
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senior data engineer                        0.000
crna                                        0.000
corporate recruiter                         0.000
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pharmacy tech                               0.000
sales agent                                 0.000
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account representative                      0.000
electronic tech                             0.000
otr driver                                  0.000
operations supervisor                       0.000
regional director                           0.000
bookkeeper                                  0.000
director of information technology          0.000
dispatch manager                            0.000
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fleet manager                               0.000
outside sales                               0.000
warehouse associate                         0.000
lead clerk                                  0.000
mortgage banker                             0.000
supply chain manager                        0.000
vp sales                                    0.000
shop foreman                                0.000
vp of sales                                 0.000
human services                              0.000
fire captain                                0.000
radiologic technologist                     0.000
finisher                                    0.000
communications officer                      0.000
sales specialist                            0.000
product specialist                          0.000
operations analyst                          0.000
shipping                                    0.000
cnc operator                                0.000
title clerk                                 0.000
human resources director                    0.000
it director                                 0.000
senior web developer                        0.000
teachers aide                               0.000
service advisor                             0.000
senior quality analyst                      0.000
paraprofessional                            0.000
probation officer                           0.000
senior mechanical engineer                  0.000
sr business analyst                         0.000
quality team leader                         0.000
financial service representative            0.000
compliance manager                          0.000
program coordinator                         0.000
manicurist                                  0.000
cdl truck driver                            0.000
meat cutter                                 0.000
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vinyl repair                                0.000
personal banker                             0.000
paraeducator                                0.000
front office manager                        0.000
power production manager                    0.000
pediatrician                                0.000
billing lead                                0.000
executive pastor                            0.000
digital marketing manager                   0.000
claim specialist                            0.000
teacher aid                                 0.000
project managet                             0.000
senior accountant                           0.000
product man                                 0.000
senior visual merchandising manager         0.000
technision                                  0.000
key holder                                  0.000
venturcap investment group                  0.000
lead its specialist                         0.000
road maintenance                            0.000
regulatory/safety & pharmaco vigilance a    0.000
executive adminstrative                     0.000
purchasing director                         0.000
stocker                                     0.000
e5                                          0.000
regional staff nurse                        0.000
director of student finance                 0.000
traffic systems specialist/electrician      0.000
outside sales                               0.000
realtor, abr, cbr                           0.000
fabricator                                  0.000
rvp                                         0.000
vault cashier                               0.000
drywall taper                               0.000
language instructor                         0.000
senior technical analyst                    0.000
cleaning business                           0.000
senior lean analysts                        0.000
patient care coordinator                    0.000
sr instructional designer                   0.000
sr director it&s                            0.000
senior accountant, cca                      0.000
correctional lieutenant                     0.000
police detective                            0.000
human resources specialist                  0.000
refrigeration mechanic                      0.000
cyber security analyst ii                   0.000
claims                                      0.000
field engineer                              0.000
veteran services representative             0.000
uc                                          0.000
rsr driver dc                               0.000
chief engineer                              0.000
vice president client manager               0.000
lead processor                              0.000
rigger                                      0.000
paint repair assembly 2                     0.000
workflow consultant                         0.000
owner/advertiser                            0.000
dental hygienst                             0.000
order selecter                              0.000
web/graphic designer                        0.000
government operations consultant            0.000
wood work and painting                      0.000
inside sales / customer service             0.000
integrations isd team lead                  0.000
project accountant 2                        0.000
director/paramedic                          0.000
fire sprinkler technician                   0.000
product development engineer- ford          0.000
guest service agent                         0.000
account exec                                0.000
business development officer                0.000
hr consultant                               0.000
machine oper                                0.000
production control manager                  0.000
adminstrative assisant                      0.000
executive manger                            0.000
information security officer                0.000
director, client engagement                 0.000
911 dispatcher                              0.000
assistant chief of health and safety        0.000
ics- data- manager                          0.000
physician assistant                         0.000
electrical spare coordinator                0.000
research assistant                          0.000
package handler                             0.000
lead maintenance tech                       0.000
business analyst/salesforce admin           0.000
deli/bakery manager                         0.000
general counsel                             0.000
construction plumber                        0.000
fuels systems journeyman                    0.000
store mgr                                   0.000
support specialist                          0.000
department supervisor                       0.000
strategic medical planner                   0.000
school health nurse                         0.000
proyect manager                             0.000
claims dept                                 0.000
pipeliner                                   0.000
i & c technician                            0.000
sales manager/bus development officer       0.000
patient financial counselor                 0.000
stability coordinator                       0.000
income developement specialist              0.000
patrol sergeant                             0.000
mortgage processor                          0.000
support broker                              0.000
head age group coach                        0.000
senior designer                             0.000
senior it auditor                           0.000
mk attendant                                0.000
credit review manager                       0.000
practice leader                             0.000
prepress supervisor                         0.000
group leader hi-lo operator                 0.000
business analyst v                          0.000
director of laser sales                     0.000
senior implementation analyst               0.000
nuclear planner                             0.000
repair agent                                0.000
flight supervisor                           0.000
assembly mechanic                           0.000
database manager                            0.000
salesman                                    0.000
dietery                                     0.000
operation's manager                         0.000
landscaper                                  0.000
criminal finanacial obligaions senor        0.000
maintenance tech 6                          0.000
manager of global sales                     0.000
surveyor                                    0.000
qulity specialists                          0.000
sprinkler fitter                            0.000
 freight worker                             0.000
wine steward                                0.000
rn                                          0.000
digital ad ops manager                      0.000
assistant teacher                           0.000
medical billing                             0.000
parts dept                                  0.000
hardware analyst 2                          0.000
tire technician                             0.000
lead technologist                           0.000
building maintenance                        0.000
senior chemist ii                           0.000
law enforcement records tech                0.000
set up technician                           0.000
estimating coordinator                      0.000
tile tech                                   0.000
education and design analyst                0.000
warehouse supervisior                       0.000
director of surgical av                     0.000
facility maintenance                        0.000
human resource sergeant                     0.000
showroom manager                            0.000
customer management                         0.000
principal user experience engineer          0.000
millwright                                  0.000
maint mannager                              0.000
case manager                                0.000
federal work-study                          0.000
project manager/ developer                  0.000
digital content specialist                  0.000
technical support manager                   0.000
tech suppo                                  0.000
loan originator                             0.000
technology coordinator                      0.000
assistant teacher                           0.000
security tech                               0.000
assistant managee                           0.000
automation engineer                         0.000
system manager, quality- rn                 0.000
loan administrator                          0.000
cooler service technician                   0.000
unit clerk                                  0.000
project lead in it                          0.000
communication agent                         0.000
construction inspector ii                   0.000
executive assistant to the dean             0.000
senior regional property manager            0.000
developmental specialist                    0.000
maintenance mechanic/control specialist     0.000
territorial sales rep                       0.000
principal customer care analyst             0.000
concierge specialist                        0.000
it system administrator                     0.000
mamager                                     0.000
landfill attendant                          0.000
farm manager                                0.000
pre verification specialist                 0.000
certified nurse assistant                   0.000
fork lift driver                            0.000
receptionist, intake,driver                 0.000
director, enterprise solutions              0.000
machinen operarto cnc                       0.000
licensed optician                           0.000
sr shelf edge analyst                       0.000
itd                                         0.000
electronics technician                      0.000
assistant store  manager                    0.000
cantor                                      0.000
software tech                               0.000
butcher                                     0.000
civil engineer 2                            0.000
wheel tech                                  0.000
network operations center analyst           0.000
ramp lead                                   0.000
staffing consultant                         0.000
associate project manager                   0.000
assistant head                              0.000
writer producer scripps interactive         0.000
principal secretary                         0.000
painter/blaster                             0.000
oven operator                               0.000
teachrr                                     0.000
yard driver                                 0.000
city councilor                              0.000
quality review specialist                   0.000
glazier                                     0.000
executive admin                             0.000
training specialist                         0.000
e-9                                         0.000
medical dosimetrist                         0.000
instructor asst                             0.000
a&p technician                              0.000
proofreader                                 0.000
detention transportion officer              0.000
senior closer                               0.000
centrel supply manager                      0.000
evs lead                                    0.000
project support manager                     0.000
biller and collector                        0.000
freelance electrician                       0.000
carpenter foreman                           0.000
medical coding auditor                      0.000
atm technician                              0.000
vp of automotive operations                 0.000
juvenile probation officer                  0.000
system analyst                              0.000
fund operations analyst                     0.000
early collector                             0.000
mgmt                                        0.000
cna/hha                                     0.000
contract specialist ii                      0.000
senior communications specialist            0.000
insurance broker                            0.000
sandblaster                                 0.000
claims imaging technician                   0.000
architectural detailer                      0.000
stylest                                     0.000
program director                            0.000
cyber specialist                            0.000
head teller                                 0.000
planning asso                               0.000
client service rep ii                       0.000
general maintenance iii                     0.000
underwriter/agent                           0.000
front desk receptionist guard               0.000
automotive mechanic                         0.000
lead respiratory therapist                  0.000
service department manager                  0.000
licensing specialist                        0.000
client services mgr                         0.000
ceo/vp of opns                              0.000
asistence eng                               0.000
practice specialist                         0.000
sr planning & analysis anst                 0.000
training manager                            0.000
plant protection technician                 0.000
tooling designer                            0.000
buyer i                                     0.000
time and travel coordinator                 0.000
sr financial analyst                        0.000
storeroom attendant                         0.000
night shift associate                       0.000
sr network administrator                    0.000
vp security specialist                      0.000
program chair                               0.000
family nurse practitioner                   0.000
law enforcement                             0.000
barach manager                              0.000
health care                                 0.000
sales/front-line underwriting               0.000
senior juvenile institutions officer        0.000
partner attorney                            0.000
lead parts technician                       0.000
assistant complex manager                   0.000
financial aid counselor                     0.000
parts technician                            0.000
managet                                     0.000
psychiatric social clerk i                  0.000
sanitation specialist                       0.000
category gaming manager                     0.000
expo, cashier, shift lead                   0.000
supply technician                           0.000
systems administrator                       0.000
hvac tech                                   0.000
driver/                                     0.000
banquets setup supervisor                   0.000
general partner                             0.000
district level administor                   0.000
supervisor spd                              0.000
registered nurse supervisor                 0.000
admission's co-ordinator                    0.000
director of training                        0.000
firefighter emt                             0.000
appliance specialist                        0.000
cmo                                         0.000
configuration analyst                       0.000
system director                             0.000
rc                                          0.000
21 dealer                                   0.000
custom protection officer                   0.000
lvnurse                                     0.000
project architect                           0.000
executive vp                                0.000
hr mgr                                      0.000
senior legistics                            0.000
fragrance specialist                        0.000
eligibility specialist                      0.000
a,b operater                                0.000
key accounts manager                        0.000
senior customer care associate              0.000
attraction attendant                        0.000
computer operator specialist                0.000
welding foreman                             0.000
medication aide                             0.000
veterans technician                         0.000
asst terminal manager                       0.000
administrative assistant ii                 0.000
eligibility                                 0.000
test engineer                               0.000
cems technician                             0.000
dir of tech services                        0.000
adjunct instructor                          0.000
hr manager                                  0.000
esthetician                                 0.000
nnp                                         0.000
supervisor security specialist              0.000
project design engineer                     0.000
banquet supervisor                          0.000
license practical nurse                     0.000
animal groomer                              0.000
transmission supervisor                     0.000
telecommunications technician               0.000
retail associate manager                    0.000
shipping coordinator                        0.000
technical support engineer                  0.000
utilization manager reviewer                0.000
director of bi and analytics                0.000
financial center manager                    0.000
customer account analyst                    0.000
automation engineering manager              0.000
maintenance/parts                           0.000
senior staff analysy                        0.000
engineering manager                         0.000
director of human resources                 0.000
boilers operator                            0.000
construction laborer                        0.000
payroll tech                                0.000
commercial driver                           0.000
facility maintanace                         0.000
mro supervisor                              0.000
director of nursing                         0.000
financial aide accounts technician          0.000
regional it security manager                0.000
training developer                          0.000
radio operator                              0.000
sr admin specialist                         0.000
supeintendent                               0.000
st fraud specialist                         0.000
funding manager                             0.000
corporate bookkeeper                        0.000
forklift operator                           0.000
motorman                                    0.000
account receivables                         0.000
repairman                                   0.000
service technicia                           0.000
professor/faculty media adviser             0.000
compliance / ops support                    0.000
eligibility supervisor                      0.000
store training manager                      0.000
director of transportation                  0.000
supervisor/installer                        0.000
cardiac perfusionist                        0.000
motor vehicle representative                0.000
account rep                                 0.000
supervisor tempering                        0.000
sr client service associate                 0.000
global sales director                       0.000
special projects administrator              0.000
fumigation tech                             0.000
membership associate                        0.000
district judge                              0.000
principal analyst                           0.000
meat and poultry inspector                  0.000
parts inspector                             0.000
lot tech/porter                             0.000
flight nurse                                0.000
 combo psc/hub                              0.000
stamping quality control                    0.000
project coordinator contractor              0.000
team lead                                   0.000
health plan data analytics                  0.000
office services                             0.000
nuclear medicine tech                       0.000
middle school science teacher               0.000
lead tech                                   0.000
foundation executive                        0.000
machanic                                    0.000
attorney/partner                            0.000
surgery scheduler                           0.000
legal assistant & payroll                   0.000
veterans counselor                          0.000
prep & flow team leader                     0.000
cell director/operator_3                    0.000
social worker sercoordinator                0.000
tenant services director                    0.000
justice of the peace judge                  0.000
ui ux designer                              0.000
orthodontist, owner                         0.000
receptionist/clerk                          0.000
team  leader                                0.000
vp client services                          0.000
nuclear medicine tech                       0.000
retail store manager                        0.000
technical support specialist                0.000
scientist                                   0.000
operations manager - core                   0.000
mechanic shop foreman                       0.000
office manager/legal assistant              0.000
patent attorney                             0.000
senior vp contact center operations na      0.000
concrete placement                          0.000
c&su program administrator                  0.000
director of technology                      0.000
system admin                                0.000
evidence technician                         0.000
senior detention officer                    0.000
sr crew member                              0.000
finance assistant                           0.000
director of accounting                      0.000
master trainer                              0.000
maintenance technician                      0.000
director of global sourcing                 0.000
processing supervisor                       0.000
lead wingman                                0.000
cna/hha hospice                             0.000
assistant general counsel                   0.000
senior film processor                       0.000
valet                                       0.000
fraud rep                                   0.000
beer lead                                   0.000
business office coordinator                 0.000
program anaylst                             0.000
customer relations                          0.000
assembler 2                                 0.000
dds                                         0.000
bindery machine operator                    0.000
irrigation tech                             0.000
packaging                                   0.000
sfc                                         0.000
5th year apprentice                         0.000
head of business development                0.000
sales/photographer                          0.000
field support revenue accountant            0.000
sr software developer                       0.000
teacher and district librarian              0.000
pse mail processing clerk                   0.000
lab tester                                  0.000
fa                                          0.000
princioal                                   0.000
correctional counselo iii                   0.000
cardiovascular technologist                 0.000
managed repair representative               0.000
communication design                        0.000
cook-bloomfield, meat associate walmart     0.000
documentation specialist                    0.000
technicician 2                              0.000
director of business & economic develop     0.000
customer service associate                  0.000
complex ops associate                       0.000
asmbler                                     0.000
software engineer ii                        0.000
care advocate                               0.000
certified registered nurse anesthestist     0.000
sales department                            0.000
tool supervisor                             0.000
community relations                         0.000
bar manager                                 0.000
retention                                   0.000
senior advisor architecture                 0.000
personal asst                               0.000
surgical assistant                          0.000
national director military division         0.000
private equity analyst                      0.000
helper                                      0.000
videographer                                0.000
sr info security analyst                    0.000
senior legal counsel                        0.000
pe teaching fellow                          0.000
sr clinical applications analyst            0.000
junior accountant                           0.000
transplant coordinator                      0.000
ceo & president                             0.000
cvs analyst                                 0.000
accounts receivable                         0.000
chief scientist                             0.000
patient representative                      0.000
sales operations                            0.000
building technican                          0.000
lab tech trainer                            0.000
tea2                                        0.000
msgt                                        0.000
medical technologistt                       0.000
sr millwright                               0.000
tmf specialist                              0.000
general surgery resident                    0.000
call center supervisor                      0.000
turban operator                             0.000
rural mail carrier                          0.000
human services specialist iii               0.000
asst branch manager                         0.000
sales ins agent                             0.000
legal collector                             0.000
supervisor transportation security offic    0.000
online developer                            0.000
production planner                          0.000
owner services manager                      0.000
tractor trailer driver                      0.000
local support provider iii                  0.000
technical rep                               0.000
water system foreman                        0.000
perishables assistant                       0.000
underwriting service specialist             0.000
press brake operator                        0.000
business development                        0.000
it lead                                     0.000
phelbotomist                                0.000
gas service tech                            0.000
commercial lender                           0.000
sr claims adjustor                          0.000
inventory control mgr                       0.000
ld teacher computer science                 0.000
wic manager                                 0.000
mechanical maintenance                      0.000
payroll manager/ar                          0.000
lead tradesman                              0.000
simpsonville campus admin                   0.000
director-owner                              0.000
special education paraprofessional          0.000
hvac installer                              0.000
scheduling manager                          0.000
director of quality                         0.000
national registrar                          0.000
sr business specialist                      0.000
loan originator assistant                   0.000
store management                            0.000
nurse case manager                          0.000
postdoctoral fellow                         0.000
vp, operations                              0.000
clinical advisor behavirol health           0.000
hydrogeologist                              0.000
tow boat pilot                              0.000
school secretary                            0.000
lead graphic designer                       0.000
account services representative             0.000
billing coordinator                         0.000
recruiting coordinator & sourcer            0.000
senior social worker                        0.000
registered nurse / emergency dept           0.000
director of housekeeping                    0.000
pt specialist                               0.000
military police                             0.000
customer service re                         0.000
gneral manager                              0.000
patient access                              0.000
solution architect                          0.000
dpw supervisor                              0.000
ed                                          0.000
rating veterans service representative      0.000
c n a                                       0.000
splicer                                     0.000
assistant business agent                    0.000
licensed sales professional                 0.000
rn director                                 0.000
advanced refining inspector                 0.000
signing instructional                       0.000
supply chain                                0.000
it helpdesk support                         0.000
executive receptionint                      0.000
project administrator                       0.000
lp nurse                                    0.000
human resources business partner            0.000
commercial receivable specialist            0.000
hospice nurse                               0.000
night merch                                 0.000
equipment mechanic                          0.000
sonographer                                 0.000
children's social worker                    0.000
service writer                              0.000
correctional sergeant                       0.000
culity control                              0.000
service deli                                0.000
inflight                                    0.000
quality assurance tech                      0.000
gulf coast territorial manager              0.000
head athletic trainer                       0.000
program project manager                     0.000
inventory cordinator                        0.000
product development chemist                 0.000
sr pm                                       0.000
service engineer                            0.000
director of business dev                    0.000
sr it manager                               0.000
health professions recruiter                0.000
rn, clinical coordinator                    0.000
comfort consultant                          0.000
owner/consultant                            0.000
material ro                                 0.000
senior director                             0.000
test technician                             0.000
learning strategist                         0.000
compliance officer                          0.000
intelligent analyst                         0.000
senior computer operator                    0.000
senior designer                             0.000
rv tech                                     0.000
financial manager                           0.000
environmental service                       0.000
chief marketing officer                     0.000
coal miner                                  0.000
senior linguist                             0.000
senior field engineer                       0.000
cash poster                                 0.000
senior government underwriter               0.000
dealer success consultant                   0.000
treatment advocate                          0.000
boat captain                                0.000
service techician                           0.000
uber driver                                 0.000
hr recruitment                              0.000
discharge planner                           0.000
recreational therapist                      0.000
asst bartender / food runner                0.000
senior integrator sales                     0.000
locomotive engineer                         0.000
managers                                    0.000
sr director, procurement/attorney           0.000
academic affairs coordinator                0.000
phlebotomy supervisor                       0.000
corporate tax director                      0.000
captain-fire department                     0.000
intervention specialist                     0.000
coffee roaster                              0.000
toolmaker                                   0.000
Name: proportion, dtype: float64

--------------------------------------------------

Analysis for state:

Unique Levels: ['NJ' 'HI' 'WI' 'PA' 'CA' 'KY' 'MI' 'AZ' 'NV' 'IL' 'FL' 'SC' 'CO' 'TN'
 'TX' 'VA' 'NY' 'GA' 'MO' 'AR' 'MD' 'NC' 'NE' 'WV' 'NH' 'UT' 'DE' 'MA'
 'OR' 'OH' 'OK' 'SD' 'MN' 'AL' 'WY' 'LA' 'IN' 'KS' 'MS' 'WA' 'ME' 'VT'
 'CT' 'NM' 'AK' 'MT' 'RI' 'ND' 'DC' 'ID']

Counts:
 state
CA    1330
TX     806
NY     793
FL     732
IL     382
NJ     338
OH     338
GA     334
NC     299
PA     298
VA     261
AZ     255
MD     247
MI     245
MA     237
CO     235
WA     235
CT     181
IN     178
TN     167
MN     159
MO     159
NV     158
SC     145
OR     130
WI     128
AL     122
KY      97
LA      96
KS      89
OK      81
MS      72
AR      70
WV      68
UT      61
NE      56
RI      53
NH      47
NM      43
ID      38
HI      35
AK      33
ME      26
DE      24
MT      24
VT      23
SD      20
WY      19
DC      19
ND      14
Name: count, dtype: int64

Proportions:
 state
CA    0.133
TX    0.081
NY    0.079
FL    0.073
IL    0.038
NJ    0.034
OH    0.034
GA    0.033
NC    0.030
PA    0.030
VA    0.026
AZ    0.026
MD    0.025
MI    0.024
MA    0.024
CO    0.024
WA    0.024
CT    0.018
IN    0.018
TN    0.017
MN    0.016
MO    0.016
NV    0.016
SC    0.014
OR    0.013
WI    0.013
AL    0.012
KY    0.010
LA    0.010
KS    0.009
OK    0.008
MS    0.007
AR    0.007
WV    0.007
UT    0.006
NE    0.006
RI    0.005
NH    0.005
NM    0.004
ID    0.004
HI    0.004
AK    0.003
ME    0.003
DE    0.002
MT    0.002
VT    0.002
SD    0.002
WY    0.002
DC    0.002
ND    0.001
Name: proportion, dtype: float64

--------------------------------------------------

Analysis for homeownership:

Unique Levels: ['MORTGAGE' 'RENT' 'OWN']

Counts:
 homeownership
MORTGAGE    4789
RENT        3858
OWN         1353
Name: count, dtype: int64

Proportions:
 homeownership
MORTGAGE    0.479
RENT        0.386
OWN         0.135
Name: proportion, dtype: float64

--------------------------------------------------

Analysis for verified_income:

Unique Levels: ['Verified' 'Not Verified' 'Source Verified']

Counts:
 verified_income
Source Verified    4116
Not Verified       3594
Verified           2290
Name: count, dtype: int64

Proportions:
 verified_income
Source Verified    0.412
Not Verified       0.359
Verified           0.229
Name: proportion, dtype: float64

--------------------------------------------------

Analysis for verification_income_joint:

Unique Levels: [nan 'Verified' 'Not Verified' 'Source Verified']

Counts:
 verification_income_joint
Not Verified       611
Source Verified    499
Verified           345
Name: count, dtype: int64

Proportions:
 verification_income_joint
Not Verified       0.420
Source Verified    0.343
Verified           0.237
Name: proportion, dtype: float64

--------------------------------------------------

Analysis for loan_purpose:

Unique Levels: ['moving' 'debt_consolidation' 'other' 'credit_card' 'home_improvement'
 'medical' 'house' 'small_business' 'car' 'major_purchase' 'vacation'
 'renewable_energy']

Counts:
 loan_purpose
debt_consolidation    5144
credit_card           2249
other                  914
home_improvement       680
major_purchase         303
medical                162
house                  151
car                    131
small_business         125
moving                  69
vacation                62
renewable_energy        10
Name: count, dtype: int64

Proportions:
 loan_purpose
debt_consolidation    0.514
credit_card           0.225
other                 0.091
home_improvement      0.068
major_purchase        0.030
medical               0.016
house                 0.015
car                   0.013
small_business        0.012
moving                0.007
vacation              0.006
renewable_energy      0.001
Name: proportion, dtype: float64

--------------------------------------------------

Analysis for application_type:

Unique Levels: ['individual' 'joint']

Counts:
 application_type
individual    8505
joint         1495
Name: count, dtype: int64

Proportions:
 application_type
individual    0.85
joint         0.15
Name: proportion, dtype: float64

--------------------------------------------------

Analysis for grade:

Unique Levels: ['C' 'D' 'A' 'B' 'F' 'E' 'G']

Counts:
 grade
B    3037
C    2653
A    2459
D    1446
E     335
F      58
G      12
Name: count, dtype: int64

Proportions:
 grade
B    0.304
C    0.265
A    0.246
D    0.145
E    0.034
F    0.006
G    0.001
Name: proportion, dtype: float64

--------------------------------------------------

Analysis for sub_grade:

Unique Levels: ['C3' 'C1' 'D1' 'A3' 'C2' 'B5' 'C4' 'B2' 'B1' 'D3' 'F1' 'E5' 'A2' 'A5'
 'A4' 'A1' 'D4' 'D5' 'B3' 'D2' 'E1' 'G1' 'B4' 'C5' 'E2' 'E4' 'F3' 'E3'
 'F5' 'F2' 'F4' 'G4']

Counts:
 sub_grade
B1    647
B2    638
B5    631
C1    597
B4    581
C2    572
A4    568
B3    540
A3    504
C4    503
C3    501
A5    485
C5    480
A2    480
A1    422
D2    323
D1    319
D3    311
D5    262
D4    231
E5     91
E4     73
E3     73
E2     57
E1     41
F1     31
G1     11
F3      9
F2      9
F4      5
F5      4
G4      1
Name: count, dtype: int64

Proportions:
 sub_grade
B1    0.065
B2    0.064
B5    0.063
C1    0.060
B4    0.058
C2    0.057
A4    0.057
B3    0.054
A3    0.050
C4    0.050
C3    0.050
A5    0.048
C5    0.048
A2    0.048
A1    0.042
D2    0.032
D1    0.032
D3    0.031
D5    0.026
D4    0.023
E5    0.009
E4    0.007
E3    0.007
E2    0.006
E1    0.004
F1    0.003
G1    0.001
F3    0.001
F2    0.001
F4    0.000
F5    0.000
G4    0.000
Name: proportion, dtype: float64

--------------------------------------------------

Analysis for issue_month:

Unique Levels: ['Mar-2018' 'Feb-2018' 'Jan-2018']

Counts:
 issue_month
Mar-2018    3617
Jan-2018    3395
Feb-2018    2988
Name: count, dtype: int64

Proportions:
 issue_month
Mar-2018    0.362
Jan-2018    0.340
Feb-2018    0.299
Name: proportion, dtype: float64

--------------------------------------------------

Analysis for loan_status:

Unique Levels: ['Current' 'Fully Paid' 'In Grace Period' 'Late (31-120 days)'
 'Charged Off' 'Late (16-30 days)']

Counts:
 loan_status
Current               9375
Fully Paid             447
In Grace Period         67
Late (31-120 days)      66
Late (16-30 days)       38
Charged Off              7
Name: count, dtype: int64

Proportions:
 loan_status
Current               0.938
Fully Paid            0.045
In Grace Period       0.007
Late (31-120 days)    0.007
Late (16-30 days)     0.004
Charged Off           0.001
Name: proportion, dtype: float64

--------------------------------------------------

Analysis for initial_listing_status:

Unique Levels: ['whole' 'fractional']

Counts:
 initial_listing_status
whole         8206
fractional    1794
Name: count, dtype: int64

Proportions:
 initial_listing_status
whole         0.821
fractional    0.179
Name: proportion, dtype: float64

--------------------------------------------------

Analysis for disbursement_method:

Unique Levels: ['Cash' 'DirectPay']

Counts:
 disbursement_method
Cash         9284
DirectPay     716
Name: count, dtype: int64

Proportions:
 disbursement_method
Cash         0.928
DirectPay    0.072
Name: proportion, dtype: float64

--------------------------------------------------
total_rows = len(loans)

missing_values = loans.isna().sum()
missing_percentage = (missing_values / total_rows) * 100

missing_data = pd.DataFrame({
    'Missing Values': missing_values,
    'Percentage (%)': missing_percentage
})

missing_data
Missing Values Percentage (%)
emp_title 833 8.33
emp_length 817 8.17
state 0 0.00
homeownership 0 0.00
annual_income 0 0.00
verified_income 0 0.00
debt_to_income 24 0.24
annual_income_joint 8505 85.05
verification_income_joint 8545 85.45
debt_to_income_joint 8505 85.05
delinq_2y 0 0.00
months_since_last_delinq 5658 56.58
earliest_credit_line 0 0.00
inquiries_last_12m 0 0.00
total_credit_lines 0 0.00
open_credit_lines 0 0.00
total_credit_limit 0 0.00
total_credit_utilized 0 0.00
num_collections_last_12m 0 0.00
num_historical_failed_to_pay 0 0.00
months_since_90d_late 7715 77.15
current_accounts_delinq 0 0.00
total_collection_amount_ever 0 0.00
current_installment_accounts 0 0.00
accounts_opened_24m 0 0.00
months_since_last_credit_inquiry 1271 12.71
num_satisfactory_accounts 0 0.00
num_accounts_120d_past_due 318 3.18
num_accounts_30d_past_due 0 0.00
num_active_debit_accounts 0 0.00
total_debit_limit 0 0.00
num_total_cc_accounts 0 0.00
num_open_cc_accounts 0 0.00
num_cc_carrying_balance 0 0.00
num_mort_accounts 0 0.00
account_never_delinq_percent 0 0.00
tax_liens 0 0.00
public_record_bankrupt 0 0.00
loan_purpose 0 0.00
application_type 0 0.00
loan_amount 0 0.00
term 0 0.00
interest_rate 0 0.00
installment 0 0.00
grade 0 0.00
sub_grade 0 0.00
issue_month 0 0.00
loan_status 0 0.00
initial_listing_status 0 0.00
disbursement_method 0 0.00
balance 0 0.00
paid_total 0 0.00
paid_principal 0 0.00
paid_interest 0 0.00
paid_late_fees 0 0.00
Code
dataCopy = loans.copy()

dataRed = dataCopy.select_dtypes(include = np.number)

dataRedColsList = dataRed.columns[...]

for i_col in dataRedColsList:
  dataRed_i = dataRed.loc[:,i_col]
  
  q25, q75 = round((dataRed_i.quantile(q = 0.25)), 3), round((dataRed_i.quantile(q = 0.75)), 3)
  
  IQR = round((q75 - q25), 3)
  
  cut_off = IQR * 1.5
  
  lower, upper = round((q25 - cut_off), 3), round((q75 + cut_off), 3)
  
  print(' ')
  
  print(i_col, 'q25 =', q25, 'q75 =', q75, 'IQR =', IQR)
  
  print('lower, upper:', lower, upper)

  print('Number of Outliers: ', dataRed_i[(dataRed_i < lower) | (dataRed_i > upper)].count())
 
emp_length q25 = 2.0 q75 = 10.0 IQR = 8.0
lower, upper: -10.0 22.0
Number of Outliers:  0
 
annual_income q25 = 45000.0 q75 = 95000.0 IQR = 50000.0
lower, upper: -30000.0 170000.0
Number of Outliers:  508
 
debt_to_income q25 = 11.058 q75 = 25.002 IQR = 13.944
lower, upper: -9.858 45.918
Number of Outliers:  221
 
annual_income_joint q25 = 86833.5 q75 = 151545.5 IQR = 64712.0
lower, upper: -10234.5 248613.5
Number of Outliers:  68
 
debt_to_income_joint q25 = 14.16 q75 = 25.5 IQR = 11.34
lower, upper: -2.85 42.51
Number of Outliers:  0
 
delinq_2y q25 = 0.0 q75 = 0.0 IQR = 0.0
lower, upper: 0.0 0.0
Number of Outliers:  1424
 
months_since_last_delinq q25 = 19.0 q75 = 53.0 IQR = 34.0
lower, upper: -32.0 104.0
Number of Outliers:  4
 
earliest_credit_line q25 = 1997.0 q75 = 2006.0 IQR = 9.0
lower, upper: 1983.5 2019.5
Number of Outliers:  313
 
inquiries_last_12m q25 = 0.0 q75 = 3.0 IQR = 3.0
lower, upper: -4.5 7.5
Number of Outliers:  349
 
total_credit_lines q25 = 14.0 q75 = 29.0 IQR = 15.0
lower, upper: -8.5 51.5
Number of Outliers:  223
 
open_credit_lines q25 = 7.0 q75 = 14.0 IQR = 7.0
lower, upper: -3.5 24.5
Number of Outliers:  327
 
total_credit_limit q25 = 51593.75 q75 = 267550.0 IQR = 215956.25
lower, upper: -272340.625 591484.375
Number of Outliers:  351
 
total_credit_utilized q25 = 19185.5 q75 = 65421.0 IQR = 46235.5
lower, upper: -50167.75 134774.25
Number of Outliers:  568
 
num_collections_last_12m q25 = 0.0 q75 = 0.0 IQR = 0.0
lower, upper: 0.0 0.0
Number of Outliers:  127
 
num_historical_failed_to_pay q25 = 0.0 q75 = 0.0 IQR = 0.0
lower, upper: 0.0 0.0
Number of Outliers:  1414
 
months_since_90d_late q25 = 29.0 q75 = 63.0 IQR = 34.0
lower, upper: -22.0 114.0
Number of Outliers:  7
 
current_accounts_delinq q25 = 0.0 q75 = 0.0 IQR = 0.0
lower, upper: 0.0 0.0
Number of Outliers:  1
 
total_collection_amount_ever q25 = 0.0 q75 = 0.0 IQR = 0.0
lower, upper: 0.0 0.0
Number of Outliers:  1365
 
current_installment_accounts q25 = 1.0 q75 = 3.0 IQR = 2.0
lower, upper: -2.0 6.0
Number of Outliers:  815
 
accounts_opened_24m q25 = 2.0 q75 = 6.0 IQR = 4.0
lower, upper: -4.0 12.0
Number of Outliers:  211
 
months_since_last_credit_inquiry q25 = 2.0 q75 = 11.0 IQR = 9.0
lower, upper: -11.5 24.5
Number of Outliers:  0
 
num_satisfactory_accounts q25 = 7.0 q75 = 14.0 IQR = 7.0
lower, upper: -3.5 24.5
Number of Outliers:  324
 
num_accounts_120d_past_due q25 = 0.0 q75 = 0.0 IQR = 0.0
lower, upper: 0.0 0.0
Number of Outliers:  0
 
num_accounts_30d_past_due q25 = 0.0 q75 = 0.0 IQR = 0.0
lower, upper: 0.0 0.0
Number of Outliers:  1
 
num_active_debit_accounts q25 = 2.0 q75 = 5.0 IQR = 3.0
lower, upper: -2.5 9.5
Number of Outliers:  263
 
total_debit_limit q25 = 10000.0 q75 = 36100.0 IQR = 26100.0
lower, upper: -29150.0 75250.0
Number of Outliers:  552
 
num_total_cc_accounts q25 = 7.0 q75 = 17.0 IQR = 10.0
lower, upper: -8.0 32.0
Number of Outliers:  257
 
num_open_cc_accounts q25 = 5.0 q75 = 10.0 IQR = 5.0
lower, upper: -2.5 17.5
Number of Outliers:  523
 
num_cc_carrying_balance q25 = 3.0 q75 = 7.0 IQR = 4.0
lower, upper: -3.0 13.0
Number of Outliers:  248
 
num_mort_accounts q25 = 0.0 q75 = 2.0 IQR = 2.0
lower, upper: -3.0 5.0
Number of Outliers:  304
 
account_never_delinq_percent q25 = 92.6 q75 = 100.0 IQR = 7.4
lower, upper: 81.5 111.1
Number of Outliers:  883
 
tax_liens q25 = 0.0 q75 = 0.0 IQR = 0.0
lower, upper: 0.0 0.0
Number of Outliers:  246
 
public_record_bankrupt q25 = 0.0 q75 = 0.0 IQR = 0.0
lower, upper: 0.0 0.0
Number of Outliers:  1215
 
loan_amount q25 = 8000.0 q75 = 24000.0 IQR = 16000.0
lower, upper: -16000.0 48000.0
Number of Outliers:  0
 
term q25 = 36.0 q75 = 60.0 IQR = 24.0
lower, upper: 0.0 96.0
Number of Outliers:  0
 
interest_rate q25 = 9.43 q75 = 15.05 IQR = 5.62
lower, upper: 1.0 23.48
Number of Outliers:  364
 
installment q25 = 256.04 q75 = 644.69 IQR = 388.65
lower, upper: -326.935 1227.665
Number of Outliers:  208
 
balance q25 = 6679.065 q75 = 20690.182 IQR = 14011.117
lower, upper: -14337.611 41706.858
Number of Outliers:  0
 
paid_total q25 = 928.7 q75 = 2616.005 IQR = 1687.305
lower, upper: -1602.258 5146.962
Number of Outliers:  619
 
paid_principal q25 = 587.1 q75 = 1694.555 IQR = 1107.455
lower, upper: -1074.082 3355.738
Number of Outliers:  831
 
paid_interest q25 = 221.758 q75 = 825.42 IQR = 603.662
lower, upper: -683.735 1730.913
Number of Outliers:  401
 
paid_late_fees q25 = 0.0 q75 = 0.0 IQR = 0.0
lower, upper: 0.0 0.0
Number of Outliers:  52

Dealing with missing values

columns_to_remove = ['annual_income_joint', 'verification_income_joint', 'debt_to_income_joint', 'months_since_90d_late', 'months_since_last_delinq', ]

loans = loans.drop(columns = columns_to_remove)
loans['emp_title'] = loans['emp_title'].fillna('unknown')

loans['emp_length'] = loans['emp_length'].fillna(loans['emp_length'].mean())

loans['debt_to_income'] = loans['debt_to_income'].fillna(loans['debt_to_income'].median())

loans['months_since_last_credit_inquiry'] = loans['months_since_last_credit_inquiry'].fillna(loans['months_since_last_credit_inquiry'].median())

loans['num_accounts_120d_past_due'] = loans['num_accounts_120d_past_due'].fillna(0)

Feature engineering

We will simplify grades to levels of risk

# Pandas options to print everything
pd.set_option('display.max_rows', 20)

loans['risk'] = loans['grade']

low_risk = ['A', 'B']
med_risk = ['C', 'D']
high_risk = ['E', 'F', 'G']

loans['risk'] = loans['grade'].apply(lambda x: 'Low Risk' if x in low_risk else ('Medium Risk' if x in med_risk else 'High Risk'))

loans['risk'] = loans['risk'].astype('category')

loans['risk'] = loans['risk'].cat.reorder_categories(['Low Risk', 'Medium Risk', 'High Risk'])

loans.drop(columns = 'grade')
emp_title emp_length state homeownership annual_income verified_income debt_to_income delinq_2y earliest_credit_line inquiries_last_12m total_credit_lines open_credit_lines total_credit_limit total_credit_utilized num_collections_last_12m num_historical_failed_to_pay current_accounts_delinq total_collection_amount_ever current_installment_accounts accounts_opened_24m months_since_last_credit_inquiry num_satisfactory_accounts num_accounts_120d_past_due num_accounts_30d_past_due num_active_debit_accounts total_debit_limit num_total_cc_accounts num_open_cc_accounts num_cc_carrying_balance num_mort_accounts account_never_delinq_percent tax_liens public_record_bankrupt loan_purpose application_type loan_amount term interest_rate installment sub_grade issue_month loan_status initial_listing_status disbursement_method balance paid_total paid_principal paid_interest paid_late_fees risk
0 global config engineer 3.0 NJ MORTGAGE 90000.0 Verified 18.01 0 2001 6 28 10 70795 38767 0 0 0 1250 2 5 5.0 10 0.0 0 2 11100 14 8 6 1 92.9 0 0 moving individual 28000 60 14.07 652.53 C3 Mar-2018 Current whole Cash 27015.86 1999.33 984.14 1015.19 0.0 Medium Risk
1 warehouse office clerk 10.0 HI RENT 40000.0 Not Verified 5.04 0 1996 1 30 14 28800 4321 0 1 0 0 0 11 8.0 14 0.0 0 3 16500 24 14 4 0 100.0 0 1 debt_consolidation individual 5000 36 12.61 167.54 C1 Feb-2018 Current whole Cash 4651.37 499.12 348.63 150.49 0.0 Medium Risk
2 assembly 3.0 WI RENT 40000.0 Source Verified 21.15 0 2006 4 31 10 24193 16000 0 0 0 432 1 13 7.0 10 0.0 0 3 4300 14 8 6 0 93.5 0 0 other individual 2000 36 17.09 71.40 D1 Feb-2018 Current fractional Cash 1824.63 281.80 175.37 106.43 0.0 Medium Risk
3 customer service 1.0 PA RENT 30000.0 Not Verified 10.16 0 2007 0 4 4 25400 4997 0 1 0 0 1 1 15.0 4 0.0 0 2 19400 3 3 2 0 100.0 1 0 debt_consolidation individual 21600 36 6.72 664.19 A3 Jan-2018 Current whole Cash 18853.26 3312.89 2746.74 566.15 0.0 Low Risk
4 security supervisor 10.0 CA RENT 35000.0 Verified 57.96 0 2008 7 22 16 69839 52722 0 0 0 0 1 6 4.0 16 0.0 0 10 32700 20 15 13 0 100.0 0 0 credit_card joint 23000 36 14.07 786.87 C3 Mar-2018 Current whole Cash 21430.15 2324.65 1569.85 754.80 0.0 Medium Risk
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
9995 owner 10.0 TX RENT 108000.0 Source Verified 22.28 0 2008 5 44 13 199195 77963 0 1 0 0 3 8 6.0 13 0.0 0 4 44600 22 9 4 1 100.0 0 1 other individual 24000 36 7.35 744.90 A4 Jan-2018 Current whole Cash 21586.34 2969.80 2413.66 556.14 0.0 Low Risk
9996 director 8.0 PA MORTGAGE 121000.0 Verified 32.38 4 1994 1 28 15 382061 101571 0 0 0 0 3 0 1.0 15 0.0 0 5 28200 18 11 8 2 82.1 0 0 debt_consolidation individual 10000 36 19.03 366.72 D3 Feb-2018 Current whole Cash 9147.44 1456.31 852.56 603.75 0.0 Medium Risk
9997 toolmaker 10.0 CT MORTGAGE 67000.0 Verified 45.26 2 2004 0 18 11 346402 95421 0 0 0 0 3 4 16.0 11 0.0 0 5 14900 9 7 5 2 72.2 0 0 debt_consolidation joint 30000 36 23.88 1175.10 E2 Feb-2018 Current fractional Cash 27617.65 4620.80 2382.35 2238.45 0.0 High Risk
9998 manager 1.0 WI MORTGAGE 80000.0 Source Verified 11.99 0 1999 1 38 15 294475 27641 0 0 0 0 2 2 5.0 15 0.0 0 1 46000 15 9 2 6 100.0 0 0 other individual 24000 36 5.32 722.76 A1 Feb-2018 Current whole Cash 21518.12 2873.31 2481.88 391.43 0.0 Low Risk
9999 operations analyst 3.0 CT RENT 66000.0 Not Verified 20.82 0 2005 0 15 11 91887 53413 0 0 0 0 5 4 18.0 11 0.0 0 5 36800 6 5 5 0 100.0 0 0 credit_card individual 12800 36 10.91 418.52 B4 Feb-2018 Current whole Cash 11574.83 1658.56 1225.17 433.39 0.0 Low Risk

10000 rows × 50 columns

Dimensional reduction: PCA

Code
numerical_cols = loans.select_dtypes(include = ['int64', 'float64']).columns

scaler = StandardScaler()
scaled_data = scaler.fit_transform(loans[numerical_cols])

pca = PCA(n_components = 0.95)

reduced_data = pca.fit_transform(scaled_data)

loading_scores = pd.DataFrame(pca.components_, columns = numerical_cols)

threshold = 0.5

def get_top_features_for_each_component(loading_scores, threshold):
    top_features = {}
    for i in range(loading_scores.shape[0]):
        component = f"Component {i+1}"
        scores = loading_scores.iloc[i]
        top_features_for_component = scores[abs(scores) > threshold].index.tolist()
        top_features[component] = top_features_for_component
    return top_features

top_features = get_top_features_for_each_component(loading_scores, threshold)

for component, features in top_features.items():
    print(f"{component}: {features}")
Component 1: []
Component 2: []
Component 3: []
Component 4: []
Component 5: ['current_accounts_delinq', 'num_accounts_30d_past_due']
Component 6: []
Component 7: ['paid_total', 'paid_principal']
Component 8: []
Component 9: []
Component 10: []
Component 11: []
Component 12: ['total_collection_amount_ever']
Component 13: ['paid_late_fees']
Component 14: ['num_collections_last_12m']
Component 15: ['total_collection_amount_ever']
Component 16: []
Component 17: ['emp_length']
Component 18: ['earliest_credit_line']
Component 19: []
Component 20: []
Component 21: ['account_never_delinq_percent']
Component 22: []
Component 23: ['total_debit_limit']
Code
pca_full = PCA()
pca_full.fit(scaled_data)
cumulative_variance = np.cumsum(pca_full.explained_variance_ratio_)

plt.figure(figsize = (8, 6))
plt.plot(cumulative_variance)
plt.xlabel('Number of Components')
plt.ylabel('Cumulative Explained Variance')
plt.title('Scree Plot')
plt.grid(True)

inflection_point = np.argmax(cumulative_variance >= 0.95) + 1  
plt.axvline(x=inflection_point, color='red', linestyle='--')
plt.axhline(y=cumulative_variance[inflection_point], color='red', linestyle='--')
plt.text(inflection_point+1, 0.5, f'Inflection Point:\n{inflection_point} Components', color = 'red')

plt.show()

Correlations

numerical_cols = loans.select_dtypes(include = ['int64', 'float64'])
corr_matrix = numerical_cols.corr()

threshold = 0.75  # This is an example threshold
highly_correlated_pairs = [(i, j) for i in corr_matrix.columns for j in corr_matrix.columns if (i != j) and (abs(corr_matrix[i][j]) > threshold)]

print("Highly correlated pairs:")
for pair in highly_correlated_pairs:
    print(pair)
Highly correlated pairs:
('total_credit_lines', 'open_credit_lines')
('total_credit_lines', 'num_satisfactory_accounts')
('total_credit_lines', 'num_total_cc_accounts')
('open_credit_lines', 'total_credit_lines')
('open_credit_lines', 'num_satisfactory_accounts')
('open_credit_lines', 'num_open_cc_accounts')
('num_historical_failed_to_pay', 'tax_liens')
('current_accounts_delinq', 'num_accounts_30d_past_due')
('num_satisfactory_accounts', 'total_credit_lines')
('num_satisfactory_accounts', 'open_credit_lines')
('num_satisfactory_accounts', 'num_open_cc_accounts')
('num_accounts_30d_past_due', 'current_accounts_delinq')
('num_active_debit_accounts', 'num_cc_carrying_balance')
('num_total_cc_accounts', 'total_credit_lines')
('num_total_cc_accounts', 'num_open_cc_accounts')
('num_open_cc_accounts', 'open_credit_lines')
('num_open_cc_accounts', 'num_satisfactory_accounts')
('num_open_cc_accounts', 'num_total_cc_accounts')
('num_open_cc_accounts', 'num_cc_carrying_balance')
('num_cc_carrying_balance', 'num_active_debit_accounts')
('num_cc_carrying_balance', 'num_open_cc_accounts')
('tax_liens', 'num_historical_failed_to_pay')
('loan_amount', 'installment')
('loan_amount', 'balance')
('installment', 'loan_amount')
('installment', 'balance')
('balance', 'loan_amount')
('balance', 'installment')
('paid_total', 'paid_principal')
('paid_principal', 'paid_total')
columns_to_remove = [
    'total_credit_lines',  # Redundant with open_credit_lines and other credit line features
    'num_satisfactory_accounts',  # Likely a subset of other credit line features
    'tax_liens',  # If num_historical_failed_to_pay is more relevant
    'current_accounts_delinq',  # Redundant with num_accounts_30d_past_due
    'num_total_cc_accounts',  # Redundant with num_open_cc_accounts
    'installment',  # If loan_amount is more fundamental to the analysis
    'balance',  # If loan_amount provides a better perspective
    'grade',  # Sub_grade provides more detailed information
    'paid_total',  # If paid_principal provides a better perspective
]

loans.drop(columns = columns_to_remove)

loans.head()
emp_title emp_length state homeownership annual_income verified_income debt_to_income delinq_2y earliest_credit_line inquiries_last_12m total_credit_lines open_credit_lines total_credit_limit total_credit_utilized num_collections_last_12m num_historical_failed_to_pay current_accounts_delinq total_collection_amount_ever current_installment_accounts accounts_opened_24m months_since_last_credit_inquiry num_satisfactory_accounts num_accounts_120d_past_due num_accounts_30d_past_due num_active_debit_accounts total_debit_limit num_total_cc_accounts num_open_cc_accounts num_cc_carrying_balance num_mort_accounts account_never_delinq_percent tax_liens public_record_bankrupt loan_purpose application_type loan_amount term interest_rate installment grade sub_grade issue_month loan_status initial_listing_status disbursement_method balance paid_total paid_principal paid_interest paid_late_fees risk
0 global config engineer 3.0 NJ MORTGAGE 90000.0 Verified 18.01 0 2001 6 28 10 70795 38767 0 0 0 1250 2 5 5.0 10 0.0 0 2 11100 14 8 6 1 92.9 0 0 moving individual 28000 60 14.07 652.53 C C3 Mar-2018 Current whole Cash 27015.86 1999.33 984.14 1015.19 0.0 Medium Risk
1 warehouse office clerk 10.0 HI RENT 40000.0 Not Verified 5.04 0 1996 1 30 14 28800 4321 0 1 0 0 0 11 8.0 14 0.0 0 3 16500 24 14 4 0 100.0 0 1 debt_consolidation individual 5000 36 12.61 167.54 C C1 Feb-2018 Current whole Cash 4651.37 499.12 348.63 150.49 0.0 Medium Risk
2 assembly 3.0 WI RENT 40000.0 Source Verified 21.15 0 2006 4 31 10 24193 16000 0 0 0 432 1 13 7.0 10 0.0 0 3 4300 14 8 6 0 93.5 0 0 other individual 2000 36 17.09 71.40 D D1 Feb-2018 Current fractional Cash 1824.63 281.80 175.37 106.43 0.0 Medium Risk
3 customer service 1.0 PA RENT 30000.0 Not Verified 10.16 0 2007 0 4 4 25400 4997 0 1 0 0 1 1 15.0 4 0.0 0 2 19400 3 3 2 0 100.0 1 0 debt_consolidation individual 21600 36 6.72 664.19 A A3 Jan-2018 Current whole Cash 18853.26 3312.89 2746.74 566.15 0.0 Low Risk
4 security supervisor 10.0 CA RENT 35000.0 Verified 57.96 0 2008 7 22 16 69839 52722 0 0 0 0 1 6 4.0 16 0.0 0 10 32700 20 15 13 0 100.0 0 0 credit_card joint 23000 36 14.07 786.87 C C3 Mar-2018 Current whole Cash 21430.15 2324.65 1569.85 754.80 0.0 Medium Risk

Spending our data 💰

Data Preparation

# Encode categorical variables
categorical_columns = loans.select_dtypes(include = ['object', 'category']).columns.tolist()

# Encode categorical variables
label_encoders = {col: LabelEncoder() for col in categorical_columns}
for col in categorical_columns:
    loans[col] = label_encoders[col].fit_transform(loans[col])
    
# Define features and target
X = loans.drop('risk', axis = 1)
y = loans['risk']

# Split the data
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 42)

# Reduce dimensionality to prevent overfitting
pca = PCA(n_components = 2)
X_train_pca = pca.fit_transform(X_train)
X_test_pca = pca.transform(X_test)

Confusion matrix

Aside: visualizing decision boundaries

def decisionplot(model, X, y, resolution=216):
    # Split the data into features (X) and the class variable (y)
    x_min, x_max = X.iloc[:, 0].min() - 1, X.iloc[:, 0].max() + 1
    y_min, y_max = X.iloc[:, 1].min() - 1, X.iloc[:, 1].max() + 1
    xx, yy = np.meshgrid(np.linspace(x_min, x_max, resolution),
                         np.linspace(y_min, y_max, resolution))

    # Predict outcomes for each point on the grid
    if isinstance(model, LinearDiscriminantAnalysis):
        # For LDA, we need to use the decision_function method
        Z = model.decision_function(np.c_[xx.ravel(), yy.ravel()])
    else:
        Z = model.predict(np.c_[xx.ravel(), yy.ravel()])
    
    if isinstance(model, LinearDiscriminantAnalysis):
    # Reshape LDA decision function output appropriately
        Z = Z.reshape(-1, 1)
    else:
        Z = Z.reshape(xx.shape)

    # Plot the actual data points
    plt.scatter(X.iloc[:, 0], X.iloc[:, 1], c=y, edgecolors='k', s=20)

    # Overlay the decision boundary
    plt.contourf(xx, yy, Z, alpha = 0.5)
    
    # Calculate the accuracy
    predictions = model.predict(X)
    acc = accuracy_score(y, predictions)
    
  
    # Set labels for axes
    plt.xlabel(X.columns[0])
    plt.ylabel(X.columns[1])

    plt.show()

Logistic regression

  • Used for Binary Classification: Ideal for predicting binary outcomes (e.g., yes/no decisions). But! Softmax regression can predict 2+ outcomes.

  • Estimates Probabilities: Computes the likelihood of class membership (between 0 and 1).

  • Sigmoid Function: Transforms linear predictions into probabilities using a logistic curve.

  • Coefficients and Odds Ratio: Coefficients estimate the impact on the odds of the outcome.

  • Maximum Likelihood Estimation: Optimizes the fit of the model to the data.

  • Interpretable: The model’s output is straightforward and easy to understand.

  • Linear Relationship Assumption: Assumes a linear relationship between predictors and the log-odds of the outcome.

  • Independent Observations Required: Each observation should be independent of others.

Logistic regression: applied

log_reg = LogisticRegression(multi_class = 'multinomial', solver = 'lbfgs', max_iter = 1000, random_state = 42)
log_reg.fit(X_train_pca, y_train)
predictions = log_reg.predict(X_test_pca)
print("Logistic Regression Accuracy:", accuracy_score(y_test, predictions).round(3))
Logistic Regression Accuracy: 0.5
Code
cm = confusion_matrix(y_test, predictions)
sns.heatmap(cm, annot = True, fmt = 'g')
plt.title('Logistic Regression Confusion Matrix')
plt.ylabel('Actual label')
plt.xlabel('Predicted label')
plt.show()

Code
decisionplot(log_reg, pd.DataFrame(X_train_pca, columns = ['PC1', 'PC2']), y_train)
plt.show()

Linear discriminant analysis

\(\mu_1\) - \(\mu_2\) / \(\sigma_1\) + \(\sigma_2\)

  • Classification: Primarily used for finding a linear combination of features that best separates two or more classes.

  • Dimensionality Reduction: Reduces the number of variables while preserving as much class discriminatory information as possible.

  • Assumptions: Assumes normally distributed data, equal class covariances, and independence of features.

  • Multiclass Classification: Effective in situations where there are more than two classes.

  • Result Interpretation: Provides linear discriminants that act as a decision rule for classification.

Linear discriminant analysis: applied

lda = LinearDiscriminantAnalysis()
lda.fit(X_train_pca, y_train)
predictions = lda.predict(X_test_pca)
print("LDA Accuracy:", accuracy_score(y_test, predictions).round(3))
LDA Accuracy: 0.549
Code
cm = confusion_matrix(y_test, predictions)
sns.heatmap(cm, annot = True, fmt = 'g')
plt.title('LDA Confusion Matrix')
plt.ylabel('Actual label')
plt.xlabel('Predicted label')
plt.show()

Code
acc = accuracy_score(y_test, predictions).round(3)
# Create a meshgrid for plotting
x_min, x_max = X_test_pca[:, 0].min() - 1, X_test_pca[:, 0].max() + 1
y_min, y_max = X_test_pca[:, 1].min() - 1, X_test_pca[:, 1].max() + 1
xx, yy = np.meshgrid(np.linspace(x_min, x_max, 100), np.linspace(y_min, y_max, 100))

# Predict on grid points using test data
Z = lda.predict(np.c_[xx.ravel(), yy.ravel()])
Z = Z.reshape(xx.shape)  # Reshape to match grid shape

# Plot the decision boundary
plt.contourf(xx, yy, Z, alpha = 0.5)

# Overlay data points from the test set
plt.scatter(X_test_pca[:, 0], X_test_pca[:, 1], c=y_test, edgecolors = 'k', s = 20)

# Customize plot
plt.title(f"Decision Boundary; Training Accuracy: {acc:.2f}", fontsize = 13)
plt.xlabel("PCA 1")
plt.ylabel("PCA 2")
plt.show()

K-Nearest Neighbors (KNN)

  • Instance-Based: Uses the entire training set for prediction.

  • Simple Algorithm: Classifies based on the majority class among ‘k’ closest neighbors.

  • Distance Metrics: Employs Euclidean or Manhattan distance for neighbor identification.

  • Parameter ‘k’: Critical to model performance; balancing is needed.

  • No Explicit Training: Leads to slower predictions with larger datasets.

  • Feature Scaling Needed: Performance depends on scaled features.

  • Small Dataset Efficiency: Ideal for small datasets, less so for large ones.

  • Versatile Use: Applicable for both classification and regression.

K-Nearest Neighbors (KNN): applied

knn = KNeighborsClassifier(n_neighbors = 5)
knn.fit(X_train_pca, y_train)
predictions = knn.predict(X_test_pca)
print("KNN Accuracy:", accuracy_score(y_test, predictions).round(3))
KNN Accuracy: 0.508
Code
cm = confusion_matrix(y_test, predictions)
sns.heatmap(cm, annot = True, fmt ='g')
plt.title('KNN Confusion Matrix') 
plt.ylabel('Actual label')
plt.xlabel('Predicted label')
plt.show()

decisionplot(knn, pd.DataFrame(X_train_pca, columns = ['PC1', 'PC2']), y_train)
plt.show()

Naive Bayes

Baye’s Theorem

\[\begin{equation} P(A|B) = \frac{P(B|A) \cdot P(A)}{P(B)} \end{equation}\]

  • Probabilistic Classifier: Calculates the probability of data belonging to a class.

  • Independence Assumption: Assumes features are independent given the class, simplifying calculations.

  • Variants: Includes Multinomial and Gaussian Naive Bayes for different data types.

  • Applications: Commonly used in text classification, spam detection, and recommendation systems.

  • Fast Training: Quick training, suitable for large datasets.

  • Laplace Smoothing: Used to handle zero probabilities.

  • High-Dimensional Data: Performs well in high-dimensional data.

  • Interpretable: Provides interpretable results with class probabilities.

  • Sensitivity to Outliers: Sensitive to outliers and irrelevant features.

  • Complex Relationships: May not capture complex feature dependencies well.

  • Baseline Model: Useful as a baseline for more complex classifiers.

Naive Bayes: applied

gnb = GaussianNB()
gnb.fit(X_train_pca, y_train)
predictions = gnb.predict(X_test_pca)
print("Naive Bayes Accuracy:", accuracy_score(y_test, predictions).round(3))
Naive Bayes Accuracy: 0.516
Code
cm = confusion_matrix(y_test, predictions)
sns.heatmap(cm, annot = True, fmt ='g')
plt.title('Naive Bayes Confusion Matrix') 
plt.ylabel('Actual label')
plt.xlabel('Predicted label')
plt.show()

decisionplot(gnb, pd.DataFrame(X_train_pca, columns = ['PC1', 'PC2']), y_train)
plt.show()

Decision trees

  • Hierarchical Structure: Decision trees have a hierarchical structure with nodes, branches, and leaves.

  • Splitting Criteria: They use criteria like Gini impurity or entropy to split data based on feature values.

  • Interpretability: Highly interpretable due to the visual tree structure.

  • Overfitting: Prone to overfitting, requiring techniques like pruning to mitigate.

  • Feature Importance: Provide feature importance scores for understanding variable impact.

  • Versatility: Applicable to various classification tasks with both categorical and numerical data.

  • Ensemble Methods: Often used as base models in ensemble methods for improved accuracy.

  • Computational Complexity: Can be computationally expensive for large datasets; optimized algorithms available.

Decision trees: applied

dtree = DecisionTreeClassifier()
dtree.fit(X_train_pca, y_train)
predictions = dtree.predict(X_test_pca)
print("Decision Tree Accuracy:", accuracy_score(y_test, predictions).round(3))
Decision Tree Accuracy: 0.486
Code
cm = confusion_matrix(y_test, predictions)
sns.heatmap(cm, annot = True, fmt = 'g')
plt.title('Decision Tree Confusion Matrix')
plt.ylabel('Actual label')
plt.xlabel('Predicted label')
plt.show()

decisionplot(dtree, pd.DataFrame(X_train_pca, columns = ['PC1', 'PC2']), y_train)
plt.show()

Random forest

  • Ensemble Method: Combines multiple decision trees for better predictions.

  • Bagging: Uses bootstrapped data subsets for tree training.

  • Feature Randomization: Randomly selects features for each tree split.

  • Voting Mechanism: Combines tree outputs via majority voting.

  • Versatile: Works for classification and regression tasks.

  • Robust to Overfitting: Less prone to overfitting than single trees.

  • Out-of-Bag Error: Estimates generalization error using unused data.

  • Feature Importance: Measures the importance of input features.

  • Parallelization: Can be parallelized for faster training.

  • Robust to Noisy Data: Handles noisy data and outliers well.

  • Hyperparameter Tuning: Requires tuning for optimal performance.

  • Widely Adopted: Used in various domains for its effectiveness.

Random Forest: applied

rf_classifier = RandomForestClassifier()
rf_classifier.fit(X_train_pca, y_train)
predictions = rf_classifier.predict(X_test_pca)
print("Random Forest Accuracy:", accuracy_score(y_test, predictions).round(3))
Random Forest Accuracy: 0.504
Code
cm = confusion_matrix(y_test, predictions)
sns.heatmap(cm, annot = True, fmt = 'g')
plt.title('Random Forest Confusion Matrix')
plt.ylabel('Actual label')
plt.xlabel('Predicted label')
plt.show()

decisionplot(rf_classifier, pd.DataFrame(X_train_pca, columns = ['PC1', 'PC2']), y_train)
plt.show()

Gradient Boosting (XGBoost)

  • Gradient Boosting: algorithm for classification and regression tasks.

  • Ensemble Learning: It combines multiple decision trees to create a robust predictive model.

  • Sequential Trees: Builds decision trees sequentially to correct errors from previous ones.

  • Feature Importance: Provides feature importance scores for identifying influential features.

  • Handling Missing Data: Offers built-in support for managing missing data.

  • Parallel & Distributed: Efficiently parallelized and distributed for scalability.

  • Speed & Efficiency: Known for its speed due to tree pruning and histogram-based algorithms.

  • Custom Objectives: Allows defining custom objective functions for specific problems.

  • Applications: Used in predictive modeling, NLP, recommendation systems, and more.

Gradient Boost (XGBoost): applied

xgb_model = xgb.XGBClassifier()
xgb_model.fit(X_train_pca, y_train)
predictions = xgb_model.predict(X_test_pca)
print("XGBoost Accuracy:", accuracy_score(y_test, predictions).round(3))
XGBoost Accuracy: 0.515
Code
cm = confusion_matrix(y_test, predictions)
sns.heatmap(cm, annot = True, fmt = 'g')
plt.title('XGBoost Confusion Matrix')
plt.ylabel('Actual label')
plt.xlabel('Predicted label')
plt.show()

decisionplot(xgb_model, pd.DataFrame(X_train_pca, columns = ['PC1', 'PC2']), y_train)
plt.show()

Neural Networks

  • Layers & Neurons: Interconnected nodes in layers.

  • Weights & Activation: Neurons use weights and activations.

  • Forward & Backward: Data flows in both directions.

  • Deep Architectures: Many hidden layers for complexity.

  • Training Data: Requires abundant labeled data.

  • Loss Functions: Measure prediction errors.

  • Backpropagation: Adjusts weights using errors.

  • Hyperparameters: Tuning for model performance.

  • Overfitting: Risk with complex models, mitigated by regularization.

  • GPU Acceleration: Faster training with GPUs.

  • Transfer Learning: Reusing pre-trained models.

  • Interpretability: Limited in complex models.

  • Applications: Image, NLP, autonomous systems.

Neural Networks: applied

model = Sequential()
model.add(Dense(10, input_dim = X_train_pca.shape[1], activation = 'relu'))
model.add(Dense(1, activation = 'sigmoid'))

model.compile(loss = 'binary_crossentropy', optimizer = 'adam', metrics = ['accuracy'])
model.fit(X_train_pca, y_train, epochs = 100, batch_size = 10, verbose=0)

nn_predictions = model.predict(X_test_pca)
nn_predictions = np.round(nn_predictions).flatten()
print("Neural Network Accuracy:", accuracy_score(y_test, nn_predictions).round(3))
 1/63 [..............................] - ETA: 1s63/63 [==============================] - 0s 237us/step
Neural Network Accuracy: 0.549
Code
cm = confusion_matrix(y_test, nn_predictions)
sns.heatmap(cm, annot = True, fmt = 'g')
plt.title('Neural Network Confusion Matrix')
plt.ylabel('Actual label')
plt.xlabel('Predicted label')
plt.show()

decisionplot(model, pd.DataFrame(X_train_pca, columns = ['PC1', 'PC2']), y_train)
plt.show()

Conclusions: question

Can we predict high-risk credit individuals by their financial traits?

Not with the reduced dataset…

However…

What type of category is credit risk?

Feature engineering (ordinal)

loans['risk'] = loans['grade']

low_risk = ['A', 'B']
med_risk = ['C', 'D']
high_risk = ['E', 'F', 'G']

loans['risk'] = loans['grade'].apply(lambda x: 'Low Risk' if x in low_risk else ('Medium Risk' if x in med_risk else 'High Risk'))

risk_mapping = {'Low Risk': 1, 'Medium Risk': 2, 'High Risk': 3}
loans['risk'] = loans['risk'].map(risk_mapping)

loans.drop(columns = 'grade')
emp_title emp_length state homeownership annual_income verified_income debt_to_income delinq_2y earliest_credit_line inquiries_last_12m total_credit_lines open_credit_lines total_credit_limit total_credit_utilized num_collections_last_12m num_historical_failed_to_pay current_accounts_delinq total_collection_amount_ever current_installment_accounts accounts_opened_24m months_since_last_credit_inquiry num_satisfactory_accounts num_accounts_120d_past_due num_accounts_30d_past_due num_active_debit_accounts total_debit_limit num_total_cc_accounts num_open_cc_accounts num_cc_carrying_balance num_mort_accounts account_never_delinq_percent tax_liens public_record_bankrupt loan_purpose application_type loan_amount term interest_rate installment sub_grade issue_month loan_status initial_listing_status disbursement_method balance paid_total paid_principal paid_interest paid_late_fees risk
0 1777 3.0 30 0 90000.0 2 18.01 0 2001 6 28 10 70795 38767 0 0 0 1250 2 5 5.0 10 0.0 0 2 11100 14 8 6 1 92.9 0 0 7 0 28000 60 14.07 652.53 12 2 1 1 0 27015.86 1999.33 984.14 1015.19 0.0 3
1 4676 10.0 11 2 40000.0 0 5.04 0 1996 1 30 14 28800 4321 0 1 0 0 0 11 8.0 14 0.0 0 3 16500 24 14 4 0 100.0 0 1 2 0 5000 36 12.61 167.54 10 0 1 1 0 4651.37 499.12 348.63 150.49 0.0 3
2 207 3.0 47 2 40000.0 1 21.15 0 2006 4 31 10 24193 16000 0 0 0 432 1 13 7.0 10 0.0 0 3 4300 14 8 6 0 93.5 0 0 8 0 2000 36 17.09 71.40 15 0 1 0 0 1824.63 281.80 175.37 106.43 0.0 3
3 1035 1.0 37 2 30000.0 0 10.16 0 2007 0 4 4 25400 4997 0 1 0 0 1 1 15.0 4 0.0 0 2 19400 3 3 2 0 100.0 1 0 2 0 21600 36 6.72 664.19 2 1 1 1 0 18853.26 3312.89 2746.74 566.15 0.0 3
4 3710 10.0 4 2 35000.0 2 57.96 0 2008 7 22 16 69839 52722 0 0 0 0 1 6 4.0 16 0.0 0 10 32700 20 15 13 0 100.0 0 0 1 1 23000 36 14.07 786.87 12 2 1 1 0 21430.15 2324.65 1569.85 754.80 0.0 3
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
9995 2830 10.0 42 2 108000.0 1 22.28 0 2008 5 44 13 199195 77963 0 1 0 0 3 8 6.0 13 0.0 0 4 44600 22 9 4 1 100.0 0 1 8 0 24000 36 7.35 744.90 3 1 1 1 0 21586.34 2969.80 2413.66 556.14 0.0 3
9996 1194 8.0 37 0 121000.0 2 32.38 4 1994 1 28 15 382061 101571 0 0 0 0 3 0 1.0 15 0.0 0 5 28200 18 11 8 2 82.1 0 0 2 0 10000 36 19.03 366.72 17 0 1 1 0 9147.44 1456.31 852.56 603.75 0.0 3
9997 4484 10.0 6 0 67000.0 2 45.26 2 2004 0 18 11 346402 95421 0 0 0 0 3 4 16.0 11 0.0 0 5 14900 9 7 5 2 72.2 0 0 2 1 30000 36 23.88 1175.10 21 0 1 0 0 27617.65 4620.80 2382.35 2238.45 0.0 3
9998 2410 1.0 47 0 80000.0 1 11.99 0 1999 1 38 15 294475 27641 0 0 0 0 2 2 5.0 15 0.0 0 1 46000 15 9 2 6 100.0 0 0 8 0 24000 36 5.32 722.76 0 0 1 1 0 21518.12 2873.31 2481.88 391.43 0.0 3
9999 2769 3.0 6 2 66000.0 0 20.82 0 2005 0 15 11 91887 53413 0 0 0 0 5 4 18.0 11 0.0 0 5 36800 6 5 5 0 100.0 0 0 1 0 12800 36 10.91 418.52 8 0 1 1 0 11574.83 1658.56 1225.17 433.39 0.0 3

10000 rows × 50 columns

Ordinal logistic regression

  1. Dependent Variable: It is used when the response variable is ordinal, meaning the categories have a natural order (e.g., ‘poor’ to ‘excellent’ ratings).

  2. Proportional Odds Assumption: Assumes that the odds of being in a higher category versus all lower categories are the same across each threshold of the dependent variable.

  3. Cumulative Probabilities: Models the probability of the response variable being in a certain category or a lower one, rather than modeling each category individually.

  4. Coefficients Interpretation: Coefficients indicate the change in the log odds of being in a higher category for a one-unit increase in the predictor, holding other variables constant.

  5. Model Diagnostics: Important to assess the proportional odds assumption and model fit using diagnostics like likelihood ratio tests or pseudo R-squared values.

  6. Applications: Widely used in fields like social sciences and medical research for analyzing ordinal data.

Ordinal logistic regression: applied

ord_log_reg = m.LogisticAT(alpha = 1)  
ord_log_reg.fit(X_train_pca, y_train)

ordinal_predictions = ord_log_reg.predict(X_test_pca)
print("Ordinal Logistic Regression Accuracy:", accuracy_score(y_test, ordinal_predictions).round(3))
Ordinal Logistic Regression Accuracy: 0.549
Code
cm = confusion_matrix(y_test, ordinal_predictions)
sns.heatmap(cm, annot=True, fmt='g')
plt.title('Ordinal Logistic Regression Confusion Matrix')
plt.ylabel('Actual label')
plt.xlabel('Predicted label')
plt.show()

Code
decisionplot(ord_log_reg, pd.DataFrame(X_train_pca, columns = ['PC1', 'PC2']), y_train)
plt.show()

K-Nearest Neighbors (KNN): applied

knn = KNeighborsClassifier(n_neighbors = 5)
knn.fit(X_train_pca, y_train)
predictions = knn.predict(X_test_pca)
print("KNN Accuracy:", accuracy_score(y_test, predictions).round(3))
KNN Accuracy: 0.508
Code
cm = confusion_matrix(y_test, predictions)
sns.heatmap(cm, annot = True, fmt ='g')
plt.title('KNN Confusion Matrix') 
plt.ylabel('Actual label')
plt.xlabel('Predicted label')
plt.show()

decisionplot(knn, pd.DataFrame(X_train_pca, columns = ['PC1', 'PC2']), y_train)
plt.show()

Decision trees: applied

dtree = DecisionTreeClassifier()
dtree.fit(X_train_pca, y_train)
predictions = dtree.predict(X_test_pca)
print("Decision Tree Accuracy:", accuracy_score(y_test, predictions).round(3))
Decision Tree Accuracy: 0.486
Code
cm = confusion_matrix(y_test, predictions)
sns.heatmap(cm, annot = True, fmt = 'g')
plt.title('Decision Tree Confusion Matrix')
plt.ylabel('Actual label')
plt.xlabel('Predicted label')
plt.show()

decisionplot(dtree, pd.DataFrame(X_train_pca, columns = ['PC1', 'PC2']), y_train)
plt.show()

Conclusions …cont

  • Similar performance as nominal models

  • …BUT Ordinal Logistic Regression performed best, and better than the nominal model.