Employee Exit Surveys

Clean And Analyze

introducing the project and the dataset

exit surveys from employees of the Department of Education, Training and Employment (DETE) and the Technical and Further Education (TAFE) institute in Queensland, Australia.

Contextual Information Staff feedback provides the Department with valuable information on the reasons why employees resign or retire. The information is used to inform attraction and retention initiatives and to improve work practices across the Department to ensure the Department is considered an employer of choice.The DETE / TAFE Exit Surveys were developed to effectively canvass the opinions and attitudes of departing employees to identify a wide range of operational, organisational and personal variables affecting the decision to leave.

• Are employees who only worked for the institutes for a short period of time resigning due to some kind of dissatisfaction? What about employees who have been there longer? • Are younger employees resigning due to some kind of dissatisfaction? What about older employees?

1. Let's import the necessary libraries so we can read and start to explor our data sets

In [1]:
import pandas as pd
import numpy as np
In [2]:
dete_survey = pd.read_csv("dete-exit-survey-january-2014.csv")
In [3]:
tafe_survey = pd.read_csv("tafe-employee-exit-survey-access-database-december-2013.csv", encoding ='cp1252')
In [4]:
# expanding the output display to see ALL columns of our DS when calling df.describe()
pd.set_option('display.max_columns', 80)      

1.1 dete_survey

In [5]:
dete_survey.describe(include = 'all')
Out[5]:
ID SeparationType Cease Date DETE Start Date Role Start Date Position Classification Region Business Unit Employment Status Career move to public sector Career move to private sector Interpersonal conflicts Job dissatisfaction Dissatisfaction with the department Physical work environment Lack of recognition Lack of job security Work location Employment conditions Maternity/family Relocation Study/Travel Ill Health Traumatic incident Work life balance Workload None of the above Professional Development Opportunities for promotion Staff morale Workplace issue Physical environment Worklife balance Stress and pressure support Performance of supervisor Peer support Initiative Skills Coach Career Aspirations Feedback Further PD Communication My say Information Kept informed Wellness programs Health & Safety Gender Age Aboriginal Torres Strait South Sea Disability NESB
count 822.000000 822 822 822 822 817 455 822 126 817 822 822 822 822 822 822 822 822 822 822 822 822 822 822 822 822 822 822 808 735 816 788 817 815 810 813 812 813 811 767 746 792 768 814 812 816 813 766 793 798 811 16 3 7 23 32
unique NaN 9 25 51 46 15 8 9 14 5 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 2 10 1 1 1 1 1
top NaN Age Retirement 2012 Not Stated Not Stated Teacher Primary Metropolitan Education Queensland Permanent Full-time False False False False False False False False False False False False False False False False False False A A A A A A A A A A A A A A A A A A A A A Female 61 or older Yes Yes Yes Yes Yes
freq NaN 285 344 73 98 324 161 135 54 434 800 742 788 733 761 806 765 794 795 788 760 754 785 710 794 605 735 605 413 242 335 357 467 359 342 349 401 396 372 345 246 348 293 399 400 436 401 253 386 573 222 16 3 7 23 32
mean 411.693431 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
std 237.705820 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
min 1.000000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
25% 206.250000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
50% 411.500000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
75% 616.750000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
max 823.000000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
In [6]:
dete_survey["SeparationType"].value_counts()
Out[6]:
Age Retirement                          285
Resignation-Other reasons               150
Resignation-Other employer               91
Resignation-Move overseas/interstate     70
Voluntary Early Retirement (VER)         67
Ill Health Retirement                    61
Other                                    49
Contract Expired                         34
Termination                              15
Name: SeparationType, dtype: int64
In [7]:
dete_survey["Stress and pressure support"].value_counts()
Out[7]:
A     342
N     168
SA    124
D      95
SD     67
M      14
Name: Stress and pressure support, dtype: int64
In [8]:
dete_survey.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 822 entries, 0 to 821
Data columns (total 56 columns):
 #   Column                               Non-Null Count  Dtype 
---  ------                               --------------  ----- 
 0   ID                                   822 non-null    int64 
 1   SeparationType                       822 non-null    object
 2   Cease Date                           822 non-null    object
 3   DETE Start Date                      822 non-null    object
 4   Role Start Date                      822 non-null    object
 5   Position                             817 non-null    object
 6   Classification                       455 non-null    object
 7   Region                               822 non-null    object
 8   Business Unit                        126 non-null    object
 9   Employment Status                    817 non-null    object
 10  Career move to public sector         822 non-null    bool  
 11  Career move to private sector        822 non-null    bool  
 12  Interpersonal conflicts              822 non-null    bool  
 13  Job dissatisfaction                  822 non-null    bool  
 14  Dissatisfaction with the department  822 non-null    bool  
 15  Physical work environment            822 non-null    bool  
 16  Lack of recognition                  822 non-null    bool  
 17  Lack of job security                 822 non-null    bool  
 18  Work location                        822 non-null    bool  
 19  Employment conditions                822 non-null    bool  
 20  Maternity/family                     822 non-null    bool  
 21  Relocation                           822 non-null    bool  
 22  Study/Travel                         822 non-null    bool  
 23  Ill Health                           822 non-null    bool  
 24  Traumatic incident                   822 non-null    bool  
 25  Work life balance                    822 non-null    bool  
 26  Workload                             822 non-null    bool  
 27  None of the above                    822 non-null    bool  
 28  Professional Development             808 non-null    object
 29  Opportunities for promotion          735 non-null    object
 30  Staff morale                         816 non-null    object
 31  Workplace issue                      788 non-null    object
 32  Physical environment                 817 non-null    object
 33  Worklife balance                     815 non-null    object
 34  Stress and pressure support          810 non-null    object
 35  Performance of supervisor            813 non-null    object
 36  Peer support                         812 non-null    object
 37  Initiative                           813 non-null    object
 38  Skills                               811 non-null    object
 39  Coach                                767 non-null    object
 40  Career Aspirations                   746 non-null    object
 41  Feedback                             792 non-null    object
 42  Further PD                           768 non-null    object
 43  Communication                        814 non-null    object
 44  My say                               812 non-null    object
 45  Information                          816 non-null    object
 46  Kept informed                        813 non-null    object
 47  Wellness programs                    766 non-null    object
 48  Health & Safety                      793 non-null    object
 49  Gender                               798 non-null    object
 50  Age                                  811 non-null    object
 51  Aboriginal                           16 non-null     object
 52  Torres Strait                        3 non-null      object
 53  South Sea                            7 non-null      object
 54  Disability                           23 non-null     object
 55  NESB                                 32 non-null     object
dtypes: bool(18), int64(1), object(37)
memory usage: 258.6+ KB
In [9]:
dete_survey.iloc[:,29:49]
Out[9]:
Opportunities for promotion Staff morale Workplace issue Physical environment Worklife balance Stress and pressure support Performance of supervisor Peer support Initiative Skills Coach Career Aspirations Feedback Further PD Communication My say Information Kept informed Wellness programs Health & Safety
0 A N N N A A A A N N N A A A N A A N N N
1 A N N N N A A A N N N A A A N A A N N N
2 N N N N N N N N N N N N N N A A N N N N
3 N N N A A N N A A A A A A A A A A A N A
4 A N N D D N A A A A A A SA SA D D A N A M
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
817 N D D A N N D A N A A N SA SA N D A A A SA
818 SA D D D A A N A N A A N A N N A A N N N
819 A A A A D N A A A A A A A A A A A A N A
820 D D A SD SD SD A D SD SD D A A N N N SD A N A
821 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN

822 rows × 20 columns

In [10]:
dete_survey["Age"].value_counts()
Out[10]:
61 or older      222
56-60            174
51-55            103
46-50             63
41-45             61
26-30             57
36-40             51
21-25             40
31-35             39
20 or younger      1
Name: Age, dtype: int64
In [11]:
dete_survey.iloc[:,10:28].describe()
Out[11]:
Career move to public sector Career move to private sector Interpersonal conflicts Job dissatisfaction Dissatisfaction with the department Physical work environment Lack of recognition Lack of job security Work location Employment conditions Maternity/family Relocation Study/Travel Ill Health Traumatic incident Work life balance Workload None of the above
count 822 822 822 822 822 822 822 822 822 822 822 822 822 822 822 822 822 822
unique 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
top False False False False False False False False False False False False False False False False False False
freq 800 742 788 733 761 806 765 794 795 788 760 754 785 710 794 605 735 605
In [12]:
dete_survey[dete_survey["None of the above"] == True].iloc[:,10:28].tail(10)
Out[12]:
Career move to public sector Career move to private sector Interpersonal conflicts Job dissatisfaction Dissatisfaction with the department Physical work environment Lack of recognition Lack of job security Work location Employment conditions Maternity/family Relocation Study/Travel Ill Health Traumatic incident Work life balance Workload None of the above
779 False False False False False False False False False False False False False False False False False True
780 False False False False False False False False False False False False False False False False False True
782 False False False False False False False False False False False False False False False False False True
783 False False False False False False False False False False False False False False False False False True
785 False False False False False False False False False False False False False False False False False True
789 False False False False False False False False False False False False False False False False False True
810 False False False False False False False False False False False False False False False False False True
812 False False False False False False False False False False False False False False False False False True
814 False False False False False False False False False False False False False False False False False True
818 False False False False False False False False False False False False False False False False False True

DETE Survey Initial Observations:

  • DETE DS consists of 56 columns and 822 rows.
  • Most of the columns contain non-null values, type object, while only 5 of them have > 90% of null values.
  • Some columns in dete_survey dataframe contain 'Not Stated' values that indicate values are missing, but they aren't represented as NaN - this will be corrected in the next step.
  • There are 18 columns type bool / dete_survey.iloc[:,10:28] / which are contributing factors to why someone resigned from their job.
  • There are 20 columns / dete_survey.iloc[:,29:49] /filled in with: A, N, SA, D, SD or M, which seem as subcategories of columns here described as "contributing factors". kao dodatno pojašnjenje o razlozima zašto je dat otkaz, a zapravo smo te razloge već pokrili sa contruting factors kolonama, tako da ove mogu biti izbrisane
  • 222 of 821 respondents, which is around 27 % were age 61 or more

Čekiraj ovaj tekst nije loš // Examining the DETE Survey data collected in 2014 of 822 former employees. This dataset consisted of several demographic variables (i.e Gender, Age) as well as other relevant background info as it pertains to their position at DETE (such as Employment Status). Additionally, there was also data pertaining to the decision to leave DETE that range across various subforms of grievances which appears to make up a large proportion of the number of variables. As it pertains to our original question, these variable may not be necessary in our analysis and will likely need to be removed in the cleaning process.

Ok, let's now take a look into our 2nd data set:

1.2 tafe_survey

In [13]:
tafe_survey
Out[13]:
Record ID Institute WorkArea CESSATION YEAR Reason for ceasing employment Contributing Factors. Career Move - Public Sector Contributing Factors. Career Move - Private Sector Contributing Factors. Career Move - Self-employment Contributing Factors. Ill Health Contributing Factors. Maternity/Family Contributing Factors. Dissatisfaction Contributing Factors. Job Dissatisfaction Contributing Factors. Interpersonal Conflict Contributing Factors. Study Contributing Factors. Travel Contributing Factors. Other Contributing Factors. NONE Main Factor.     Which of these was the main factor for leaving? InstituteViews. Topic:1. I feel the senior leadership had a clear vision and direction InstituteViews. Topic:2. I was given access to skills training to help me do my job better InstituteViews. Topic:3. I was given adequate opportunities for personal development InstituteViews. Topic:4. I was given adequate opportunities for promotion within %Institute]Q25LBL% InstituteViews. Topic:5. I felt the salary for the job was right for the responsibilities I had InstituteViews. Topic:6. The organisation recognised when staff did good work InstituteViews. Topic:7. Management was generally supportive of me InstituteViews. Topic:8. Management was generally supportive of my team InstituteViews. Topic:9. I was kept informed of the changes in the organisation which would affect me InstituteViews. Topic:10. Staff morale was positive within the Institute InstituteViews. Topic:11. If I had a workplace issue it was dealt with quickly InstituteViews. Topic:12. If I had a workplace issue it was dealt with efficiently InstituteViews. Topic:13. If I had a workplace issue it was dealt with discreetly WorkUnitViews. Topic:14. I was satisfied with the quality of the management and supervision within my work unit WorkUnitViews. Topic:15. I worked well with my colleagues WorkUnitViews. Topic:16. My job was challenging and interesting WorkUnitViews. Topic:17. I was encouraged to use my initiative in the course of my work WorkUnitViews. Topic:18. I had sufficient contact with other people in my job WorkUnitViews. Topic:19. I was given adequate support and co-operation by my peers to enable me to do my job WorkUnitViews. Topic:20. I was able to use the full range of my skills in my job WorkUnitViews. Topic:21. I was able to use the full range of my abilities in my job. ; Category:Level of Agreement; Question:YOUR VIEWS ABOUT YOUR WORK UNIT] WorkUnitViews. Topic:22. I was able to use the full range of my knowledge in my job WorkUnitViews. Topic:23. My job provided sufficient variety WorkUnitViews. Topic:24. I was able to cope with the level of stress and pressure in my job WorkUnitViews. Topic:25. My job allowed me to balance the demands of work and family to my satisfaction WorkUnitViews. Topic:26. My supervisor gave me adequate personal recognition and feedback on my performance WorkUnitViews. Topic:27. My working environment was satisfactory e.g. sufficient space, good lighting, suitable seating and working area WorkUnitViews. Topic:28. I was given the opportunity to mentor and coach others in order for me to pass on my skills and knowledge prior to my cessation date WorkUnitViews. Topic:29. There was adequate communication between staff in my unit WorkUnitViews. Topic:30. Staff morale was positive within my work unit Induction. Did you undertake Workplace Induction? InductionInfo. Topic:Did you undertake a Corporate Induction? InductionInfo. Topic:Did you undertake a Institute Induction? InductionInfo. Topic: Did you undertake Team Induction? InductionInfo. Face to Face Topic:Did you undertake a Corporate Induction; Category:How it was conducted? InductionInfo. On-line Topic:Did you undertake a Corporate Induction; Category:How it was conducted? InductionInfo. Induction Manual Topic:Did you undertake a Corporate Induction? InductionInfo. Face to Face Topic:Did you undertake a Institute Induction? InductionInfo. On-line Topic:Did you undertake a Institute Induction? InductionInfo. Induction Manual Topic:Did you undertake a Institute Induction? InductionInfo. Face to Face Topic: Did you undertake Team Induction; Category? InductionInfo. On-line Topic: Did you undertake Team Induction?process you undertook and how it was conducted.] InductionInfo. Induction Manual Topic: Did you undertake Team Induction? Workplace. Topic:Did you and your Manager develop a Performance and Professional Development Plan (PPDP)? Workplace. Topic:Does your workplace promote a work culture free from all forms of unlawful discrimination? Workplace. Topic:Does your workplace promote and practice the principles of employment equity? Workplace. Topic:Does your workplace value the diversity of its employees? Workplace. Topic:Would you recommend the Institute as an employer to others? Gender.     What is your Gender? CurrentAge.     Current Age Employment Type.     Employment Type Classification.     Classification LengthofServiceOverall. Overall Length of Service at Institute (in years) LengthofServiceCurrent. Length of Service at current workplace (in years)
0 634133009996094000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Contract Expired NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Agree Agree Agree Neutral Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Strongly Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Neutral Agree Agree Yes Yes Yes Yes Face to Face - - Face to Face - - Face to Face - - Yes Yes Yes Yes Yes Female 26 – 30 Temporary Full-time Administration (AO) 1-2 1-2
1 634133654064531000 Mount Isa Institute of TAFE Non-Delivery (corporate) 2010.0 Retirement - - - - - - - - - Travel - - NaN Agree Agree Agree Agree Agree Strongly Agree Strongly Agree Agree Strongly Agree Agree Agree Agree Disagree Strongly Agree Strongly Agree Strongly Agree Agree Agree Agree Strongly Agree Agree Agree Agree Strongly Agree Agree Strongly Agree Strongly Agree Agree Agree Strongly Agree No NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Yes Yes Yes Yes Yes NaN NaN NaN NaN NaN NaN
2 634138845606563000 Mount Isa Institute of TAFE Delivery (teaching) 2010.0 Retirement - - - - - - - - - - - NONE NaN Agree Agree Agree Agree Agree Agree Strongly Agree Agree Agree Agree Agree Neutral Neutral Strongly Agree Strongly Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree No NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Yes Yes Yes Yes Yes NaN NaN NaN NaN NaN NaN
3 634139903350000000 Mount Isa Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - - - - - Travel - - NaN Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Yes No Yes Yes - - - NaN - - - - - Yes Yes Yes Yes Yes NaN NaN NaN NaN NaN NaN
4 634146578511788000 Southern Queensland Institute of TAFE Delivery (teaching) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - NaN Agree Agree Strongly Agree Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Agree Strongly Agree Strongly Agree Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Yes Yes Yes Yes - - Induction Manual Face to Face - - Face to Face - - Yes Yes Yes Yes Yes Male 41 – 45 Permanent Full-time Teacher (including LVT) 3-4 3-4
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
697 635066785175197000 Barrier Reef Institute of TAFE Delivery (teaching) 2013.0 Resignation Career Move - Public Sector - - - - - - - - - - - NaN Neutral Agree Agree Neutral Disagree Neutral Agree Agree Agree Disagree Agree Agree Agree Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Neutral Neutral Neutral Agree Agree Neutral Neutral Agree Neutral Neutral Neutral No NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Yes Yes Yes Yes Yes Male 51-55 Temporary Full-time Teacher (including LVT) 1-2 1-2
698 635067716405666000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation Career Move - Public Sector - - - - - - - - - - - NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
699 635070442972541000 Tropical North Institute of TAFE Delivery (teaching) 2013.0 Resignation - - - - - - - - - - Other - NaN Agree Strongly Agree Strongly Agree Neutral Agree Agree Agree Agree Agree Neutral Agree Agree Agree Agree Agree Strongly Agree Strongly Agree Agree Agree Agree Agree Agree Strongly Agree Agree Strongly Agree Strongly Agree Strongly Agree Agree Agree Agree Yes No Yes Yes - - - - - Induction Manual Face to Face - - Yes Yes Yes Yes Yes Female 51-55 Permanent Full-time Teacher (including LVT) 5-6 1-2
700 635071153170979000 Southbank Institute of Technology Non-Delivery (corporate) 2013.0 Contract Expired NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Strongly Agree Strongly Disagree Strongly Disagree Strongly Disagree Disagree Agree Neutral Neutral Strongly Agree Agree Strongly Disagree Strongly Disagree Strongly Disagree Strongly Disagree Agree Strongly Agree Neutral Agree Disagree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Disagree Strongly Disagree Disagree Agree Strongly Agree Agree Neutral Yes No Yes Yes - On-line - Face to Face - - Face to Face - - No No No Yes No Female 41 – 45 Temporary Full-time Professional Officer (PO) 1-2 1-2
701 635073030973791000 Tropical North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - Career Move - Self-employment - - - - - - Travel - - Career Move - Self-employment Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Neutral Strongly Agree Strongly Agree Agree Disagree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Strongly Agree Neutral Strongly Agree Strongly Agree Yes Yes Yes Yes - - - - - - - - - Yes Yes Yes Yes Yes Female 26 – 30 Contract/casual Administration (AO) 3-4 1-2

702 rows × 72 columns

In [14]:
tafe_survey.columns
Out[14]:
Index(['Record ID', 'Institute', 'WorkArea', 'CESSATION YEAR',
       'Reason for ceasing employment',
       'Contributing Factors. Career Move - Public Sector ',
       'Contributing Factors. Career Move - Private Sector ',
       'Contributing Factors. Career Move - Self-employment',
       'Contributing Factors. Ill Health',
       'Contributing Factors. Maternity/Family',
       'Contributing Factors. Dissatisfaction',
       'Contributing Factors. Job Dissatisfaction',
       'Contributing Factors. Interpersonal Conflict',
       'Contributing Factors. Study', 'Contributing Factors. Travel',
       'Contributing Factors. Other', 'Contributing Factors. NONE',
       'Main Factor.     Which of these was the main factor for leaving?',
       'InstituteViews. Topic:1. I feel the senior leadership had a clear vision and direction',
       'InstituteViews. Topic:2. I was given access to skills training to help me do my job better',
       'InstituteViews. Topic:3. I was given adequate opportunities for personal development',
       'InstituteViews. Topic:4. I was given adequate opportunities for promotion within %Institute]Q25LBL%',
       'InstituteViews. Topic:5. I felt the salary for the job was right for the responsibilities I had',
       'InstituteViews. Topic:6. The organisation recognised when staff did good work',
       'InstituteViews. Topic:7. Management was generally supportive of me',
       'InstituteViews. Topic:8. Management was generally supportive of my team',
       'InstituteViews. Topic:9. I was kept informed of the changes in the organisation which would affect me',
       'InstituteViews. Topic:10. Staff morale was positive within the Institute',
       'InstituteViews. Topic:11. If I had a workplace issue it was dealt with quickly',
       'InstituteViews. Topic:12. If I had a workplace issue it was dealt with efficiently',
       'InstituteViews. Topic:13. If I had a workplace issue it was dealt with discreetly',
       'WorkUnitViews. Topic:14. I was satisfied with the quality of the management and supervision within my work unit',
       'WorkUnitViews. Topic:15. I worked well with my colleagues',
       'WorkUnitViews. Topic:16. My job was challenging and interesting',
       'WorkUnitViews. Topic:17. I was encouraged to use my initiative in the course of my work',
       'WorkUnitViews. Topic:18. I had sufficient contact with other people in my job',
       'WorkUnitViews. Topic:19. I was given adequate support and co-operation by my peers to enable me to do my job',
       'WorkUnitViews. Topic:20. I was able to use the full range of my skills in my job',
       'WorkUnitViews. Topic:21. I was able to use the full range of my abilities in my job. ; Category:Level of Agreement; Question:YOUR VIEWS ABOUT YOUR WORK UNIT]',
       'WorkUnitViews. Topic:22. I was able to use the full range of my knowledge in my job',
       'WorkUnitViews. Topic:23. My job provided sufficient variety',
       'WorkUnitViews. Topic:24. I was able to cope with the level of stress and pressure in my job',
       'WorkUnitViews. Topic:25. My job allowed me to balance the demands of work and family to my satisfaction',
       'WorkUnitViews. Topic:26. My supervisor gave me adequate personal recognition and feedback on my performance',
       'WorkUnitViews. Topic:27. My working environment was satisfactory e.g. sufficient space, good lighting, suitable seating and working area',
       'WorkUnitViews. Topic:28. I was given the opportunity to mentor and coach others in order for me to pass on my skills and knowledge prior to my cessation date',
       'WorkUnitViews. Topic:29. There was adequate communication between staff in my unit',
       'WorkUnitViews. Topic:30. Staff morale was positive within my work unit',
       'Induction. Did you undertake Workplace Induction?',
       'InductionInfo. Topic:Did you undertake a Corporate Induction?',
       'InductionInfo. Topic:Did you undertake a Institute Induction?',
       'InductionInfo. Topic: Did you undertake Team Induction?',
       'InductionInfo. Face to Face Topic:Did you undertake a Corporate Induction; Category:How it was conducted?',
       'InductionInfo. On-line Topic:Did you undertake a Corporate Induction; Category:How it was conducted?',
       'InductionInfo. Induction Manual Topic:Did you undertake a Corporate Induction?',
       'InductionInfo. Face to Face Topic:Did you undertake a Institute Induction?',
       'InductionInfo. On-line Topic:Did you undertake a Institute Induction?',
       'InductionInfo. Induction Manual Topic:Did you undertake a Institute Induction?',
       'InductionInfo. Face to Face Topic: Did you undertake Team Induction; Category?',
       'InductionInfo. On-line Topic: Did you undertake Team Induction?process you undertook and how it was conducted.]',
       'InductionInfo. Induction Manual Topic: Did you undertake Team Induction?',
       'Workplace. Topic:Did you and your Manager develop a Performance and Professional Development Plan (PPDP)?',
       'Workplace. Topic:Does your workplace promote a work culture free from all forms of unlawful discrimination?',
       'Workplace. Topic:Does your workplace promote and practice the principles of employment equity?',
       'Workplace. Topic:Does your workplace value the diversity of its employees?',
       'Workplace. Topic:Would you recommend the Institute as an employer to others?',
       'Gender.     What is your Gender?', 'CurrentAge.     Current Age',
       'Employment Type.     Employment Type',
       'Classification.     Classification',
       'LengthofServiceOverall. Overall Length of Service at Institute (in years)',
       'LengthofServiceCurrent. Length of Service at current workplace (in years)'],
      dtype='object')
In [15]:
tafe_survey.describe(include = 'all')
Out[15]:
Record ID Institute WorkArea CESSATION YEAR Reason for ceasing employment Contributing Factors. Career Move - Public Sector Contributing Factors. Career Move - Private Sector Contributing Factors. Career Move - Self-employment Contributing Factors. Ill Health Contributing Factors. Maternity/Family Contributing Factors. Dissatisfaction Contributing Factors. Job Dissatisfaction Contributing Factors. Interpersonal Conflict Contributing Factors. Study Contributing Factors. Travel Contributing Factors. Other Contributing Factors. NONE Main Factor.     Which of these was the main factor for leaving? InstituteViews. Topic:1. I feel the senior leadership had a clear vision and direction InstituteViews. Topic:2. I was given access to skills training to help me do my job better InstituteViews. Topic:3. I was given adequate opportunities for personal development InstituteViews. Topic:4. I was given adequate opportunities for promotion within %Institute]Q25LBL% InstituteViews. Topic:5. I felt the salary for the job was right for the responsibilities I had InstituteViews. Topic:6. The organisation recognised when staff did good work InstituteViews. Topic:7. Management was generally supportive of me InstituteViews. Topic:8. Management was generally supportive of my team InstituteViews. Topic:9. I was kept informed of the changes in the organisation which would affect me InstituteViews. Topic:10. Staff morale was positive within the Institute InstituteViews. Topic:11. If I had a workplace issue it was dealt with quickly InstituteViews. Topic:12. If I had a workplace issue it was dealt with efficiently InstituteViews. Topic:13. If I had a workplace issue it was dealt with discreetly WorkUnitViews. Topic:14. I was satisfied with the quality of the management and supervision within my work unit WorkUnitViews. Topic:15. I worked well with my colleagues WorkUnitViews. Topic:16. My job was challenging and interesting WorkUnitViews. Topic:17. I was encouraged to use my initiative in the course of my work WorkUnitViews. Topic:18. I had sufficient contact with other people in my job WorkUnitViews. Topic:19. I was given adequate support and co-operation by my peers to enable me to do my job WorkUnitViews. Topic:20. I was able to use the full range of my skills in my job WorkUnitViews. Topic:21. I was able to use the full range of my abilities in my job. ; Category:Level of Agreement; Question:YOUR VIEWS ABOUT YOUR WORK UNIT] WorkUnitViews. Topic:22. I was able to use the full range of my knowledge in my job WorkUnitViews. Topic:23. My job provided sufficient variety WorkUnitViews. Topic:24. I was able to cope with the level of stress and pressure in my job WorkUnitViews. Topic:25. My job allowed me to balance the demands of work and family to my satisfaction WorkUnitViews. Topic:26. My supervisor gave me adequate personal recognition and feedback on my performance WorkUnitViews. Topic:27. My working environment was satisfactory e.g. sufficient space, good lighting, suitable seating and working area WorkUnitViews. Topic:28. I was given the opportunity to mentor and coach others in order for me to pass on my skills and knowledge prior to my cessation date WorkUnitViews. Topic:29. There was adequate communication between staff in my unit WorkUnitViews. Topic:30. Staff morale was positive within my work unit Induction. Did you undertake Workplace Induction? InductionInfo. Topic:Did you undertake a Corporate Induction? InductionInfo. Topic:Did you undertake a Institute Induction? InductionInfo. Topic: Did you undertake Team Induction? InductionInfo. Face to Face Topic:Did you undertake a Corporate Induction; Category:How it was conducted? InductionInfo. On-line Topic:Did you undertake a Corporate Induction; Category:How it was conducted? InductionInfo. Induction Manual Topic:Did you undertake a Corporate Induction? InductionInfo. Face to Face Topic:Did you undertake a Institute Induction? InductionInfo. On-line Topic:Did you undertake a Institute Induction? InductionInfo. Induction Manual Topic:Did you undertake a Institute Induction? InductionInfo. Face to Face Topic: Did you undertake Team Induction; Category? InductionInfo. On-line Topic: Did you undertake Team Induction?process you undertook and how it was conducted.] InductionInfo. Induction Manual Topic: Did you undertake Team Induction? Workplace. Topic:Did you and your Manager develop a Performance and Professional Development Plan (PPDP)? Workplace. Topic:Does your workplace promote a work culture free from all forms of unlawful discrimination? Workplace. Topic:Does your workplace promote and practice the principles of employment equity? Workplace. Topic:Does your workplace value the diversity of its employees? Workplace. Topic:Would you recommend the Institute as an employer to others? Gender.     What is your Gender? CurrentAge.     Current Age Employment Type.     Employment Type Classification.     Classification LengthofServiceOverall. Overall Length of Service at Institute (in years) LengthofServiceCurrent. Length of Service at current workplace (in years)
count 7.020000e+02 702 702 695.000000 701 437 437 437 437 437 437 437 437 437 437 437 437 113 608 613 610 608 615 607 614 608 610 602 601 597 601 609 605 607 610 613 609 609 608 608 611 610 611 606 610 609 603 606 619 432 483 440 555 555 555 530 555 553 555 555 555 608 594 587 586 581 596 596 596 596 596 596
unique NaN 12 2 NaN 6 2 2 2 2 2 2 2 2 2 2 2 2 11 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 9 5 9 7 7
top NaN Brisbane North Institute of TAFE Non-Delivery (corporate) NaN Resignation - - - - - - - - - - - - Dissatisfaction with %[Institute]Q25LBL% Agree Agree Agree Neutral Agree Agree Agree Agree Agree Neutral Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Agree Yes Yes Yes Yes - - - - - - - - - Yes Yes Yes Yes Yes Female 56 or older Permanent Full-time Administration (AO) Less than 1 year Less than 1 year
freq NaN 161 432 NaN 340 375 336 420 403 411 371 360 410 421 415 331 391 23 233 275 247 175 255 212 267 268 284 154 216 209 226 234 281 284 253 331 286 230 232 237 296 298 290 231 269 234 300 236 541 232 441 285 412 502 539 270 473 518 366 555 541 382 536 512 488 416 389 162 237 293 147 177
mean 6.346026e+17 NaN NaN 2011.423022 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
std 2.515071e+14 NaN NaN 0.905977 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
min 6.341330e+17 NaN NaN 2009.000000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
25% 6.343954e+17 NaN NaN 2011.000000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
50% 6.345835e+17 NaN NaN 2011.000000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
75% 6.348005e+17 NaN NaN 2012.000000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
max 6.350730e+17 NaN NaN 2013.000000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
In [16]:
tafe_survey["CESSATION YEAR"].value_counts()
Out[16]:
2011.0    268
2012.0    235
2010.0    103
2013.0     85
2009.0      4
Name: CESSATION YEAR, dtype: int64
In [17]:
tafe_survey["Reason for ceasing employment"].value_counts()
Out[17]:
Resignation                 340
Contract Expired            127
Retrenchment/ Redundancy    104
Retirement                   82
Transfer                     25
Termination                  23
Name: Reason for ceasing employment, dtype: int64
In [18]:
tafe_survey["Contributing Factors. Job Dissatisfaction"].value_counts()
Out[18]:
-                      360
Job Dissatisfaction     77
Name: Contributing Factors. Job Dissatisfaction, dtype: int64
In [19]:
tafe_survey["Contributing Factors. Study"].value_counts()
Out[19]:
-        421
Study     16
Name: Contributing Factors. Study, dtype: int64
In [20]:
tafe_survey["InductionInfo. Topic:Did you undertake a Institute Induction?"].value_counts()
Out[20]:
Yes    441
No      42
Name: InductionInfo. Topic:Did you undertake a Institute Induction?, dtype: int64
In [21]:
tafe_survey["CurrentAge. \xa0\xa0\xa0\xa0Current Age"].value_counts()
Out[21]:
56 or older      162
51-55             82
41 – 45           80
46 – 50           59
31 – 35           52
36 – 40           51
26 – 30           50
21 – 25           44
20 or younger     16
Name: CurrentAge.     Current Age, dtype: int64
In [22]:
# display all rows from the df 
pd.set_option('display.max_rows', None)
In [23]:
tafe_survey.isnull().sum()
Out[23]:
Record ID                                                                                                                                                          0
Institute                                                                                                                                                          0
WorkArea                                                                                                                                                           0
CESSATION YEAR                                                                                                                                                     7
Reason for ceasing employment                                                                                                                                      1
Contributing Factors. Career Move - Public Sector                                                                                                                265
Contributing Factors. Career Move - Private Sector                                                                                                               265
Contributing Factors. Career Move - Self-employment                                                                                                              265
Contributing Factors. Ill Health                                                                                                                                 265
Contributing Factors. Maternity/Family                                                                                                                           265
Contributing Factors. Dissatisfaction                                                                                                                            265
Contributing Factors. Job Dissatisfaction                                                                                                                        265
Contributing Factors. Interpersonal Conflict                                                                                                                     265
Contributing Factors. Study                                                                                                                                      265
Contributing Factors. Travel                                                                                                                                     265
Contributing Factors. Other                                                                                                                                      265
Contributing Factors. NONE                                                                                                                                       265
Main Factor.     Which of these was the main factor for leaving?                                                                                                 589
InstituteViews. Topic:1. I feel the senior leadership had a clear vision and direction                                                                            94
InstituteViews. Topic:2. I was given access to skills training to help me do my job better                                                                        89
InstituteViews. Topic:3. I was given adequate opportunities for personal development                                                                              92
InstituteViews. Topic:4. I was given adequate opportunities for promotion within %Institute]Q25LBL%                                                               94
InstituteViews. Topic:5. I felt the salary for the job was right for the responsibilities I had                                                                   87
InstituteViews. Topic:6. The organisation recognised when staff did good work                                                                                     95
InstituteViews. Topic:7. Management was generally supportive of me                                                                                                88
InstituteViews. Topic:8. Management was generally supportive of my team                                                                                           94
InstituteViews. Topic:9. I was kept informed of the changes in the organisation which would affect me                                                             92
InstituteViews. Topic:10. Staff morale was positive within the Institute                                                                                         100
InstituteViews. Topic:11. If I had a workplace issue it was dealt with quickly                                                                                   101
InstituteViews. Topic:12. If I had a workplace issue it was dealt with efficiently                                                                               105
InstituteViews. Topic:13. If I had a workplace issue it was dealt with discreetly                                                                                101
WorkUnitViews. Topic:14. I was satisfied with the quality of the management and supervision within my work unit                                                   93
WorkUnitViews. Topic:15. I worked well with my colleagues                                                                                                         97
WorkUnitViews. Topic:16. My job was challenging and interesting                                                                                                   95
WorkUnitViews. Topic:17. I was encouraged to use my initiative in the course of my work                                                                           92
WorkUnitViews. Topic:18. I had sufficient contact with other people in my job                                                                                     89
WorkUnitViews. Topic:19. I was given adequate support and co-operation by my peers to enable me to do my job                                                      93
WorkUnitViews. Topic:20. I was able to use the full range of my skills in my job                                                                                  93
WorkUnitViews. Topic:21. I was able to use the full range of my abilities in my job. ; Category:Level of Agreement; Question:YOUR VIEWS ABOUT YOUR WORK UNIT]     94
WorkUnitViews. Topic:22. I was able to use the full range of my knowledge in my job                                                                               94
WorkUnitViews. Topic:23. My job provided sufficient variety                                                                                                       91
WorkUnitViews. Topic:24. I was able to cope with the level of stress and pressure in my job                                                                       92
WorkUnitViews. Topic:25. My job allowed me to balance the demands of work and family to my satisfaction                                                           91
WorkUnitViews. Topic:26. My supervisor gave me adequate personal recognition and feedback on my performance                                                       96
WorkUnitViews. Topic:27. My working environment was satisfactory e.g. sufficient space, good lighting, suitable seating and working area                          92
WorkUnitViews. Topic:28. I was given the opportunity to mentor and coach others in order for me to pass on my skills and knowledge prior to my cessation date     93
WorkUnitViews. Topic:29. There was adequate communication between staff in my unit                                                                                99
WorkUnitViews. Topic:30. Staff morale was positive within my work unit                                                                                            96
Induction. Did you undertake Workplace Induction?                                                                                                                 83
InductionInfo. Topic:Did you undertake a Corporate Induction?                                                                                                    270
InductionInfo. Topic:Did you undertake a Institute Induction?                                                                                                    219
InductionInfo. Topic: Did you undertake Team Induction?                                                                                                          262
InductionInfo. Face to Face Topic:Did you undertake a Corporate Induction; Category:How it was conducted?                                                        147
InductionInfo. On-line Topic:Did you undertake a Corporate Induction; Category:How it was conducted?                                                             147
InductionInfo. Induction Manual Topic:Did you undertake a Corporate Induction?                                                                                   147
InductionInfo. Face to Face Topic:Did you undertake a Institute Induction?                                                                                       172
InductionInfo. On-line Topic:Did you undertake a Institute Induction?                                                                                            147
InductionInfo. Induction Manual Topic:Did you undertake a Institute Induction?                                                                                   149
InductionInfo. Face to Face Topic: Did you undertake Team Induction; Category?                                                                                   147
InductionInfo. On-line Topic: Did you undertake Team Induction?process you undertook and how it was conducted.]                                                  147
InductionInfo. Induction Manual Topic: Did you undertake Team Induction?                                                                                         147
Workplace. Topic:Did you and your Manager develop a Performance and Professional Development Plan (PPDP)?                                                         94
Workplace. Topic:Does your workplace promote a work culture free from all forms of unlawful discrimination?                                                      108
Workplace. Topic:Does your workplace promote and practice the principles of employment equity?                                                                   115
Workplace. Topic:Does your workplace value the diversity of its employees?                                                                                       116
Workplace. Topic:Would you recommend the Institute as an employer to others?                                                                                     121
Gender.     What is your Gender?                                                                                                                                 106
CurrentAge.     Current Age                                                                                                                                      106
Employment Type.     Employment Type                                                                                                                             106
Classification.     Classification                                                                                                                               106
LengthofServiceOverall. Overall Length of Service at Institute (in years)                                                                                        106
LengthofServiceCurrent. Length of Service at current workplace (in years)                                                                                        106
dtype: int64

Like our first DS, the TAFE Survey contains answers from 702 ex employees to 72 questions. Much of this data will not be important to reach our objective, so we will drop in the next steps. This dataframe contains many of the same columns as DETE Survay, but the column names are different. There are multiple columns/answers that indicate an employee resigned because they were dissatisfied.

  • Column names ofc should be cleaned in both datasets

2. initial cleaning

2.1. Let's import dete_survey.csv file into pandas again - with "Not Stated" values as NaN

In [24]:
dete_survey = pd.read_csv("dete-exit-survey-january-2014.csv", na_values="Not Stated")
In [25]:
dete_survey.describe(include='all')
Out[25]:
ID SeparationType Cease Date DETE Start Date Role Start Date Position Classification Region Business Unit Employment Status Career move to public sector Career move to private sector Interpersonal conflicts Job dissatisfaction Dissatisfaction with the department Physical work environment Lack of recognition Lack of job security Work location Employment conditions Maternity/family Relocation Study/Travel Ill Health Traumatic incident Work life balance Workload None of the above Professional Development Opportunities for promotion Staff morale Workplace issue Physical environment Worklife balance Stress and pressure support Performance of supervisor Peer support Initiative Skills Coach Career Aspirations Feedback Further PD Communication My say Information Kept informed Wellness programs Health & Safety Gender Age Aboriginal Torres Strait South Sea Disability NESB
count 822.000000 822 788 749.000000 724.000000 817 455 717 126 817 822 822 822 822 822 822 822 822 822 822 822 822 822 822 822 822 822 822 808 735 816 788 817 815 810 813 812 813 811 767 746 792 768 814 812 816 813 766 793 798 811 16 3 7 23 32
unique NaN 9 24 NaN NaN 15 8 8 14 5 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 2 10 1 1 1 1 1
top NaN Age Retirement 2012 NaN NaN Teacher Primary Metropolitan Education Queensland Permanent Full-time False False False False False False False False False False False False False False False False False False A A A A A A A A A A A A A A A A A A A A A Female 61 or older Yes Yes Yes Yes Yes
freq NaN 285 344 NaN NaN 324 161 135 54 434 800 742 788 733 761 806 765 794 795 788 760 754 785 710 794 605 735 605 413 242 335 357 467 359 342 349 401 396 372 345 246 348 293 399 400 436 401 253 386 573 222 16 3 7 23 32
mean 411.693431 NaN NaN 1994.182911 1998.955801 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
std 237.705820 NaN NaN 13.880503 67.792281 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
min 1.000000 NaN NaN 1963.000000 200.000000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
25% 206.250000 NaN NaN 1982.000000 1995.000000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
50% 411.500000 NaN NaN 1996.000000 2005.000000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
75% 616.750000 NaN NaN 2007.000000 2010.000000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
max 823.000000 NaN NaN 2013.000000 2013.000000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN

2.2. Dropping the unnecessary columns [28:49] from DETE Survey and TAFE Survey columns[17:66]

In [26]:
#dete_survey.columns[28:49], not including 49

dete_survey_updated = dete_survey.drop(dete_survey.columns[28:49], axis=1)
dete_survey_updated.shape
Out[26]:
(822, 35)
In [27]:
dete_survey_updated.columns
Out[27]:
Index(['ID', 'SeparationType', 'Cease Date', 'DETE Start Date',
       'Role Start Date', 'Position', 'Classification', 'Region',
       'Business Unit', 'Employment Status', 'Career move to public sector',
       'Career move to private sector', 'Interpersonal conflicts',
       'Job dissatisfaction', 'Dissatisfaction with the department',
       'Physical work environment', 'Lack of recognition',
       'Lack of job security', 'Work location', 'Employment conditions',
       'Maternity/family', 'Relocation', 'Study/Travel', 'Ill Health',
       'Traumatic incident', 'Work life balance', 'Workload',
       'None of the above', 'Gender', 'Age', 'Aboriginal', 'Torres Strait',
       'South Sea', 'Disability', 'NESB'],
      dtype='object')
In [28]:
#tafe_survey.columns[17:66]  df.drop(['B', 'C'], axis=1)

tafe_survey_updated = tafe_survey.drop(tafe_survey.columns[17:66], axis=1)
tafe_survey_updated.shape
Out[28]:
(702, 23)
In [29]:
tafe_survey_updated.columns
Out[29]:
Index(['Record ID', 'Institute', 'WorkArea', 'CESSATION YEAR',
       'Reason for ceasing employment',
       'Contributing Factors. Career Move - Public Sector ',
       'Contributing Factors. Career Move - Private Sector ',
       'Contributing Factors. Career Move - Self-employment',
       'Contributing Factors. Ill Health',
       'Contributing Factors. Maternity/Family',
       'Contributing Factors. Dissatisfaction',
       'Contributing Factors. Job Dissatisfaction',
       'Contributing Factors. Interpersonal Conflict',
       'Contributing Factors. Study', 'Contributing Factors. Travel',
       'Contributing Factors. Other', 'Contributing Factors. NONE',
       'Gender.     What is your Gender?', 'CurrentAge.     Current Age',
       'Employment Type.     Employment Type',
       'Classification.     Classification',
       'LengthofServiceOverall. Overall Length of Service at Institute (in years)',
       'LengthofServiceCurrent. Length of Service at current workplace (in years)'],
      dtype='object')

/nije moj text / From the above processes, there was a trimming of the original datasets to remove any unnecessary info for our analysis which happened to be a combination of non-greviance or personal reasoning as well as duplicate responses. Futhermore, there was also a correction to the aforementioned responses of "Not Stated" to NaN.

2.2.a Renaming columns in the DETE Survey

In [30]:
dete_survey_updated.columns = dete_survey_updated.columns.str.lower().str.replace(" ", "_").str.strip()
In [31]:
# "separationtype" to "separation_type"
dete_survey_updated.rename(columns ={dete_survey_updated.columns[1] : "separation_type"}, inplace=True)
In [32]:
dete_survey_updated.columns
Out[32]:
Index(['id', 'separation_type', 'cease_date', 'dete_start_date',
       'role_start_date', 'position', 'classification', 'region',
       'business_unit', 'employment_status', 'career_move_to_public_sector',
       'career_move_to_private_sector', 'interpersonal_conflicts',
       'job_dissatisfaction', 'dissatisfaction_with_the_department',
       'physical_work_environment', 'lack_of_recognition',
       'lack_of_job_security', 'work_location', 'employment_conditions',
       'maternity/family', 'relocation', 'study/travel', 'ill_health',
       'traumatic_incident', 'work_life_balance', 'workload',
       'none_of_the_above', 'gender', 'age', 'aboriginal', 'torres_strait',
       'south_sea', 'disability', 'nesb'],
      dtype='object')

2.2.b Renaming columns in the TAFE Survey

In [38]:
mapping = {"Record ID":"id",
           "separationtype" : "separation_type",
           "CESSATION YEAR":"cease_date",
           "Reason for ceasing employment":"separationtype",
           "Gender. What is your Gender?":"gender",
           "CurrentAge. Current Age":"age",
           "Employment Type. Employment Type":"employment_status",
           "Classification. Classification":"position",
           "LengthofServiceOverall. Overall Length of Service at Institute (in years)":"institute_service",
           "LengthofServiceCurrent. Length of Service at current workplace (in years)":"role_service"}

tafe_survey_updated = tafe_survey_updated.rename(mapping, axis = 1)
In [39]:
tafe_survey_updated.columns = tafe_survey_updated.columns.str.lower().str.strip()
In [40]:
tafe_survey_updated.columns
Out[40]:
Index(['id', 'institute', 'workarea', 'cease_date', 'separation_type',
       'contributing factors. career move - public sector',
       'contributing factors. career move - private sector',
       'contributing factors. career move - self-employment',
       'contributing factors. ill health',
       'contributing factors. maternity/family',
       'contributing factors. dissatisfaction',
       'contributing factors. job dissatisfaction',
       'contributing factors. interpersonal conflict',
       'contributing factors. study', 'contributing factors. travel',
       'contributing factors. other', 'contributing factors. none',
       'gender.     what is your gender?', 'currentage.     current age',
       'employment type.     employment type',
       'classification.     classification', 'institute_service',
       'role_service'],
      dtype='object')

We have now standardized the column names, in order to make it easier to combine them in the next steps.

3. Filter the data

After having dome some inicial cleaning, let's recall the question we need to answer and see which exactly columns/data do we need to attain our goal, and what are ones that can be dropped.

Are employees who have only worked for the institutes for a short period of time resigning due to some kind of dissatisfaction? What about employees who have been at the job longer?

In [36]:
dete_survey_updated["separation_type"].value_counts()
Out[36]:
Age Retirement                          285
Resignation-Other reasons               150
Resignation-Other employer               91
Resignation-Move overseas/interstate     70
Voluntary Early Retirement (VER)         67
Ill Health Retirement                    61
Other                                    49
Contract Expired                         34
Termination                              15
Name: separation_type, dtype: int64
In [41]:
tafe_survey_updated["separation_type"].value_counts()
Out[41]:
Resignation                 340
Contract Expired            127
Retrenchment/ Redundancy    104
Retirement                   82
Transfer                     25
Termination                  23
Name: separation_type, dtype: int64

TAFE has only 1 Resignation and DETE 3, we have to take that into account. Regarding our objective here, we will only analyze survey respondents who resigned / their separation_type contains the string "Resignation". So, let's select the data we need! We will use a different method for each dataset.

In [42]:
# selecting the data for DETE Survey respondents who have a Resignation separation type 

dete_resignation = dete_survey_updated.loc[dete_survey_updated["separation_type"].str.contains("Resignation")]
dete_resignation
Out[42]:
id separation_type cease_date dete_start_date role_start_date position classification region business_unit employment_status career_move_to_public_sector career_move_to_private_sector interpersonal_conflicts job_dissatisfaction dissatisfaction_with_the_department physical_work_environment lack_of_recognition lack_of_job_security work_location employment_conditions maternity/family relocation study/travel ill_health traumatic_incident work_life_balance workload none_of_the_above gender age aboriginal torres_strait south_sea disability nesb
3 4 Resignation-Other reasons 05/2012 2005.0 2006.0 Teacher Primary Central Queensland NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
5 6 Resignation-Other reasons 05/2012 1994.0 1997.0 Guidance Officer NaN Central Office Education Queensland Permanent Full-time False True False False False False False False False True True False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
8 9 Resignation-Other reasons 07/2012 2009.0 2009.0 Teacher Secondary North Queensland NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Female 31-35 NaN NaN NaN NaN NaN
9 10 Resignation-Other employer 2012 1997.0 2008.0 Teacher Aide NaN NaN NaN Permanent Part-time False False True True True False False False False False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
11 12 Resignation-Move overseas/interstate 2012 2009.0 2009.0 Teacher Secondary Far North Queensland NaN Permanent Full-time False False False False False False False False False False True True False False False False False False Male 31-35 NaN NaN NaN NaN NaN
12 13 Resignation-Other reasons 2012 1998.0 1998.0 Teacher Primary Far North Queensland NaN Permanent Full-time False False False False False False False False False False True False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
14 15 Resignation-Other employer 2012 2007.0 2010.0 Teacher Secondary Central Queensland NaN Permanent Full-time False False False True True False False False False False False False False False False False False False Male 31-35 NaN NaN NaN NaN NaN
16 17 Resignation-Other reasons 2012 NaN NaN Teacher Aide NaN South East NaN Permanent Part-time False False False False False False True False False False False True False False False False False False Male 61 or older NaN NaN NaN NaN NaN
20 21 Resignation-Other employer 2012 1982.0 1982.0 Teacher Secondary Central Queensland NaN Permanent Full-time False False False False False False False False False False False False False False False False False True Male 56-60 NaN NaN NaN NaN NaN
21 22 Resignation-Other reasons 2012 1980.0 2009.0 Cleaner NaN Darling Downs South West NaN Permanent Part-time False False True False False False False False False False False False False False False False False False Female 51-55 NaN NaN NaN NaN NaN
22 23 Resignation-Other reasons 2012 1997.0 1998.0 School Administrative Staff NaN Metropolitan NaN Permanent Part-time False False False False True False True False False False False False False False False True False False Female 46-50 NaN NaN NaN NaN NaN
23 24 Resignation-Other reasons 2012 1973.0 2012.0 Teacher Primary North Queensland NaN Permanent Full-time False False False True False False False False True False True False False False False True False False Female 61 or older NaN NaN NaN NaN NaN
25 26 Resignation-Other reasons 2012 1995.0 2002.0 Teacher Primary South East NaN Permanent Part-time False False False False False False False False False False False False False False False True False False Female 41-45 NaN NaN NaN NaN NaN
27 28 Resignation-Other employer 2012 2005.0 2011.0 Public Servant AO5-AO7 Central Office Information and Technologies Permanent Full-time True False False False False False False False False False False False False False False False False False Female 21-25 Yes NaN NaN NaN NaN
33 34 Resignation-Other reasons 2012 2003.0 2003.0 Teacher Secondary NaN NaN Permanent Full-time False False True False False False True False False False False False False False True False False False Male 36-40 NaN NaN NaN Yes NaN
34 35 Resignation-Other reasons 2012 2006.0 2009.0 Cleaner NaN Central Office Education Queensland Permanent Part-time False False False False False False False False False False False False False False False True False False Male 61 or older NaN NaN NaN NaN NaN
37 38 Resignation-Other reasons 2012 2011.0 2011.0 Teacher Aide NaN Central Queensland NaN Temporary Part-time False False False False False False False False False False False False False False False False False True Female 21-25 NaN NaN NaN NaN NaN
39 40 Resignation-Move overseas/interstate 2012 NaN NaN Teacher NaN Central Queensland NaN Permanent Full-time False False False True False False True False False True False False False False False True False False Female 21-25 NaN NaN NaN NaN NaN
40 41 Resignation-Other employer 2012 1977.0 1980.0 Teacher Primary South East NaN Permanent Full-time True False False False False False False False False False False False False False False False False False Male 56-60 NaN NaN NaN NaN NaN
41 42 Resignation-Other reasons 2012 1974.0 1994.0 Head of Curriculum/Head of Special Education NaN Metropolitan NaN Permanent Full-time False False True False False False False False False False False False False False False True False False Female 51-55 NaN NaN NaN NaN NaN
42 43 Resignation-Move overseas/interstate 2012 2011.0 2011.0 Cleaner NaN North Coast NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 41-45 NaN NaN NaN NaN NaN
43 44 Resignation-Other reasons 2012 1976.0 1976.0 Teacher Primary North Coast NaN Permanent Full-time False False False True False False False False False False False False False False False True True False Male 51-55 NaN NaN NaN NaN NaN
48 49 Resignation-Move overseas/interstate 2012 2009.0 2010.0 Cleaner NaN South East NaN Permanent Full-time False False False False False False False False False False False True False False False False False False Male 21-25 NaN NaN NaN NaN NaN
50 51 Resignation-Move overseas/interstate 2012 2009.0 2010.0 Cleaner NaN South East NaN Permanent Full-time False False False False False False False False False False False True False False False False False False Male 21-25 NaN NaN NaN NaN NaN
51 52 Resignation-Other reasons 2012 1993.0 1993.0 Cleaner NaN South East NaN Permanent Full-time False False False False False False False False False False False False False False False False False True Female 61 or older NaN NaN NaN NaN NaN
55 56 Resignation-Other employer 2012 2008.0 2008.0 Teacher Aide NaN Metropolitan NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 26-30 NaN NaN NaN NaN NaN
57 58 Resignation-Other employer 2012 2003.0 2012.0 Teacher Secondary Darling Downs South West NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Male 46-50 NaN NaN NaN NaN NaN
61 62 Resignation-Other reasons 2012 2011.0 2011.0 Schools Officer NaN Central Queensland NaN Temporary Part-time False False False False False False False False False False False True False False False False False False Female 31-35 NaN NaN NaN NaN NaN
69 70 Resignation-Other reasons 2012 2006.0 NaN Public Servant AO5-AO7 Central Office Information and Technologies Permanent Full-time False False False True False False False False True False False False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
71 72 Resignation-Other reasons 2012 2011.0 2011.0 Teacher Aide NaN Far North Queensland NaN Permanent Part-time False False False False False False False False False False False True False False False False False False Female 36-40 NaN NaN NaN NaN NaN
87 88 Resignation-Move overseas/interstate 2012 2007.0 2007.0 Teacher Secondary Central Queensland NaN Permanent Full-time False False False False False False False False False False False True True False False False False False Female 26-30 NaN NaN NaN NaN NaN
90 91 Resignation-Other employer 2012 1986.0 1986.0 Teacher Aide NaN North Coast NaN Permanent Part-time True False False False False False False False False False False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
93 94 Resignation-Move overseas/interstate 2012 2002.0 2002.0 Teacher Secondary South East NaN Permanent Full-time False False False True False False True False False False False False False False False True False False Female 41-45 NaN NaN NaN NaN NaN
99 100 Resignation-Move overseas/interstate 2012 2011.0 2011.0 Teacher Secondary Darling Downs South West NaN Permanent Full-time False False False False False False False False False False True False False False False True False False Male 31-35 NaN NaN NaN NaN NaN
100 101 Resignation-Other reasons 2012 2006.0 2008.0 Teacher Aide NaN NaN NaN Permanent Part-time False False False True True False False False False False False False False False False True False False Female 36-40 NaN NaN NaN NaN NaN
102 103 Resignation-Other reasons 2012 2002.0 2007.0 Teacher Primary Darling Downs South West NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 51-55 NaN NaN NaN NaN NaN
103 104 Resignation-Other reasons 2012 2004.0 2008.0 NaN NaN Metropolitan NaN Permanent Part-time False False False True True False True False False False False False False False False False False False Female 51-55 NaN NaN NaN NaN NaN
106 107 Resignation-Other reasons 2012 NaN NaN Teacher Aide NaN Central Office Training and Tertiary Education Queensland Temporary Part-time False False False False False False False True False True False False False False False True False False Female 46-50 NaN NaN Yes NaN NaN
108 109 Resignation-Other reasons 2012 2008.0 2009.0 Technical Officer NaN Central Queensland NaN Permanent Part-time False False False False False False False False False False False False False False False False False False Female 31-35 NaN NaN NaN NaN NaN
111 112 Resignation-Other reasons 2012 2004.0 2004.0 Teacher Special Education Far North Queensland NaN Permanent Full-time True False False False False False False False False False False False False False False False False False Female 26-30 NaN NaN NaN NaN NaN
112 113 Resignation-Other reasons 2012 2007.0 2007.0 Cleaner NaN North Queensland NaN Permanent Part-time False False False False False True False False False False False False False False False False False False Female 56-60 NaN NaN NaN NaN NaN
114 115 Resignation-Move overseas/interstate 2012 1997.0 2004.0 Guidance Officer NaN Darling Downs South West NaN Permanent Full-time False False False False True False False False False False False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
116 117 Resignation-Other reasons 2012 1976.0 1976.0 NaN NaN South East NaN Permanent Full-time False False True False True False True False False False False False False False False False False False Male 56-60 NaN NaN NaN NaN NaN
118 119 Resignation-Other employer 2012 2010.0 2010.0 Teacher Secondary NaN NaN Permanent Full-time True False False False False False False False False False False False False False False True True False Female 46-50 NaN NaN NaN NaN NaN
124 125 Resignation-Other employer 2012 2012.0 2012.0 Public Servant A01-A04 Darling Downs South West NaN Permanent Part-time False True False False False True False False False True False False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
126 127 Resignation-Other reasons 2012 1980.0 1989.0 Teacher Secondary South East NaN Permanent Full-time False False False True True False False False False False False False False False False False False False Male 51-55 NaN NaN NaN NaN NaN
130 131 Resignation-Other employer 2012 2012.0 2012.0 Public Servant AO5-AO7 Central Office Information and Technologies Temporary Full-time True False False True False False False True False False False False False False False False False False Male 51-55 NaN NaN NaN NaN NaN
132 133 Resignation-Other reasons 2012 2007.0 2010.0 Cleaner NaN North Queensland NaN Permanent Part-time False False False False False False False False False False False False False False False True False False Female 41-45 NaN NaN NaN NaN NaN
135 136 Resignation-Other reasons 2012 1994.0 1994.0 Teacher Aide NaN Metropolitan NaN Permanent Part-time False False False False False False False False False False False False False False False True False False Female 56-60 NaN NaN NaN NaN NaN
138 139 Resignation-Other employer 2012 2004.0 2005.0 Teacher Aide NaN Darling Downs South West NaN Permanent Part-time False True False False False False False False False False False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
140 141 Resignation-Other employer 2012 NaN NaN Teacher Aide NaN Metropolitan NaN Permanent Part-time False True False False False False False False False False False False False False False False False False Female 51-55 NaN NaN NaN NaN NaN
145 146 Resignation-Other reasons 2012 2007.0 2007.0 Cleaner NaN NaN NaN Permanent Part-time False False False False False False False False False False False False False True False False False False Male 61 or older NaN NaN NaN NaN NaN
147 148 Resignation-Other employer 2012 2003.0 2003.0 Public Servant A01-A04 Metropolitan NaN Permanent Full-time False True False False False False False True False True False False False False False False False False Male 26-30 NaN NaN NaN NaN NaN
158 159 Resignation-Other employer 2012 2011.0 2011.0 Public Servant A01-A04 Central Office Other Temporary Part-time True False False False False False False False False False False False False False False False False False Male 21-25 NaN NaN NaN NaN NaN
160 161 Resignation-Other reasons 2012 2003.0 2003.0 Cleaner NaN South East NaN Permanent Part-time False False False False False False True False False False False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
164 165 Resignation-Other employer 2012 2005.0 2009.0 Teacher Aide NaN Central Queensland NaN Permanent Full-time False True False False False False False False False False False False False False False True False False Female 41-45 NaN NaN NaN NaN NaN
179 180 Resignation-Other reasons 2012 2012.0 2012.0 Cleaner NaN Central Queensland NaN Permanent Full-time False False False False False False False False False False False False False False False True False False Female 36-40 NaN NaN NaN NaN NaN
183 184 Resignation-Other reasons 2012 1998.0 1998.0 Cleaner NaN Far North Queensland NaN Permanent Part-time False False False False False False False False False False False False False False False True False False Female 61 or older NaN NaN Yes NaN NaN
185 186 Resignation-Other reasons 2012 2005.0 2005.0 Cleaner NaN NaN NaN Permanent Part-time False False False False False False False False False False True False False False False True False False Female 31-35 NaN NaN NaN NaN NaN
189 190 Resignation-Other employer 2012 2006.0 2007.0 Public Servant AO8 and Above Central Office Other Permanent Full-time False False False False False False False True True False False False False False False True False False Female 41-45 Yes NaN NaN NaN NaN
192 193 Resignation-Other reasons 2012 1995.0 2001.0 Teacher Aide NaN Far North Queensland NaN Permanent Full-time False False True False False False False False False False False False False False True False False False Female 46-50 NaN NaN NaN NaN NaN
195 196 Resignation-Other employer 2012 1989.0 2010.0 Technical Officer NaN North Coast NaN Permanent Full-time True False False False False False False False False False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
196 197 Resignation-Other reasons 2012 NaN NaN Teacher Aide NaN North Queensland NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 46-50 NaN NaN NaN NaN NaN
197 198 Resignation-Other employer 2012 2005.0 2005.0 Public Servant A01-A04 South East NaN Permanent Full-time False False False True False False True False False False False False False False False False False False Female 31-35 NaN NaN NaN NaN NaN
204 205 Resignation-Other employer 2012 2008.0 2010.0 Public Servant A01-A04 Central Office Finance Permanent Part-time False True False False False False False False False False False False False False False False False False Female 21-25 NaN NaN NaN NaN NaN
205 206 Resignation-Other reasons 2012 2006.0 2006.0 Teacher Aide NaN North Queensland NaN Permanent Part-time False False False False False False False False False False False False False False False True False False Female 36-40 NaN NaN NaN NaN NaN
210 211 Resignation-Move overseas/interstate 2012 2007.0 2007.0 Professional Officer PO1-PO4 North Coast NaN Permanent Part-time False False False False False False False False False False False True False False False False False False Female 51-55 NaN NaN NaN NaN NaN
212 213 Resignation-Other reasons 2012 1986.0 1997.0 Teacher Secondary Metropolitan NaN Permanent Part-time False False False True False False False False False False False False False False False False True False Male 61 or older NaN NaN NaN NaN NaN
214 215 Resignation-Other reasons 2012 1999.0 2011.0 School Administrative Staff NaN Darling Downs South West NaN Permanent Part-time False False False False False False False False False False False False False False False False False False Female NaN NaN NaN NaN NaN NaN
223 224 Resignation-Other reasons 2012 1996.0 2006.0 Teacher Primary Metropolitan NaN Permanent Full-time False False True False True False False True False False False False False False False False False False NaN 51-55 NaN NaN NaN NaN NaN
224 225 Resignation-Other reasons 2012 2009.0 2009.0 Teacher Secondary NaN NaN Permanent Full-time False False False False False False False False False False False False False False False True True False Female 36-40 NaN NaN NaN NaN NaN
228 229 Resignation-Other reasons 2012 1994.0 2012.0 Cleaner Primary South East NaN Permanent Part-time False False False False False False False False False False True True False False False True False False Male 56-60 NaN NaN NaN NaN NaN
235 236 Resignation-Move overseas/interstate 2012 2009.0 2009.0 Technical Officer NaN Central Queensland NaN Permanent Full-time False False False False False False False False False False False True True False False False False False Female 21-25 NaN NaN NaN NaN NaN
247 248 Resignation-Move overseas/interstate 2013 2007.0 2007.0 School Based Professional Staff (Therapist, nu... PO1-PO4 South East NaN Permanent Full-time False False False False False False False False False False False True True False False False False False Female 26-30 NaN NaN NaN NaN NaN
248 249 Resignation-Move overseas/interstate 2012 2011.0 2011.0 Teacher Primary Far North Queensland NaN Temporary Full-time False False False False False False False False False False False True False False False False False False Male 31-35 NaN NaN NaN NaN NaN
250 251 Resignation-Other reasons 2013 2006.0 2006.0 Teacher Primary NaN NaN Permanent Full-time False False False False False False False False True False False False True False False False False False Male 26-30 NaN NaN NaN NaN NaN
254 255 Resignation-Other reasons 2012 2000.0 2012.0 Teacher Secondary Central Queensland NaN Permanent Part-time False True False False False False False False False False True False False False False True False False Female 31-35 NaN NaN NaN NaN NaN
255 256 Resignation-Other employer 2012 2008.0 2012.0 Cleaner NaN South East NaN Permanent Part-time False True False False False False False True False False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
256 257 Resignation-Move overseas/interstate 2012 2005.0 2005.0 Teacher Aide NaN NaN NaN Permanent Part-time False False False False False False False False True False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
257 258 Resignation-Other reasons 2012 2012.0 2012.0 Public Servant A01-A04 Darling Downs South West NaN Temporary Part-time False False False False False False False False False False False False False False False False False True Female 21-25 NaN NaN NaN NaN NaN
258 259 Resignation-Other employer 2012 2007.0 2007.0 Teacher Secondary Central Office Education Queensland Permanent Full-time False True False False False False True False False True False False False False False False False False Female 26-30 NaN NaN NaN NaN NaN
259 260 Resignation-Move overseas/interstate 2012 2008.0 2008.0 Schools Officer NaN Metropolitan NaN Permanent Full-time False False False True False False True False False True False False False False False False False False Male 41-45 NaN NaN NaN NaN NaN
262 263 Resignation-Move overseas/interstate 2013 2011.0 2011.0 Teacher Secondary South East NaN Permanent Full-time False True False False False False False False False False False True False False False True False False Male 36-40 NaN NaN NaN NaN NaN
263 264 Resignation-Move overseas/interstate 2013 2009.0 2012.0 Teacher Special Education North Queensland NaN Permanent Full-time False False False False False False False False False False False True False False False False False False Female 21-25 NaN NaN NaN NaN NaN
264 265 Resignation-Other reasons 2012 2011.0 2011.0 School Administrative Staff NaN Darling Downs South West NaN Permanent Part-time False False False False False False False False False False True False False False False False False False Female 20 or younger Yes NaN NaN NaN NaN
267 268 Resignation-Other employer 2012 2011.0 2011.0 Cleaner NaN Darling Downs South West NaN Permanent Part-time False False False False False False False False False False True False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
268 269 Resignation-Move overseas/interstate 2012 2011.0 2012.0 Teacher Secondary Central Queensland NaN Permanent Full-time False False False False False False False False False False True True True False False False False False Female 31-35 NaN NaN NaN NaN NaN
269 270 Resignation-Other reasons 2012 2010.0 2010.0 Teacher Secondary Central Queensland NaN Permanent Full-time False False False False False False False False False False False False False False False False False True Female 26-30 NaN NaN NaN NaN NaN
273 274 Resignation-Other reasons 2012 1991.0 2007.0 Teacher Primary Central Queensland NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 56-60 NaN NaN NaN NaN NaN
274 275 Resignation-Other employer 2013 2011.0 2011.0 Public Servant A01-A04 NaN NaN Temporary Part-time False True False False False False False False False False False False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
279 280 Resignation-Other reasons 2012 1992.0 1992.0 Cleaner NaN NaN NaN Permanent Part-time False False True False True False False False False False False False False True False False False False Female 61 or older NaN NaN NaN NaN NaN
283 284 Resignation-Other employer 2012 2007.0 2007.0 Teacher Secondary North Coast NaN Permanent Full-time False True False False False False False False False True False False False False False False False False Female 26-30 NaN NaN NaN NaN NaN
284 285 Resignation-Other employer 2012 2007.0 2008.0 Teacher Secondary North Coast NaN Permanent Full-time False True False False False False False False True False False False False False False False False False Female 31-35 NaN NaN NaN NaN NaN
285 286 Resignation-Move overseas/interstate 2012 2012.0 2012.0 Cleaner NaN NaN NaN Permanent Full-time False False False False False False False False False False False True False False False False False False Female NaN NaN NaN NaN NaN NaN
286 287 Resignation-Other employer 2012 2012.0 2012.0 Teacher Aide NaN NaN NaN Permanent Part-time False True False False False False False False False False False False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
288 289 Resignation-Move overseas/interstate 2013 NaN NaN Public Servant AO5-AO7 Central Office Education Queensland Permanent Full-time False False False True False False True False False False False False True False False False True False Female 26-30 NaN NaN NaN NaN NaN
291 292 Resignation-Other employer 2013 NaN NaN Teacher Aide NaN NaN NaN Permanent Part-time False True False False False False False False False False False False False False False False False False Female 56-60 NaN NaN NaN NaN NaN
293 294 Resignation-Move overseas/interstate 2012 NaN NaN Schools Officer NaN South East NaN Permanent Part-time False False False False False False False False False False True True True False False False False False NaN 61 or older NaN NaN NaN NaN NaN
295 296 Resignation-Move overseas/interstate 2012 1980.0 2003.0 Teacher Special Education Central Office NaN Permanent Full-time False False False False False False False False False False False False True False False True False False Female 51-55 NaN NaN NaN NaN NaN
296 297 Resignation-Other employer 2012 2006.0 2009.0 Technical Officer NaN North Coast NaN Permanent Part-time False True False False False False False False False False False False False False False False False False Male 41-45 NaN NaN NaN NaN NaN
300 301 Resignation-Move overseas/interstate 2012 1996.0 1996.0 Teacher Primary Darling Downs South West NaN Permanent Part-time False True False False False False False False False True False False True False False True False False Female 51-55 NaN NaN NaN NaN NaN
301 302 Resignation-Other employer 2012 NaN NaN School Administrative Staff NaN NaN NaN Permanent Part-time False True False False False False False False False False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
303 304 Resignation-Other reasons 2012 2005.0 2011.0 Cleaner NaN South East NaN Permanent Part-time False False False True False False True False False False False False False False False False False False Male 51-55 NaN NaN NaN NaN NaN
304 305 Resignation-Other employer 2013 2009.0 2009.0 Teacher Secondary Central Queensland NaN Permanent Full-time False False False False False False False False False False False True False False False False False False Male 46-50 NaN NaN NaN NaN NaN
311 312 Resignation-Other employer 2013 2001.0 2007.0 Teacher Secondary North Queensland NaN Permanent Full-time False False False True True False False False False False False False False False False False False False Male 36-40 NaN NaN NaN NaN NaN
312 313 Resignation-Other reasons 2013 1999.0 2012.0 Teacher Primary North Coast NaN Permanent Part-time False False False False False True False False False False True False False False False False True False Female 36-40 NaN NaN NaN NaN NaN
314 315 Resignation-Other employer 2013 2001.0 2006.0 Teacher Primary NaN NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
317 318 Resignation-Other employer 2012 1989.0 1989.0 Teacher NaN Metropolitan NaN Permanent Full-time False True True False False False False False False False False False False False False False False False Male 41-45 NaN NaN NaN NaN NaN
318 319 Resignation-Other reasons 2012 2012.0 2012.0 School Administrative Staff NaN North Queensland NaN Permanent Part-time False False False True False False False False False False False False False False False True True False Female 46-50 NaN NaN NaN NaN NaN
320 321 Resignation-Other reasons 2012 2011.0 2011.0 Cleaner NaN Metropolitan NaN Permanent Part-time False False False False False False False False False False False False False False False True False False Female 26-30 NaN NaN NaN NaN NaN
322 323 Resignation-Other employer 2013 2007.0 2007.0 Teacher Middle Metropolitan NaN Permanent Full-time False True False False True False False False True False False False False False False False False False Male 26-30 NaN NaN NaN NaN NaN
324 325 Resignation-Other reasons 2012 2011.0 2011.0 Teacher Aide NaN South East NaN Permanent Part-time False False False False False False False False False False False False True False False False False False Female 21-25 NaN NaN NaN NaN NaN
325 326 Resignation-Other employer 2012 2000.0 2004.0 Teacher Aide NaN Darling Downs South West NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 46-50 NaN NaN NaN NaN NaN
326 327 Resignation-Other reasons 2012 2008.0 2008.0 Cleaner NaN North Queensland NaN Permanent Full-time False False False False False False False False False False False False False False False False False True Female 36-40 NaN NaN NaN NaN Yes
332 333 Resignation-Other reasons 2012 2011.0 2011.0 Cleaner NaN NaN NaN Permanent Full-time False False True False False False False False False False False True False False False True False False Female 21-25 NaN NaN NaN NaN NaN
333 334 Resignation-Other employer 2012 2012.0 2012.0 School Administrative Staff NaN South East NaN Temporary Part-time False False False False False False False True False False False False False False False False False False Female 51-55 NaN NaN NaN NaN NaN
340 341 Resignation-Other reasons 2013 2005.0 2012.0 Teacher Primary North Coast NaN Permanent Full-time False False False False False False False False True False True False False False False True False False Male 26-30 NaN NaN NaN NaN NaN
343 344 Resignation-Other employer 2012 NaN NaN School Administrative Staff NaN Metropolitan NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 41-45 NaN NaN NaN NaN Yes
345 346 Resignation-Other employer 2012 1988.0 1988.0 Teacher Primary Metropolitan NaN Permanent Full-time False False False False False False False False False False False False False False False True False False Female 41-45 NaN NaN NaN NaN NaN
347 348 Resignation-Other employer 2012 2008.0 2008.0 Head of Curriculum/Head of Special Education NaN North Queensland NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Female 36-40 NaN NaN NaN NaN Yes
348 349 Resignation-Other reasons 2013 1980.0 1999.0 Teacher Secondary NaN NaN Permanent Part-time False False False False False False False False False False False False False False False True True False Male 56-60 NaN NaN NaN NaN NaN
354 355 Resignation-Other employer 2013 2007.0 2007.0 Teacher Secondary Metropolitan NaN Permanent Full-time False True False False False False False False False False False True False False False False True False Male 26-30 NaN NaN NaN NaN NaN
355 356 Resignation-Other reasons 2013 1992.0 1992.0 Teacher Aide NaN NaN NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 56-60 NaN NaN NaN NaN NaN
356 357 Resignation-Move overseas/interstate 2013 2003.0 2011.0 Teacher Secondary North Queensland NaN Permanent Part-time False False False False False False False False False False False False True False False False False False Female 31-35 NaN NaN NaN NaN NaN
365 366 Resignation-Other reasons 2012 NaN NaN Teacher Secondary Metropolitan NaN Permanent Full-time False False False False False False False False False False False False False False False False False True Male 26-30 NaN NaN NaN NaN NaN
366 367 Resignation-Move overseas/interstate 2013 2010.0 2010.0 Teacher Secondary South East NaN Permanent Full-time False True False False False False True False False False False False False False False False False False Male 21-25 NaN NaN NaN NaN NaN
367 368 Resignation-Move overseas/interstate 2013 2012.0 2012.0 Teacher Secondary Darling Downs South West NaN Permanent Full-time False False False False False False False False False False False True True False False True False False Female 21-25 NaN NaN NaN NaN NaN
371 372 Resignation-Other reasons 2012 2012.0 2012.0 Teacher Aide NaN Central Queensland NaN Permanent Full-time False False False False False False False False False False False False True False False False False False Female 36-40 NaN NaN NaN NaN NaN
374 375 Resignation-Other employer 2012 1992.0 1992.0 Teacher Secondary Darling Downs South West NaN Permanent Full-time False False False False False False False False False False True False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
375 376 Resignation-Other reasons 2012 1999.0 1999.0 Teacher Aide NaN NaN NaN Permanent Full-time False False False False False False False True False False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
376 377 Resignation-Move overseas/interstate 2012 2007.0 2007.0 Teacher Aide NaN NaN NaN Permanent Part-time False False False False False False False False False False True False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
377 378 Resignation-Other employer 2012 1990.0 NaN Teacher Aide NaN NaN NaN Permanent Part-time False False False True False False True True False False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
379 380 Resignation-Move overseas/interstate 2012 NaN NaN Teacher Primary Darling Downs South West NaN Permanent Part-time False True False False False False False False False False False False False False False False False False Female 26-30 NaN NaN NaN NaN NaN
381 382 Resignation-Other employer 2013 2008.0 2008.0 Teacher Secondary NaN NaN Permanent Full-time False True False False False True True False False False False False False False False False False False Female 26-30 NaN NaN NaN NaN NaN
383 384 Resignation-Move overseas/interstate 2012 1994.0 1996.0 Teacher Special Education Metropolitan NaN Permanent Full-time False False False False False False False False False False False True False False False False False False Female 56-60 NaN NaN NaN NaN NaN
388 389 Resignation-Move overseas/interstate 2013 2007.0 2007.0 Teacher Secondary NaN NaN Permanent Full-time True False False False False False False False False False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
389 390 Resignation-Other employer 2013 1985.0 1999.0 Teacher Secondary Central Queensland NaN Permanent Full-time True False False False False False False False False False False False False False False True False False Female 46-50 NaN NaN NaN NaN NaN
390 391 Resignation-Other employer 2013 2000.0 200.0 Teacher Secondary Central Queensland NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
391 392 Resignation-Other employer 2012 2007.0 2007.0 Teacher Secondary Darling Downs South West NaN Permanent Full-time False True True True False False False False False False False False False False False False False False Female 31-35 NaN NaN NaN NaN NaN
398 399 Resignation-Other reasons 2012 1993.0 2011.0 Guidance Officer NaN Darling Downs South West NaN Permanent Part-time False False False False False False False False True False True True False False False False False False Female 41-45 NaN NaN NaN NaN NaN
399 400 Resignation-Other employer 2013 NaN NaN Cleaner NaN NaN NaN NaN False False False True False False False False False True False False False False False False False False Male 56-60 NaN NaN NaN NaN NaN
405 406 Resignation-Other reasons 2012 NaN NaN Teacher Primary NaN NaN NaN False False True False False False False False False False True False False False False False False False NaN NaN NaN NaN NaN NaN NaN
406 407 Resignation-Other reasons 2013 1991.0 1992.0 Teacher Aide NaN Darling Downs South West NaN Permanent Part-time False False False False False False True False False False False False False True True False False False Female 56-60 NaN NaN NaN NaN NaN
407 408 Resignation-Move overseas/interstate 2013 NaN 2011.0 Technical Officer NaN Central Queensland NaN Temporary Part-time False False False False False False False False False False False True False False False False False False Male 61 or older NaN NaN NaN NaN NaN
408 409 Resignation-Other reasons 2012 2006.0 2006.0 Teacher Primary NaN NaN Permanent Full-time False True True True True True True False True True True True False False False True False False Female 26-30 NaN NaN NaN NaN NaN
409 410 Resignation-Other reasons 2012 NaN NaN Teacher Aide NaN NaN NaN Permanent Part-time False False False False False False False False False False True False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
410 411 Resignation-Other reasons 2013 2008.0 2008.0 Teacher Primary Central Queensland NaN Permanent Full-time False False False False False False False False False False False False False False False False False True Female 26-30 NaN NaN NaN NaN NaN
412 413 Resignation-Other reasons 2013 2008.0 2009.0 Cleaner NaN NaN NaN Permanent Full-time False False False False False False False False False False False False False True False False False False Female 41-45 NaN NaN NaN NaN NaN
414 415 Resignation-Other employer 2013 1997.0 2009.0 Teacher Primary Darling Downs South West NaN Permanent Full-time True False False False False False False False False False False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
415 416 Resignation-Move overseas/interstate 2013 2011.0 2013.0 Teacher Primary Central Queensland NaN Permanent Full-time True False True False False False False False False False False False False False False False False False Male 26-30 NaN NaN NaN NaN NaN
416 417 Resignation-Other reasons 2012 1963.0 1989.0 Teacher Special Education Metropolitan NaN Permanent Full-time False False False False False False False False False False False False False True True False False False Female 61 or older NaN NaN NaN NaN NaN
417 418 Resignation-Other reasons 2013 2008.0 2011.0 Teacher Aide Primary South East NaN Permanent Part-time False True False False False False False False False False False False False False False True True False Female 41-45 NaN NaN NaN NaN NaN
419 420 Resignation-Other reasons 2013 2012.0 2012.0 Teacher Aide NaN North Queensland NaN Temporary Part-time False False False False False False False False True False False False False False False False False False Female 41-45 NaN NaN NaN Yes NaN
423 424 Resignation-Other employer 2013 2008.0 2012.0 Head of Curriculum/Head of Special Education NaN North Queensland NaN Permanent Full-time False False False False False False False False False False False True False False False False False False Male 31-35 NaN NaN NaN NaN NaN
432 433 Resignation-Move overseas/interstate 2013 2008.0 2010.0 Technical Officer NaN Central Office NaN Permanent Full-time False False False True True False True True False True False False False False False False True False Female 26-30 NaN NaN NaN NaN NaN
433 434 Resignation-Other reasons 2013 1993.0 2002.0 Teacher Primary North Queensland NaN Permanent Part-time False False False False True False False False False True False False False False False False True False Female 46-50 NaN NaN NaN NaN NaN
434 435 Resignation-Other reasons 2013 2006.0 2010.0 Head of Curriculum/Head of Special Education NaN Central Queensland NaN Permanent Full-time False True False False False False False False False False False True False False False False True False Female 26-30 NaN NaN NaN NaN NaN
437 438 Resignation-Other reasons 2013 2002.0 2002.0 Teacher Special Education Darling Downs South West NaN Permanent Full-time False False False True False False False False False False False False True True False False False False Female 31-35 NaN NaN NaN Yes NaN
438 439 Resignation-Other employer 2013 NaN NaN Teacher Secondary North Queensland NaN Permanent Full-time True False False False False False False False False False False True False False False False False False Female 21-25 NaN NaN NaN NaN NaN
439 440 Resignation-Other reasons 2012 1992.0 2009.0 Teacher Aide NaN South East NaN Permanent Full-time False False False False True False True False False False False False False False True False False False Female 56-60 NaN NaN NaN NaN NaN
441 442 Resignation-Other reasons 2013 2010.0 2010.0 Teacher Aide NaN North Queensland NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 31-35 NaN NaN NaN NaN NaN
449 450 Resignation-Other employer 2012 NaN NaN Teacher Primary South East NaN Permanent Full-time False False False False True False False False False True False False False False False False False False Male 36-40 NaN NaN NaN NaN NaN
451 452 Resignation-Other reasons 2013 2009.0 2012.0 Teacher Aide NaN Metropolitan NaN Permanent Part-time False False False False False False False False False False False True False False False False False False Female 21-25 NaN NaN NaN NaN NaN
452 453 Resignation-Move overseas/interstate 2013 1991.0 2007.0 Head of Curriculum/Head of Special Education NaN NaN NaN Permanent Full-time False False False False False False False False False False False False False False False False False True Female 41-45 NaN NaN NaN NaN NaN
454 455 Resignation-Move overseas/interstate 2013 2013.0 2013.0 Public Servant A01-A04 Central Office Human Resources Permanent Full-time False False False False False False False False False False False True False False False True False False Female 56-60 NaN NaN NaN NaN NaN
456 457 Resignation-Other reasons 2013 2013.0 2013.0 Teacher Primary NaN NaN Permanent Full-time False False False False False False False False False False False False False False False True False False Female 21-25 NaN NaN NaN NaN NaN
459 460 Resignation-Move overseas/interstate 2012 2011.0 2013.0 Public Servant AO5-AO7 Central Office Information and Technologies Temporary Full-time False True False False False False False False False False False False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
461 462 Resignation-Other reasons 2013 2010.0 2010.0 Teacher Aide NaN NaN NaN Permanent Part-time False True False False False False False False False False False False False False False False False False Female 51-55 NaN NaN NaN NaN NaN
464 465 Resignation-Other employer 2013 2002.0 2002.0 Teacher Primary NaN NaN Permanent Part-time False False False False False False False True False False False False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
466 467 Resignation-Other reasons 2013 2000.0 2013.0 Teacher Secondary Metropolitan NaN Permanent Part-time False False False False False False False False False False True False False False False True False False Female 41-45 NaN NaN NaN NaN NaN
470 471 Resignation-Other reasons 2013 1990.0 2013.0 Teacher Primary North Queensland NaN Permanent Full-time False False False False False False False False False False False False False True True True False False Female 46-50 NaN NaN NaN Yes NaN
471 472 Resignation-Other reasons 2013 NaN NaN Teacher Secondary South East NaN Permanent Part-time False False True False False False False False False False False False False False False False True False Female 56-60 NaN NaN NaN NaN NaN
473 474 Resignation-Other reasons 2013 1997.0 1997.0 Teacher Primary North Queensland NaN Permanent Part-time False False False True True False True False False False False False False False False True False False Female 51-55 NaN NaN NaN NaN NaN
476 477 Resignation-Other reasons 2013 2008.0 2011.0 Teacher Secondary Metropolitan NaN Casual False False False False False False False False False False False False False False False True False False Male 51-55 NaN NaN NaN NaN Yes
477 478 Resignation-Move overseas/interstate 2013 2004.0 2004.0 Cleaner NaN South East NaN Permanent Full-time False False False False False False False False False False False False False False False False False True Male 46-50 NaN NaN NaN NaN NaN
478 479 Resignation-Other reasons 2013 2000.0 NaN Teacher Primary Darling Downs South West NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 51-55 NaN NaN NaN NaN NaN
479 480 Resignation-Other reasons 2013 2013.0 2013.0 Teacher Primary Metropolitan NaN Permanent Part-time False False False False False False False False False False True False False False False True False False Female 26-30 Yes NaN NaN NaN NaN
481 482 Resignation-Other reasons 2012 1990.0 1990.0 Teacher Aide NaN Central Queensland NaN Permanent Part-time False False False False False False False False False False False False False False False True False False Male 41-45 NaN NaN NaN NaN NaN
485 486 Resignation-Move overseas/interstate 2012 2005.0 2010.0 Teacher Aide NaN South East NaN Permanent Part-time False False False False False False False False False False False True False False False False False False Female 46-50 NaN NaN NaN NaN NaN
486 487 Resignation-Other reasons 2013 1993.0 1993.0 Teacher Primary Darling Downs South West NaN Permanent Part-time False False False False False False False False False False True False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
489 490 Resignation-Other reasons 2012 NaN NaN Cleaner NaN NaN NaN NaN False False False False False False False False False False False False False False False False False True Female 46-50 NaN NaN NaN NaN NaN
492 493 Resignation-Other reasons 2013 1974.0 2008.0 Teacher Special Education Central Queensland NaN Permanent Part-time False False False True False False False False False False False False False False False False False False NaN 61 or older NaN NaN NaN NaN NaN
494 495 Resignation-Other employer 2012 1988.0 1988.0 Cleaner NaN Central Queensland NaN Permanent Part-time False True False True False False False False False False False False False False False False True False Female 56-60 NaN NaN NaN NaN NaN
495 496 Resignation-Other reasons 2013 2012.0 2012.0 Cleaner NaN Central Queensland NaN Permanent Part-time False True False False False False False False False False False False False False False False False False Female 46-50 NaN NaN NaN Yes NaN
497 498 Resignation-Move overseas/interstate 2013 2009.0 2009.0 Teacher Primary Far North Queensland NaN Permanent Full-time False False False False False False False False False False False True False False False True False False Male 36-40 NaN NaN NaN NaN NaN
499 500 Resignation-Move overseas/interstate 2013 2013.0 2013.0 Public Servant A01-A04 Central Office Other Temporary Full-time False False False False False False False False False False True True False False False False False False Female 26-30 NaN NaN NaN NaN NaN
500 501 Resignation-Other employer 2013 2002.0 2002.0 Teacher Primary Central Queensland Education Queensland Permanent Full-time False True False False False False False False False False False False False False False False False False Female 31-35 NaN NaN NaN NaN NaN
503 504 Resignation-Other reasons 2013 1972.0 2013.0 Teacher Secondary North Queensland NaN Permanent Full-time False False False True False False False False False True False False False False False False True False Male 61 or older NaN NaN NaN NaN NaN
504 505 Resignation-Move overseas/interstate 2013 2008.0 2011.0 Teacher Secondary South East NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Male 36-40 NaN NaN NaN NaN NaN
505 506 Resignation-Other reasons 2013 1989.0 NaN Teacher Special Education NaN NaN Permanent Full-time False False False False False False False False False False True False False False False True False False Female 46-50 NaN NaN NaN NaN NaN
506 507 Resignation-Other reasons 2013 2009.0 2010.0 Public Servant A01-A04 North Coast NaN Permanent Full-time True False False False True False False False False False False False False True False False False False Female 21-25 NaN NaN NaN NaN NaN
517 518 Resignation-Move overseas/interstate 2010 2007.0 2007.0 Teacher Aide NaN Metropolitan NaN Permanent Full-time False False False False False False False False False False False True False False False False False False NaN 31-35 NaN NaN NaN NaN NaN
531 532 Resignation-Other reasons 2013 NaN NaN Cleaner NaN Central Office Education Queensland Permanent Part-time False False False False False False False False False False True False False False True True False False Female 56-60 NaN NaN NaN NaN NaN
533 534 Resignation-Move overseas/interstate 2013 1999.0 2012.0 Public Servant AO8 and Above Central Office Indigenous Education and Training Futures Permanent Full-time False True False False False False False False False False False False False False False False False False Male 36-40 Yes NaN Yes NaN NaN
534 535 Resignation-Other reasons 2012 2008.0 2008.0 Cleaner NaN North Coast NaN Permanent Part-time False False False False False False False False False False False False False True False False False False Female 56-60 NaN NaN NaN Yes Yes
536 537 Resignation-Other reasons 2013 2007.0 2012.0 Teacher Aide NaN Metropolitan Education Queensland Permanent Full-time False False False False False False True False False False False True False False False False False False Female 46-50 NaN NaN NaN NaN NaN
538 539 Resignation-Other reasons 2013 NaN NaN Teacher Primary Darling Downs South West NaN Permanent Full-time False False False False False False False False False False False False False False False True False False Male 26-30 NaN NaN NaN NaN NaN
539 540 Resignation-Other reasons 2013 2007.0 2009.0 Public Servant A01-A04 North Coast NaN Permanent Full-time False False False False False False False False False False False True False False False False False False Female 51-55 NaN NaN NaN NaN NaN
541 542 Resignation-Other reasons 2013 1996.0 2012.0 Public Servant A01-A04 South East NaN Permanent Part-time False False False True False False True False False True False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
543 544 Resignation-Other employer 2013 2011.0 2011.0 Professional Officer PO1-PO4 South East NaN Permanent Full-time True False False False False False False False False False True False False False False False False False Female 21-25 NaN NaN NaN NaN NaN
547 548 Resignation-Other employer 2013 2010.0 2012.0 Teacher Aide NaN Metropolitan NaN Permanent Full-time True False False True True False False False False False False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
550 551 Resignation-Other reasons 2013 2000.0 2005.0 Teacher Primary South East NaN Permanent Full-time False False False False False False False False False False True False False False False False False False Male 36-40 NaN NaN NaN NaN NaN
551 552 Resignation-Move overseas/interstate 2013 2011.0 2011.0 Schools Officer NaN Central Office Education Queensland Permanent Full-time False False False False False False False False False False False True False False False False False False Male 41-45 NaN NaN NaN NaN NaN
552 553 Resignation-Other reasons 2013 2005.0 2013.0 Teacher Special Education Central Queensland NaN Permanent Part-time False False False False True False False False False False False False False False False True True False Female 56-60 NaN NaN NaN NaN NaN
557 558 Resignation-Move overseas/interstate 07/2013 2011.0 2011.0 Teacher Middle North Queensland NaN Permanent Full-time False False False False False False True False False False False False False False False True True False Female 21-25 NaN NaN NaN NaN NaN
562 563 Resignation-Move overseas/interstate 06/2013 2012.0 2012.0 Cleaner NaN Central Office Education Queensland Permanent Part-time False True False False False False False False False False False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
563 564 Resignation-Other reasons 06/2013 1990.0 2011.0 Teacher Secondary North Queensland NaN Permanent Full-time False False False False True False True False False False False False False False False True True False Female 41-45 NaN NaN NaN NaN NaN
568 569 Resignation-Other reasons 06/2013 2000.0 NaN Teacher Aide NaN Central Office Education Queensland Permanent Part-time False True False False False False False False False False True False False False False True False False Female 46-50 NaN NaN NaN NaN NaN
569 570 Resignation-Other reasons 07/2013 2010.0 2010.0 Schools Officer NaN North Queensland NaN Permanent Full-time False False False False False False False False False False False False False False False True False False Male 31-35 NaN NaN NaN NaN NaN
571 572 Resignation-Other reasons 07/2013 1998.0 2008.0 Business Service Manager NaN Darling Downs South West NaN Permanent Full-time True False False False False False False False False False False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
575 576 Resignation-Other reasons 07/2013 2004.0 2005.0 Public Servant AO5-AO7 Central Office Education Queensland Permanent Full-time False False False False False False False False True False True False False False False True False False Female 31-35 NaN NaN NaN NaN NaN
576 577 Resignation-Other reasons 06/2013 2004.0 NaN Teacher Aide NaN NaN NaN Permanent Part-time False True False False False False False False True False True False False False False False False False Female 26-30 NaN NaN NaN NaN NaN
577 578 Resignation-Other employer 09/2013 1994.0 1998.0 Teacher Primary North Queensland NaN Permanent Full-time False False False False False False False False False False False False False False False False False True Female 36-40 NaN NaN NaN NaN NaN
584 585 Resignation-Other employer 07/2013 2008.0 2008.0 School Administrative Staff NaN NaN NaN Permanent Part-time False False False False False False False False False False True True False False False False False False Female 51-55 NaN NaN NaN NaN NaN
585 586 Resignation-Move overseas/interstate 06/2013 2012.0 2013.0 Teacher Aide NaN NaN NaN Temporary Full-time False False False False False False False False False False False False True False False False False False Female 21-25 NaN NaN NaN NaN NaN
586 587 Resignation-Move overseas/interstate 09/2010 1999.0 2000.0 Teacher Special Education Darling Downs South West NaN Permanent Part-time False False False False False False False False False False False True True False False False False False Female 51-55 NaN NaN NaN NaN NaN
588 589 Resignation-Other employer 06/2013 2011.0 2011.0 Other NaN South East NaN Temporary Part-time False False False False False False False False False True False False False False False False False False Male 31-35 NaN NaN NaN NaN Yes
589 590 Resignation-Other reasons 09/2013 1985.0 1989.0 Other NaN Metropolitan NaN Permanent Full-time False False True False False False False False False False False False False False True False True False Male 61 or older NaN NaN NaN NaN Yes
590 591 Resignation-Other employer 01/2014 2005.0 2012.0 Public Servant NaN Metropolitan NaN Permanent Full-time False False False False True False True False False False False False False False False False True False Female 31-35 NaN NaN NaN NaN NaN
592 593 Resignation-Other reasons 06/2013 2001.0 2010.0 Cleaner NaN North Queensland NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 56-60 NaN NaN NaN NaN NaN
593 594 Resignation-Other reasons 06/2013 2005.0 2009.0 Teacher Secondary NaN NaN Permanent Full-time False False False True False False False False True False True False True True False True True False Female 36-40 NaN NaN NaN NaN NaN
601 602 Resignation-Other employer 07/2013 2010.0 2010.0 Public Servant AO5-AO7 Central Office Other Permanent Full-time False False True True False False False False False False False False True False False False False False Female 26-30 NaN NaN NaN NaN NaN
604 605 Resignation-Other reasons 07/2013 1996.0 1996.0 Schools Officer NaN NaN NaN Permanent Part-time False False False False False False False False False False False False False True False False False False Female 61 or older NaN NaN NaN NaN NaN
607 608 Resignation-Other reasons 06/2013 2004.0 2011.0 Teacher Primary NaN NaN Permanent Part-time False False False True True False False False False False False True False False False False False False Female 31-35 NaN NaN NaN NaN NaN
608 609 Resignation-Other reasons 07/2013 2004.0 2012.0 Teacher Secondary Far North Queensland NaN Permanent Full-time False False False False True False False False True True False False False False False True False False Female 31-35 NaN NaN NaN NaN NaN
610 611 Resignation-Other reasons 06/2013 1989.0 1989.0 Teacher Aide NaN South East NaN Permanent Part-time False False False True False False False False False True False False False False False False False False Female 61 or older NaN NaN NaN NaN NaN
612 613 Resignation-Other reasons 06/2013 1993.0 1999.0 Teacher Primary South East NaN Permanent Part-time False False False False False False False False False False False False False True False False False False Female 51-55 NaN NaN NaN NaN NaN
613 614 Resignation-Move overseas/interstate 06/2013 2010.0 2010.0 Teacher Aide NaN NaN NaN Permanent Part-time False False False False False False False False False False False True False False False False False False Female 26-30 NaN NaN NaN NaN NaN
617 618 Resignation-Other reasons 09/2013 1996.0 2008.0 Teacher Secondary North Queensland NaN Permanent Part-time False False False True False False True False False True False False False False True False True False Female 51-55 NaN NaN NaN NaN NaN
619 620 Resignation-Other employer 06/2013 2003.0 2004.0 Teacher Special Education South East NaN Permanent Part-time False True False False False False False False False False False False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
621 622 Resignation-Other reasons 06/2013 1983.0 2012.0 Teacher Primary Central Queensland NaN Permanent Part-time False False False False True False False False False False True False False False False False False False Female 51-55 NaN NaN NaN NaN NaN
623 624 Resignation-Move overseas/interstate 07/2013 2004.0 2007.0 Teacher Special Education Metropolitan NaN Permanent Full-time False False False False False False False False False False False False False False False False False True Female 56-60 NaN NaN NaN NaN NaN
625 626 Resignation-Other reasons 05/2013 2011.0 2011.0 Cleaner NaN Central Queensland NaN Permanent Part-time False False False False False False False False False False False False False False False True False False Female 41-45 NaN NaN NaN NaN NaN
626 627 Resignation-Other reasons 05/2013 2010.0 2010.0 Public Servant A01-A04 Central Office Other Permanent Part-time False True False True False False False False False False False False True False False False False False Female 26-30 NaN NaN NaN NaN NaN
631 632 Resignation-Other reasons 08/2013 2006.0 2008.0 Teacher Aide NaN South East NaN Permanent Part-time False False False False False True False False False True False False False True False False False False Male 41-45 NaN NaN NaN Yes NaN
637 638 Resignation-Other reasons 09/2013 2013.0 2013.0 Teacher Aide NaN Darling Downs South West NaN Casual False False False False False False False False False False False False True False False False False False Female 36-40 NaN NaN NaN NaN NaN
641 642 Resignation-Move overseas/interstate 09/2013 2010.0 2010.0 School Based Professional Staff (Therapist, nu... NaN North Coast NaN Permanent Part-time False False False False False False False False False False False True False False False False False False Female 36-40 NaN NaN NaN NaN NaN
642 643 Resignation-Move overseas/interstate 09/2013 2010.0 2010.0 Teacher Aide NaN Metropolitan NaN Permanent Part-time False False False False False False False False False False False True False False False False False False Female 31-35 NaN NaN NaN NaN Yes
647 648 Resignation-Other reasons 09/2013 1992.0 1997.0 Technical Officer NaN Darling Downs South West NaN Permanent Full-time False False False False False False False False False False False False False True False False False False Female 51-55 NaN NaN NaN NaN NaN
649 650 Resignation-Other employer 09/2013 1995.0 2008.0 Teacher Aide NaN South East NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Female 51-55 NaN NaN NaN NaN NaN
650 651 Resignation-Other employer 10/2013 1996.0 2003.0 Head of Curriculum/Head of Special Education NaN North Coast NaN Permanent Full-time False True True False False False False False True False False False False False False False False False Female 61 or older NaN NaN NaN NaN NaN
651 652 Resignation-Other reasons 09/2013 2010.0 2012.0 Teacher Primary Central Queensland NaN Permanent Full-time False False False False False False False False False False False False False False False True True False Female 51-55 NaN NaN NaN NaN NaN
652 653 Resignation-Move overseas/interstate 08/2013 1986.0 1993.0 Head of Curriculum/Head of Special Education NaN South East NaN Permanent Full-time False False False False False False False False False False True True False False False False False False Female 61 or older NaN NaN NaN NaN Yes
658 659 Resignation-Move overseas/interstate 09/2013 1971.0 2002.0 Teacher Secondary Metropolitan NaN Temporary Full-time False False False False False False False False False False False True False False False False False False NaN 61 or older NaN NaN NaN NaN NaN
659 660 Resignation-Other reasons 08/2013 1998.0 NaN Teacher Aide Primary NaN NaN Permanent Full-time False False False False False False False False False False False False False False False False False False Female 41-45 Yes NaN NaN NaN NaN
662 663 Resignation-Other reasons 09/2013 NaN NaN Teacher Primary Central Queensland NaN Permanent Part-time False False False False False False False False False False True False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
664 666 Resignation-Other employer 01/2014 1999.0 2013.0 Head of Curriculum/Head of Special Education NaN North Coast NaN Permanent Full-time True False False False False False False False False False False False True False False True False False Male 46-50 NaN NaN NaN NaN NaN
666 668 Resignation-Other employer 01/2014 2012.0 2013.0 Public Servant A01-A04 Central Office Information and Technologies Temporary Full-time False True False False False False False False False False False False False False False False False False Male 21-25 NaN NaN NaN NaN NaN
667 669 Resignation-Other reasons 12/2013 2011.0 2011.0 Teacher Aide NaN South East NaN Permanent Part-time False False False False False False False False False False False True False False False False False False Female 41-45 NaN NaN NaN NaN NaN
669 671 Resignation-Move overseas/interstate 12/2013 2013.0 2013.0 School Based Professional Staff (Therapist, nu... NaN Metropolitan NaN Temporary Full-time False True False True False False False False False False False False False False False False False False Female 26-30 NaN NaN NaN NaN NaN
670 672 Resignation-Move overseas/interstate 12/2013 2013.0 2013.0 School Based Professional Staff (Therapist, nu... NaN Metropolitan NaN Temporary Full-time False False False False False False False False False False False False True False False False False False Female 21-25 NaN NaN NaN NaN NaN
671 673 Resignation-Other employer 12/2013 2009.0 2009.0 Teacher Primary North Coast NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
676 678 Resignation-Other employer 01/2014 2010.0 2011.0 Teacher Secondary Far North Queensland NaN Permanent Full-time False True False False False False True False False False False False False False False False False False Female 26-30 NaN NaN NaN NaN NaN
678 680 Resignation-Move overseas/interstate 12/2013 2012.0 2012.0 NaN NaN Central Queensland NaN Casual False False False False False False False False False False False True False False False False False False Female 36-40 NaN NaN NaN NaN NaN
682 684 Resignation-Other employer 11/2013 1988.0 1991.0 Teacher Secondary North Coast NaN Permanent Full-time False False False False False False False False False False False False False False False False False False NaN 46-50 NaN NaN NaN NaN NaN
683 685 Resignation-Other employer NaN 2011.0 2012.0 Teacher Primary Central Queensland NaN Permanent Full-time False True False False False False True False True False False False False False False False False False Male 21-25 NaN NaN NaN NaN NaN
684 686 Resignation-Other employer 11/2013 2004.0 2004.0 Schools Officer NaN South East NaN Permanent Full-time False False True False False False False False False True False False False False True False False False Female 46-50 NaN NaN NaN NaN NaN
685 687 Resignation-Other employer 01/2014 1985.0 2010.0 Public Servant AO8 and Above Central Office Corporate Strategy and Peformance Permanent Full-time False False False False False False False False False False False False False False False False False False Male 56-60 NaN NaN NaN NaN NaN
687 689 Resignation-Other reasons 11/2013 2013.0 2013.0 Teacher Aide NaN Darling Downs South West NaN Permanent Part-time True False False False False False False False False False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
690 692 Resignation-Move overseas/interstate 01/2014 2004.0 2004.0 Teacher Secondary South East NaN Permanent Full-time False True False False False False False False False False False True True False False False False False Female 31-35 NaN NaN NaN NaN NaN
691 693 Resignation-Other employer 01/2014 1998.0 2013.0 Teacher NaN Darling Downs South West NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
692 694 Resignation-Other reasons 12/2013 2012.0 2012.0 Teacher Secondary North Queensland NaN Permanent Part-time False False False False False False False False False False False True False False False False False False Female 21-25 NaN NaN NaN NaN NaN
693 695 Resignation-Move overseas/interstate 01/2014 2010.0 2010.0 Teacher Secondary South East NaN Permanent Full-time False False False False False False False False False False False True False False False False False False Male 41-45 NaN NaN NaN NaN NaN
694 696 Resignation-Other reasons NaN 2012.0 NaN Teacher Aide NaN Metropolitan NaN Casual False False False False False False False False False False True False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
696 698 Resignation-Move overseas/interstate 10/2013 2008.0 2008.0 Teacher Aide NaN Darling Downs South West NaN Permanent Full-time False False False False False False False False False False False False False False False False False False Male 26-30 Yes NaN NaN NaN NaN
698 700 Resignation-Other reasons 11/2013 2010.0 2010.0 Cleaner NaN Central Queensland NaN Permanent Part-time False False False False False False False False False False False False False False False True False False Female 41-45 NaN NaN NaN NaN NaN
700 702 Resignation-Other employer 11/2013 2007.0 2013.0 Other NaN Central Office Information and Technologies Casual True False False False False False False False False False False False False False False False False False Male 21-25 NaN NaN NaN NaN NaN
701 703 Resignation-Other reasons 08/2013 1988.0 1988.0 Teacher Primary Central Queensland NaN Permanent Part-time False True False False False False False False False False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
703 705 Resignation-Move overseas/interstate 10/2013 2013.0 2013.0 Public Servant A01-A04 Central Office Policy, Research, Legislation Permanent Full-time False False True False True False False False False False False False False False False False False False Female 51-55 NaN NaN NaN NaN NaN
704 706 Resignation-Other reasons NaN 2006.0 2007.0 Teacher Aide NaN Darling Downs South West NaN Permanent Full-time False False False False False False False False False False False True True False False False False False Female 41-45 NaN NaN NaN NaN NaN
709 711 Resignation-Other employer NaN NaN NaN Teacher Primary Central Office Education Queensland Permanent Full-time False True False False False False False False False False False False False False False True True False Female 51-55 NaN NaN NaN NaN NaN
712 714 Resignation-Other reasons 12/2013 NaN NaN Teacher Aide NaN Metropolitan NaN Permanent Part-time False False False False False False False False False False True False False False False False False False Female 61 or older NaN NaN NaN NaN NaN
716 718 Resignation-Other reasons 12/2013 2000.0 2001.0 Teacher Aide NaN Metropolitan NaN Permanent Part-time False False False False False False False False False False False False False False False True False False Female 51-55 NaN NaN NaN NaN NaN
724 726 Resignation-Other reasons NaN 1984.0 NaN Teacher Primary Darling Downs South West NaN Permanent Full-time False False False False False False False False False False False False True False False False False False Female 46-50 NaN NaN NaN NaN NaN
726 728 Resignation-Other employer 01/2014 1975.0 1987.0 Head of Curriculum/Head of Special Education NaN Far North Queensland NaN Permanent Full-time False False False False False False False True False False False False False False False True False False Male 56-60 NaN NaN NaN NaN NaN
727 729 Resignation-Other reasons 01/2014 1980.0 2003.0 Teacher Secondary North Queensland NaN Permanent Full-time False False False False False False False False False False False True False False False True False False Female 51-55 NaN NaN NaN NaN NaN
730 732 Resignation-Other employer 12/2013 1999.0 1999.0 Teacher Aide NaN NaN NaN Permanent Part-time False False False False False False False True False False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
731 733 Resignation-Other reasons 01/2014 1992.0 1997.0 Technical Officer NaN Central Queensland NaN Permanent Full-time False False False False True False True False False False False False False False False False True False Male 56-60 NaN NaN NaN NaN NaN
735 737 Resignation-Move overseas/interstate 10/2013 2006.0 NaN Cleaner NaN Darling Downs South West NaN Permanent Full-time False False False False False False False False False False True True False True False False False False Female 61 or older NaN NaN NaN NaN NaN
737 739 Resignation-Other reasons 10/2013 1999.0 2004.0 Teacher Special Education South East NaN Permanent Part-time False False False False False False False False False False False False False True False False False False Male 56-60 NaN NaN NaN NaN NaN
744 746 Resignation-Other employer 12/2013 1991.0 2004.0 Public Servant A01-A04 Central Office Information and Technologies Permanent Full-time False False False False False False False False True False False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
747 749 Resignation-Move overseas/interstate 01/2014 2008.0 2008.0 Teacher Primary North Coast NaN Permanent Full-time False False False False False False False False False False True True False False False False False False Female 41-45 NaN NaN NaN NaN NaN
751 753 Resignation-Other reasons 12/2013 2005.0 2005.0 Cleaner NaN Central Office Education Queensland Permanent Part-time False False False True False False False False False False False False False False False False False False Male 61 or older NaN NaN NaN NaN NaN
752 754 Resignation-Other reasons 11/2013 1998.0 NaN Teacher Aide NaN Darling Downs South West NaN Permanent Part-time False False False False False False False False False False False False False True True False False False Female 46-50 NaN NaN NaN Yes NaN
753 755 Resignation-Other employer 11/2013 2004.0 2011.0 Teacher Primary Central Queensland NaN Permanent Full-time False False False True False False False False False False False False False True False True False False Female 31-35 NaN NaN NaN NaN NaN
755 757 Resignation-Other employer 12/2013 2012.0 2013.0 Teacher Primary Central Queensland NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 41-45 NaN NaN NaN NaN NaN
762 764 Resignation-Other employer 07/2006 2006.0 2006.0 Teacher Primary Metropolitan NaN Permanent Part-time False True False False False False False False False False False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
766 768 Resignation-Other employer 01/2014 2007.0 2007.0 Teacher Primary Metropolitan NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Male 26-30 NaN NaN NaN NaN NaN
769 771 Resignation-Other reasons 11/2013 2008.0 NaN Teacher Aide NaN South East NaN Permanent Full-time False False False False False False False False False False False False False True False False False False Female 46-50 NaN NaN NaN NaN NaN
770 772 Resignation-Other reasons NaN 1987.0 1987.0 Cleaner NaN Darling Downs South West NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 61 or older NaN NaN NaN NaN NaN
771 773 Resignation-Other employer 01/2014 2002.0 2007.0 Head of Curriculum/Head of Special Education NaN Central Queensland NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Male 36-40 NaN NaN NaN NaN NaN
774 776 Resignation-Other employer NaN 2005.0 2005.0 Teacher Aide NaN Central Queensland NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 41-45 NaN NaN NaN NaN NaN
784 786 Resignation-Other reasons 10/2013 2013.0 2013.0 Teacher Secondary Central Queensland NaN Permanent Full-time False True False True False False True False False False False False False False False True False False Female 21-25 NaN NaN NaN NaN NaN
786 788 Resignation-Other employer 01/2014 1994.0 2008.0 Teacher Secondary Darling Downs South West NaN Permanent Full-time False True False True False False False True False False False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
788 790 Resignation-Other employer NaN 1990.0 2010.0 Teacher Secondary Metropolitan NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Female 41-45 NaN NaN NaN NaN NaN
789 791 Resignation-Other reasons 01/2014 1983.0 1999.0 School Based Professional Staff (Therapist, nu... NaN Metropolitan NaN Permanent Part-time False False False False False False False False False False False False False False False False False True Female 51-55 NaN NaN NaN NaN NaN
790 792 Resignation-Other reasons 01/2014 2008.0 2008.0 Teacher Secondary North Coast NaN Permanent Full-time False False False False False False True False False True False False False False False False True False Male 36-40 NaN NaN NaN NaN NaN
791 793 Resignation-Other reasons NaN 2007.0 2007.0 Public Servant A01-A04 Metropolitan NaN Permanent Part-time False False False False False False True False False False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
794 796 Resignation-Move overseas/interstate 11/2013 NaN NaN Cleaner NaN NaN NaN Permanent Part-time True False False False False False False False False False False True False False False False False False Female 36-40 NaN NaN NaN NaN NaN
797 799 Resignation-Move overseas/interstate NaN 2000.0 2013.0 Public Servant A01-A04 South East NaN Permanent Part-time False False False False False False False False False False True True False False False False False False Female 36-40 NaN NaN NaN NaN NaN
798 800 Resignation-Move overseas/interstate NaN 1995.0 NaN Teacher Aide NaN Darling Downs South West NaN Permanent Part-time False False False False False False False False False False False False False False False False False False Female 36-40 NaN NaN NaN NaN NaN
802 804 Resignation-Move overseas/interstate 12/2013 NaN NaN Teacher Aide NaN Metropolitan NaN Permanent Part-time False False False False False False False False False False False True False False False False False False NaN NaN NaN NaN NaN NaN NaN
803 805 Resignation-Other employer 01/2014 2004.0 2007.0 Teacher Primary Darling Downs South West NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Female 46-50 NaN NaN NaN NaN NaN
804 806 Resignation-Other employer 01/2014 2008.0 2013.0 Teacher Primary Darling Downs South West NaN Permanent Part-time False True False False False False False False False False False False False False False False False False Female 26-30 NaN NaN NaN NaN NaN
806 808 Resignation-Other employer 12/2013 2005.0 2005.0 Cleaner NaN Central Queensland NaN Permanent Part-time False False False False False False False False False False False True False False False False False False Female 41-45 NaN NaN NaN NaN NaN
807 809 Resignation-Other reasons 12/2013 2004.0 2004.0 Teacher Primary Central Queensland NaN Permanent Full-time False False False False True False False False False False False False False False False True False False Female 36-40 NaN NaN NaN NaN NaN
808 810 Resignation-Other reasons 12/2013 2010.0 2010.0 Teacher Aide NaN NaN NaN Permanent Part-time False False False False False False False False False False True False False False False False False False Female 26-30 NaN NaN NaN NaN NaN
815 817 Resignation-Other employer 01/2014 2012.0 2012.0 Teacher Primary Far North Queensland NaN Permanent Full-time False True False False False False False False False False False False False False False False False False Male 21-25 NaN NaN NaN NaN NaN
816 818 Resignation-Move overseas/interstate 01/2014 2012.0 2012.0 Teacher Secondary North Coast NaN Permanent Full-time False False False False False False False False False False False False True False False False False False Female 21-25 NaN NaN NaN NaN NaN
819 821 Resignation-Move overseas/interstate 01/2014 2009.0 2009.0 Public Servant A01-A04 Central Office Education Queensland Permanent Full-time False False False False False False False False False False True True False False False True False False Female 31-35 NaN NaN NaN NaN NaN
821 823 Resignation-Move overseas/interstate 12/2013 NaN NaN Teacher Aide NaN Metropolitan NaN NaN False False False False False False False False False False False False False False False False False False NaN NaN NaN NaN NaN NaN NaN
In [43]:
# doing the same for TAFE Survey, only using df.copy() method 
tafe_resignation = tafe_survey_updated[tafe_survey_updated["separation_type"] == "Resignation"].copy()
tafe_resignation
Out[43]:
id institute workarea cease_date separation_type contributing factors. career move - public sector contributing factors. career move - private sector contributing factors. career move - self-employment contributing factors. ill health contributing factors. maternity/family contributing factors. dissatisfaction contributing factors. job dissatisfaction contributing factors. interpersonal conflict contributing factors. study contributing factors. travel contributing factors. other contributing factors. none gender.     what is your gender? currentage.     current age employment type.     employment type classification.     classification institute_service role_service
3 634139903350000000 Mount Isa Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - - - - - Travel - - NaN NaN NaN NaN NaN NaN
4 634146578511788000 Southern Queensland Institute of TAFE Delivery (teaching) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 41 – 45 Permanent Full-time Teacher (including LVT) 3-4 3-4
5 634147506906311000 Southern Queensland Institute of TAFE Delivery (teaching) 2010.0 Resignation - - - - - - - - - - Other - Female 56 or older Contract/casual Teacher (including LVT) 7-10 7-10
6 634152007975694000 Barrier Reef Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - Maternity/Family - - - - - Other - Male 20 or younger Temporary Full-time Administration (AO) 3-4 3-4
7 634153745310374000 Southern Queensland Institute of TAFE Delivery (teaching) 2010.0 Resignation - - - - - - - - - - Other - Male 46 – 50 Permanent Full-time Teacher (including LVT) 3-4 3-4
8 634157899735969000 Southern Queensland Institute of TAFE Delivery (teaching) 2009.0 Resignation - - - - - - - - - - Other - Female 36 – 40 Temporary Full-time Tutor 3-4 3-4
9 634158812168312000 Barrier Reef Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation Career Move - Public Sector - - - - - - - - - Other - Female 21 – 25 Permanent Full-time Administration (AO) 1-2 1-2
10 634158825838625000 Barrier Reef Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 41 – 45 Temporary Part-time Administration (AO) Less than 1 year Less than 1 year
13 634172522831440000 Barrier Reef Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 31 – 35 Temporary Full-time Administration (AO) 11-20 Less than 1 year
14 634172609223344000 Central Queensland Institute of TAFE Delivery (teaching) 2010.0 Resignation - Career Move - Private Sector - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - Female 31 – 35 Permanent Part-time Teacher (including LVT) 7-10 7-10
15 634176076134409000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - - - - - - Other - Female 46 – 50 Permanent Part-time Technical Officer (TO) 11-20 11-20
16 634177007457719000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
17 634177053480062000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation Career Move - Public Sector - - - - - Job Dissatisfaction - - - - - Female 31 – 35 Permanent Full-time Administration (AO) 7-10 1-2
18 634177938010971000 Brisbane North Institute of TAFE Delivery (teaching) 2010.0 Resignation NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
19 634181972647250000 Southbank Institute of Technology Non-Delivery (corporate) 2010.0 Resignation - - - - - - - - - - - NONE NaN NaN NaN NaN NaN NaN
20 634182099183434000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - NaN NaN NaN NaN NaN NaN
21 634183070751313000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - NaN NaN NaN NaN NaN NaN
22 634184748867652000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation Career Move - Public Sector - - - - - - - - - Other - Male 26 – 30 Temporary Full-time Administration (AO) 5-6 5-6
23 634190678592028000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - - - - - - - - Female 26 – 30 Contract/casual Administration (AO) Less than 1 year Less than 1 year
24 634190743855375000 Central Queensland Institute of TAFE Delivery (teaching) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 31 – 35 Permanent Part-time Teacher (including LVT) 7-10 7-10
26 634193418130687000 Mount Isa Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - NaN NaN NaN NaN NaN NaN
27 634193458894281000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation Career Move - Public Sector - - - - - - - - - - - Male 56 or older Temporary Full-time Administration (AO) More than 20 years 7-10
29 634199393528500000 Barrier Reef Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 31 – 35 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
32 634200229589215000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 46 – 50 Temporary Part-time Professional Officer (PO) Less than 1 year Less than 1 year
36 634206210361383000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation Career Move - Public Sector Career Move - Private Sector - - - - - - - - Other - NaN NaN NaN NaN NaN NaN
37 634207964363344000 Southbank Institute of Technology Non-Delivery (corporate) 2010.0 Resignation - - - - - - - - - Travel - - NaN NaN NaN NaN NaN NaN
39 634208063783969000 Southbank Institute of Technology Non-Delivery (corporate) 2010.0 Resignation Career Move - Public Sector - - - - - - - - - - - NaN NaN NaN NaN NaN NaN
40 634208993864195000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - Contributing Factors. Dissatisfaction - - - - - - Female 26 – 30 Temporary Part-time Administration (AO) Less than 1 year Less than 1 year
41 634209003247164000 Sunshine Coast Institute of TAFE Delivery (teaching) 2010.0 Resignation - - Career Move - Self-employment - - - - - - - - - Female 36 – 40 Permanent Full-time Teacher (including LVT) 11-20 11-20
42 634209012525289000 Sunshine Coast Institute of TAFE Delivery (teaching) 2010.0 Resignation - - Career Move - Self-employment - - - - - - - - - Male 31 – 35 Permanent Full-time Teacher (including LVT) 3-4 3-4
45 634209027931539000 Sunshine Coast Institute of TAFE Delivery (teaching) 2010.0 Resignation Career Move - Public Sector Career Move - Private Sector - - - - - - - - Other - Male 51-55 Permanent Full-time Teacher (including LVT) 11-20 11-20
46 634209037420601000 Sunshine Coast Institute of TAFE Delivery (teaching) 2010.0 Resignation - - - - - - - - - - Other - Female 56 or older Permanent Part-time Teacher (including LVT) More than 20 years More than 20 years
47 634211542757094000 Tropical North Institute of TAFE Delivery (teaching) 2010.0 Resignation - Career Move - Private Sector - - - Contributing Factors. Dissatisfaction - - - - - - Male 31 – 35 Permanent Full-time Teacher (including LVT) Less than 1 year Less than 1 year
49 634213196498570000 Barrier Reef Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 56 or older Permanent Full-time Administration (AO) 3-4 3-4
51 634214138447945000 Southbank Institute of Technology Non-Delivery (corporate) 2010.0 Resignation NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
52 634214156864906000 Mount Isa Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - - - Job Dissatisfaction - - - - - Female 41 – 45 Permanent Full-time Administration (AO) 3-4 3-4
53 634214849407633000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation Career Move - Public Sector - - - - - - - - - - - NaN NaN NaN NaN NaN NaN
54 634217422828726000 Mount Isa Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - Contributing Factors. Dissatisfaction - - - - Other - NaN NaN NaN NaN NaN NaN
55 634218492665219000 Southbank Institute of Technology Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 31 – 35 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
56 634219251646781000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 26 – 30 Temporary Full-time Administration (AO) 3-4 3-4
58 634219274566469000 Southbank Institute of Technology Non-Delivery (corporate) 2010.0 Resignation - - - - - - Job Dissatisfaction - - - - - Female 56 or older Permanent Full-time Administration (AO) 3-4 3-4
63 634220006275757000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2009.0 Resignation - - - - - - - - - - Other - Male 51-55 Permanent Full-time Operational (OO) 3-4 3-4
64 634220145175757000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - Contributing Factors. Dissatisfaction - Interpersonal Conflict - - - - Male 46 – 50 Permanent Full-time Operational (OO) 11-20 Less than 1 year
65 634221044292008000 Mount Isa Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - Contributing Factors. Dissatisfaction - - - - Other - Female 21 – 25 Permanent Full-time Administration (AO) Less than 1 year Less than 1 year
66 634223513490601000 Barrier Reef Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - Maternity/Family - - - - - - - Female 31 – 35 Temporary Full-time Administration (AO) 1-2 1-2
69 634226171903257000 Central Queensland Institute of TAFE Delivery (teaching) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 51-55 Permanent Full-time Teacher (including LVT) 3-4 3-4
71 634227185069750000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation Career Move - Public Sector - - - - Contributing Factors. Dissatisfaction - - - - - - Female 36 – 40 Permanent Full-time Professional Officer (PO) 7-10 7-10
72 634227207368969000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - - - - - - Other - Female 51-55 Permanent Full-time Administration (AO) 5-6 5-6
74 634231466668883000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - - Job Dissatisfaction - - - - - Female 20 or younger Temporary Full-time Administration (AO) Less than 1 year 1-2
79 634241795347656000 Central Queensland Institute of TAFE Delivery (teaching) 2010.0 Resignation - - - - - - Job Dissatisfaction - - - - - Male 41 – 45 Contract/casual Teacher (including LVT) Less than 1 year Less than 1 year
80 634243628858726000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - - - - - - Other - Female 46 – 50 Permanent Full-time Administration (AO) 7-10 7-10
81 634243664081406000 Barrier Reef Institute of TAFE Delivery (teaching) 2010.0 Resignation - - - - Maternity/Family - - - - - - - Male 41 – 45 Temporary Part-time Teacher (including LVT) 5-6 5-6
82 634245133689063000 Barrier Reef Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - - - - - - - NONE Female 41 – 45 Permanent Full-time Administration (AO) 5-6 3-4
84 634250409172945000 Southern Queensland Institute of TAFE Delivery (teaching) 2010.0 Resignation - - - - Maternity/Family - - - - - - - Female 56 or older Contract/casual Teacher (including LVT) 3-4 3-4
85 634251116016226000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 26 – 30 Permanent Full-time Administration (AO) 7-10 1-2
86 634251290130132000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - Ill Health - Contributing Factors. Dissatisfaction Job Dissatisfaction Interpersonal Conflict - - - - Female 41 – 45 Permanent Part-time Administration (AO) 3-4 3-4
87 634257448030289000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation Career Move - Public Sector - - - - - - - - - - - NaN NaN NaN NaN NaN NaN
88 634259752467320000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 31 – 35 Contract/casual Administration (AO) Less than 1 year Less than 1 year
89 634260719918915000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 41 – 45 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
91 634266079365634000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - Ill Health - - - - - - - - NaN NaN NaN NaN NaN NaN
92 634266938733603000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 31 – 35 Permanent Full-time Administration (AO) 11-20 11-20
93 634267725903290000 Central Queensland Institute of TAFE Delivery (teaching) NaN Resignation - Career Move - Private Sector - - - - - - - - - - Male 56 or older Permanent Full-time Teacher (including LVT) 11-20 11-20
94 634267873855009000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - - - NaN NaN NaN NaN NaN NaN
96 634268446707283000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - - - Job Dissatisfaction - - - Other - Female 31 – 35 Temporary Part-time Administration (AO) Less than 1 year Less than 1 year
97 634268641051884000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction Interpersonal Conflict - - - - NaN NaN NaN NaN NaN NaN
98 634269438105095000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - - - - Job Dissatisfaction - Study - - - Male 21 – 25 Contract/casual Administration (AO) 1-2 1-2
100 634273756721501000 Southbank Institute of Technology Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - Contributing Factors. Dissatisfaction - - - - - - Female 46 – 50 Permanent Full-time Professional Officer (PO) 5-6 5-6
101 634274542281501000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - Ill Health - Contributing Factors. Dissatisfaction - Interpersonal Conflict - - - - NaN NaN NaN NaN NaN NaN
102 634274566132353000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - - - Ill Health - Contributing Factors. Dissatisfaction - Interpersonal Conflict - - - - NaN NaN NaN NaN NaN NaN
103 634275489048845000 Southern Queensland Institute of TAFE Delivery (teaching) 2010.0 Resignation - - - - Maternity/Family Contributing Factors. Dissatisfaction Job Dissatisfaction Interpersonal Conflict - - - - Female 36 – 40 Temporary Full-time Teacher (including LVT) Less than 1 year Less than 1 year
104 634280719819371000 Wide Bay Institute of TAFE Non-Delivery (corporate) NaN Resignation Career Move - Public Sector - - - - - - - - - - - Female 36 – 40 Permanent Full-time Administration (AO) 11-20 11-20
105 634281400568746000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 41 – 45 Permanent Full-time Professional Officer (PO) 3-4 3-4
107 634284989401715000 Southbank Institute of Technology Non-Delivery (corporate) 2010.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 36 – 40 Contract/casual Executive (SES/SO) Less than 1 year Less than 1 year
109 634285909851304000 Southbank Institute of Technology Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - - - - - - Other - Female 26 – 30 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
113 634297824199371000 Brisbane North Institute of TAFE Non-Delivery (corporate) NaN Resignation - - - - - Contributing Factors. Dissatisfaction - - - Travel - - NaN NaN NaN NaN NaN NaN
114 634298884567184000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - Job Dissatisfaction - - - - - Female 26 – 30 Permanent Full-time Administration (AO) 7-10 7-10
116 634309981362554000 Central Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - - - - - - NONE Male 56 or older Permanent Full-time Teacher (including LVT) 11-20 More than 20 years
118 634310942921246000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - Travel - - Male 41 – 45 Temporary Full-time Operational (OO) 11-20 11-20
119 634314358367965000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Female 31 – 35 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
121 634316886387496000 Southern Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - Career Move - Private Sector - - Maternity/Family - - - - - - - Male 46 – 50 Permanent Full-time Teacher (including LVT) 3-4 3-4
122 634317688380679000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - - - Study - - - Female 26 – 30 Permanent Full-time Administration (AO) 3-4 Less than 1 year
124 634322927651559000 Southern Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - Job Dissatisfaction - - - - - Male 51-55 Temporary Full-time Teacher (including LVT) Less than 1 year Less than 1 year
125 634323115021460000 Southern Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - Job Dissatisfaction - - - - - Male 51-55 Temporary Full-time Teacher (including LVT) Less than 1 year Less than 1 year
126 634323709021402000 Southern Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - Job Dissatisfaction - - - - - Male 51-55 Temporary Full-time Teacher (including LVT) Less than 1 year Less than 1 year
128 634323806434371000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 46 – 50 Contract/casual Administration (AO) 3-4 3-4
129 634326352243491000 Southbank Institute of Technology Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - Other - Female 21 – 25 Temporary Full-time Administration (AO) 1-2 1-2
130 634326378183960000 Southbank Institute of Technology Non-Delivery (corporate) 2011.0 Resignation - - - - Maternity/Family - - - - - - - NaN NaN NaN NaN NaN NaN
131 634326454148590000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - Ill Health - - - - - - Other - Female 41 – 45 Temporary Part-time Operational (OO) 1-2 1-2
132 634328087765991000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - Ill Health - - - - - - - - Female 51-55 Temporary Part-time Operational (OO) Less than 1 year Less than 1 year
133 634328171329844000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - Study - - - Female 36 – 40 Temporary Full-time Administration (AO) 3-4 3-4
134 634328202850835000 Brisbane North Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - Female 51-55 Temporary Full-time Teacher (including LVT) 3-4 3-4
135 634328288440210000 Brisbane North Institute of TAFE Delivery (teaching) NaN Resignation - - - - - Contributing Factors. Dissatisfaction - - - - - - NaN NaN NaN NaN NaN NaN
136 634329804601719000 Southern Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 46 – 50 Permanent Full-time Teacher (including LVT) 5-6 Less than 1 year
137 634329959592554000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - Study - - - Male 21 – 25 Permanent Full-time Administration (AO) 3-4 3-4
138 634333279253906000 Southbank Institute of Technology Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - NaN NaN NaN NaN NaN NaN
145 634346271723281000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - Career Move - Self-employment - - - - - - - - - Male 31 – 35 Temporary Full-time Administration (AO) 1-2 Less than 1 year
148 634353285189063000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector Career Move - Self-employment - - - - - Study Travel - - Female 26 – 30 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
149 634356555160312000 Central Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - - - - - Other - Female 51-55 Permanent Full-time Teacher (including LVT) Less than 1 year 11-20
150 634356560392188000 Central Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 36 – 40 Permanent Part-time Teacher (including LVT) 3-4 3-4
151 634356641434062000 Brisbane North Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - - - - - Other - Male 56 or older Contract/casual Workplace Training Officer Less than 1 year Less than 1 year
152 634356731460781000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 21 – 25 Temporary Part-time Administration (AO) Less than 1 year Less than 1 year
153 634358247777344000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - - - - - - - - Male 20 or younger Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
159 634365142728281000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - Contributing Factors. Dissatisfaction - - - Travel - - Female 21 – 25 Contract/casual Technical Officer (TO) Less than 1 year Less than 1 year
160 634365459611250000 Sunshine Coast Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - - - - - Other - Female 41 – 45 Temporary Part-time Teacher (including LVT) Less than 1 year Less than 1 year
161 634366032016094000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Female 20 or younger Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
164 634370483668125000 Southern Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction Interpersonal Conflict - - - - Female 51-55 Permanent Part-time Teacher (including LVT) More than 20 years 11-20
167 634376433396563000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 41 – 45 Contract/casual Technical Officer (TO) 5-6 5-6
168 634377507269688000 Southern Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - - - - - Other - Female 51-55 Temporary Part-time Teacher (including LVT) Less than 1 year Less than 1 year
169 634381134640312000 Tropical North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - NaN NaN NaN NaN NaN NaN
172 634388661685000000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 46 – 50 Temporary Full-time Administration (AO) 1-2 Less than 1 year
174 634389476488906000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - - NONE Female 21 – 25 Permanent Full-time Administration (AO) 3-4 3-4
175 634395434816250000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - - - - - - - - Male 21 – 25 Permanent Part-time Operational (OO) 1-2 1-2
178 634399738233281000 Tropical North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Female 21 – 25 Permanent Part-time Administration (AO) 5-6 3-4
179 634407548427969000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Female 31 – 35 Temporary Part-time Administration (AO) 3-4 3-4
180 634411016475156000 Tropical North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - Job Dissatisfaction - - - - - Female 21 – 25 Permanent Full-time Administration (AO) 3-4 3-4
181 634412849002344000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - Contributing Factors. Dissatisfaction - - - - - - Male 41 – 45 Permanent Full-time Operational (OO) 3-4 3-4
183 634417864506406000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - Job Dissatisfaction Interpersonal Conflict - - - - Female 46 – 50 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
184 634418043788438000 Brisbane North Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - Female 26 – 30 Temporary Full-time Teacher (including LVT) 1-2 1-2
185 634419660420156000 SkillsTech Australia Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - Male 46 – 50 Temporary Full-time Executive (SES/SO) 1-2 1-2
186 634419812329531000 Tropical North Institute of TAFE Delivery (teaching) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 46 – 50 Permanent Full-time Teacher (including LVT) 1-2 1-2
189 634425043787500000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - Maternity/Family - - - - - - - Female 46 – 50 Contract/casual Administration (AO) 5-6 5-6
191 634429978393906000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Female 41 – 45 Temporary Full-time Administration (AO) 1-2 1-2
192 634430196933125000 Southern Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - - - - - - NONE Female 36 – 40 Permanent Full-time Teacher (including LVT) Less than 1 year Less than 1 year
193 634431906734219000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 36 – 40 Permanent Full-time Administration (AO) 5-6 5-6
194 634436080180469000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - Job Dissatisfaction - - - - - Male 26 – 30 Temporary Full-time Operational (OO) Less than 1 year Less than 1 year
196 634443964450156000 Tropical North Institute of TAFE Delivery (teaching) 2011.0 Resignation - - Career Move - Self-employment - - - - - - - - - Male 41 – 45 Contract/casual Teacher (including LVT) 1-2 1-2
197 634444676214219000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - - - - - - Other - Female 41 – 45 Contract/casual Administration (AO) 3-4 5-6
200 634454356619531000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Female 21 – 25 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
203 634456033339688000 Central Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - Job Dissatisfaction - - - - - Female 41 – 45 Contract/casual Teacher (including LVT) Less than 1 year Less than 1 year
204 634456810990000000 Southbank Institute of Technology Non-Delivery (corporate) 2010.0 Resignation - - - - - Contributing Factors. Dissatisfaction - Interpersonal Conflict - - - - NaN NaN NaN NaN NaN NaN
207 634462838669219000 Tropical North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - - - - - - Other - Female 31 – 35 Temporary Full-time Administration (AO) 1-2 1-2
208 634465408262031000 Southbank Institute of Technology Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - Job Dissatisfaction - Study - - - Female 21 – 25 Temporary Full-time Administration (AO) 1-2 1-2
211 634466338996094000 Central Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - Maternity/Family - - - - - - - Male 41 – 45 Temporary Full-time Technical Officer (TO) 1-2 Less than 1 year
215 634469060191250000 Southbank Institute of Technology Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 36 – 40 Temporary Full-time Executive (SES/SO) Less than 1 year Less than 1 year
217 634474119730625000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Female 21 – 25 Contract/casual Administration (AO) 1-2 Less than 1 year
220 634480153857500000 SkillsTech Australia Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - Job Dissatisfaction - - - - - Female 26 – 30 Temporary Full-time Administration (AO) 1-2 1-2
221 634480996232969000 Southern Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - Female 41 – 45 Temporary Full-time Teacher (including LVT) 11-20 1-2
224 634487078738750000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - Maternity/Family - - - - - Other - Female 46 – 50 Permanent Full-time Administration (AO) 5-6 5-6
228 634495664096406000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 26 – 30 Permanent Full-time Professional Officer (PO) 3-4 1-2
229 634496573562969000 Brisbane North Institute of TAFE Delivery (teaching) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 51-55 Temporary Full-time Administration (AO) 1-2 1-2
231 634497559461719000 Central Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - - - - Travel - - Male 31 – 35 Contract/casual Teacher (including LVT) 1-2 1-2
233 634498298127969000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - Study - - - Female 20 or younger Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
234 634499252882656000 SkillsTech Australia Non-Delivery (corporate) 2010.0 Resignation - - - - - - Job Dissatisfaction - - - - - NaN NaN NaN NaN NaN NaN
235 634508607117812000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - Study - - - Male 21 – 25 Permanent Full-time Administration (AO) 3-4 3-4
236 634509621647969000 Southbank Institute of Technology Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - Travel - - Female 51-55 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
237 634515603225000000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction Interpersonal Conflict Study - - - Female 36 – 40 Temporary Full-time Administration (AO) 1-2 1-2
238 634517445885469000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 41 – 45 Permanent Part-time Professional Officer (PO) 11-20 11-20
240 634520852160469000 Brisbane North Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - Maternity/Family - - - - - - - Female 51-55 Temporary Full-time Teacher (including LVT) Less than 1 year Less than 1 year
241 634521642169688000 SkillsTech Australia Delivery (teaching) 2011.0 Resignation - Career Move - Private Sector - - - - Job Dissatisfaction - - - - - Female 21 – 25 Permanent Full-time Administration (AO) 3-4 3-4
242 634522371755781000 SkillsTech Australia Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Female 36 – 40 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
243 634523409759688000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - NaN NaN NaN NaN NaN NaN
245 634526057042656000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 41 – 45 Temporary Part-time Administration (AO) Less than 1 year Less than 1 year
246 634527641594062000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - Interpersonal Conflict - - - - Female 20 or younger Temporary Full-time Administration (AO) 1-2 1-2
254 634541462557656000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 21 – 25 Temporary Full-time Administration (AO) 3-4 Less than 1 year
256 634550190071875000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 51-55 Temporary Part-time Professional Officer (PO) 1-2 1-2
258 634551034294687000 Tropical North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
259 634551070180781000 Brisbane North Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - - Interpersonal Conflict - - - - Female 36 – 40 Permanent Part-time Workplace Training Officer 5-6 5-6
263 634552870206250000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Male 36 – 40 Permanent Full-time Professional Officer (PO) 3-4 3-4
270 634556300304062000 Tropical North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 41 – 45 Permanent Full-time Operational (OO) 1-2 1-2
274 634557860472500000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 46 – 50 Permanent Full-time Administration (AO) 11-20 11-20
275 634558028009480000 SkillsTech Australia Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 26 – 30 Temporary Full-time Administration (AO) 1-2 1-2
276 634558122915156000 SkillsTech Australia Delivery (teaching) 2011.0 Resignation NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
277 634558951400730000 Tropical North Institute of TAFE Delivery (teaching) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 56 or older Permanent Part-time Professional Officer (PO) More than 20 years Less than 1 year
279 634563192324844000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - Ill Health - - - - - - - - NaN NaN NaN NaN NaN NaN
280 634563904634531000 Sunshine Coast Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - Maternity/Family - - - - - Other - Female 56 or older Permanent Full-time Tutor 5-6 5-6
287 634564734197031000 SkillsTech Australia Delivery (teaching) 2011.0 Resignation - - - - - - - - - - - - NaN NaN NaN NaN NaN NaN
288 634564737601875000 SkillsTech Australia Delivery (teaching) 2011.0 Resignation - - - - - - Job Dissatisfaction - - - - - Male 46 – 50 Temporary Full-time Teacher (including LVT) Less than 1 year Less than 1 year
293 634565719506875000 Brisbane North Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - - - - - - NONE Male 46 – 50 Temporary Full-time Tutor Less than 1 year Less than 1 year
294 634568278370781000 SkillsTech Australia Delivery (teaching) 2011.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - Travel - - Male 51-55 Permanent Full-time Teacher (including LVT) More than 20 years More than 20 years
295 634568317773125000 SkillsTech Australia Delivery (teaching) 2011.0 Resignation - - - - - - - - - - - NONE Male 56 or older Permanent Full-time Teacher (including LVT) More than 20 years More than 20 years
299 634570247249322000 Tropical North Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - - - Study - - - Female 56 or older Permanent Full-time Teacher (including LVT) 11-20 11-20
301 634570842998906000 SkillsTech Australia Non-Delivery (corporate) 2011.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction Interpersonal Conflict - - Other - Female 46 – 50 Permanent Full-time Executive (SES/SO) 5-6 5-6
303 634574339025156000 Southern Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - Male 51-55 Permanent Full-time Teacher (including LVT) More than 20 years 11-20
307 634575160731250000 Sunshine Coast Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - Maternity/Family - - - - Travel - - Male 51-55 Permanent Full-time Teacher (including LVT) 11-20 11-20
310 634575412792500000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - Contributing Factors. Dissatisfaction - - - - - - Female 56 or older Permanent Part-time Administration (AO) More than 20 years More than 20 years
312 634576020012813000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Female 56 or older Permanent Part-time Professional Officer (PO) 11-20 3-4
315 634576957824062000 SkillsTech Australia Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Female 56 or older Permanent Full-time Administration (AO) 11-20 1-2
316 634577056474375000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation Career Move - Public Sector - - - - - - - - Travel - - Female 21 – 25 Permanent Full-time Administration (AO) Less than 1 year Less than 1 year
320 634577945776563000 Tropical North Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - - - - - Other - Female 51-55 Contract/casual Teacher (including LVT) 3-4 1-2
321 634577978929375000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Female 31 – 35 Temporary Part-time Administration (AO) 3-4 1-2
326 634581174116250000 SkillsTech Australia Delivery (teaching) 2011.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction Interpersonal Conflict - - - - Male 51-55 Permanent Full-time Teacher (including LVT) More than 20 years More than 20 years
338 634582074204062000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - - NONE Female 26 – 30 Temporary Full-time Professional Officer (PO) Less than 1 year Less than 1 year
341 634582155813125000 Central Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - Career Move - Self-employment - - - - - - - - - Female 46 – 50 Temporary Part-time Teacher (including LVT) 1-2 1-2
371 634589153179219000 Southern Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - - - - - - - Other - Female 51-55 Contract/casual Teacher (including LVT) Less than 1 year Less than 1 year
373 634592500853750000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction Interpersonal Conflict - - - - NaN NaN NaN NaN NaN NaN
374 634592549493281000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Female 46 – 50 Temporary Part-time Administration (AO) 3-4 3-4
375 634593386107187000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - - - - - - - - Other - Female 41 – 45 Temporary Full-time Administration (AO) 1-2 1-2
377 634595867098906000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 41 – 45 Temporary Full-time Administration (AO) 3-4 3-4
383 634600285342656000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2011.0 Resignation - - - Ill Health - - - - - - Other - Female 41 – 45 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
386 634617650635469000 Southern Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - Maternity/Family Contributing Factors. Dissatisfaction - - - - - - Male 41 – 45 Permanent Full-time Teacher (including LVT) 3-4 3-4
389 634620134299688000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation Career Move - Public Sector - - - Maternity/Family - - - - - - - Female 36 – 40 Temporary Full-time Administration (AO) 5-6 1-2
391 634623599234844000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - Ill Health - - - - - - - - Female 56 or older Permanent Full-time Administration (AO) 11-20 1-2
395 634634833429063000 Brisbane North Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - Contributing Factors. Dissatisfaction - - - - - - Female 31 – 35 Permanent Full-time Teacher (including LVT) 1-2 1-2
396 634635009354531000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 31 – 35 Temporary Part-time Administration (AO) Less than 1 year Less than 1 year
398 634638198687656000 Southern Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 36 – 40 Permanent Full-time Teacher (including LVT) 7-10 7-10
399 634638266961250000 Southern Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation Career Move - Public Sector - - - - - Job Dissatisfaction - - - - - Male 41 – 45 Temporary Full-time Teacher (including LVT) 1-2 1-2
400 634638274154219000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation Career Move - Public Sector Career Move - Private Sector - - - - - - - - Other - Female 26 – 30 Temporary Full-time Administration (AO) 1-2 1-2
401 634638401683906000 Central Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - Contributing Factors. Dissatisfaction - - - - - - Male 56 or older Permanent Full-time Teacher (including LVT) 11-20 11-20
404 634648744738906000 Brisbane North Institute of TAFE Delivery (teaching) 2012.0 Resignation Career Move - Public Sector - - - - - - Interpersonal Conflict - - - - Female 51-55 Temporary Full-time Teacher (including LVT) 1-2 1-2
405 634648747047187000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 51-55 Permanent Full-time Workplace Training Officer 11-20 11-20
407 634653126293281000 Brisbane North Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - - - - Study - - - Male 26 – 30 Permanent Full-time Administration (AO) 7-10 7-10
409 634662477490156000 Brisbane North Institute of TAFE Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 31 – 35 Temporary Full-time Workplace Training Officer Less than 1 year Less than 1 year
412 634666828449688000 Brisbane North Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - - Job Dissatisfaction - - - - - NaN NaN NaN NaN NaN NaN
413 634666854789531000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 41 – 45 Permanent Full-time Professional Officer (PO) 11-20 11-20
416 634668611537031000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - Other - Female 31 – 35 Temporary Full-time Administration (AO) 3-4 3-4
419 634671263031094000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - Study - - - Female 26 – 30 Permanent Full-time Administration (AO) 5-6 5-6
420 634671297286719000 Central Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - - - - - - Other - Female 51-55 Contract/casual Teacher (including LVT) 1-2 1-2
421 634674515660156000 Brisbane North Institute of TAFE Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector Career Move - Self-employment - - - Job Dissatisfaction - - - - - Male 36 – 40 Permanent Full-time Teacher (including LVT) 11-20 11-20
423 634683154020000000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - Other - NaN NaN NaN NaN NaN NaN
424 634683356744531000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - Other - Female 20 or younger Permanent Full-time Administration (AO) 3-4 1-2
434 634691779624687000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - Maternity/Family - - - - Travel - - Female 21 – 25 Temporary Full-time Administration (AO) 1-2 1-2
436 634696179014844000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - Other - Female 26 – 30 Temporary Full-time Administration (AO) 7-10 Less than 1 year
437 634696327235313000 Tropical North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
439 634697816674062000 Central Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 26 – 30 Permanent Full-time Administration (AO) Less than 1 year 5-6
441 634702358502500000 Central Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - - - - Maternity/Family Contributing Factors. Dissatisfaction - Interpersonal Conflict - - - - Male 36 – 40 Permanent Full-time Teacher (including LVT) 3-4 3-4
442 634702366178594000 Central Queensland Institute of TAFE Delivery (teaching) 2011.0 Resignation - Career Move - Private Sector - - - - - Interpersonal Conflict - - - - Male 31 – 35 Permanent Full-time Teacher (including LVT) 5-6 1-2
448 634713425884844000 Central Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - - - - - - Other - Female 56 or older Permanent Full-time Workplace Training Officer 1-2 1-2
451 634722082133437000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - Study Travel - - Male 21 – 25 Temporary Full-time Administration (AO) 1-2 1-2
452 634722949292074000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - Contributing Factors. Dissatisfaction - - - - - - Male 41 – 45 Temporary Full-time Administration (AO) 1-2 1-2
453 634722992951406000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - Female 31 – 35 Permanent Full-time Administration (AO) 1-2 1-2
463 634743600339485000 Central Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - - - - - - - NONE Male 56 or older Permanent Full-time Teacher (including LVT) More than 20 years 11-20
469 634750612273150000 SkillsTech Australia Non-Delivery (corporate) 2012.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 46 – 50 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
471 634753384952766000 Brisbane North Institute of TAFE Delivery (teaching) 2012.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 51-55 Temporary Full-time Teacher (including LVT) Less than 1 year Less than 1 year
478 634760046003775000 SkillsTech Australia Non-Delivery (corporate) 2012.0 Resignation - - - - - - Job Dissatisfaction - - - Other - Female 36 – 40 Permanent Full-time Administration (AO) 5-6 Less than 1 year
495 634763735587969000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 31 – 35 Contract/casual Administration (AO) Less than 1 year Less than 1 year
503 634774030826094000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - Other - Female 46 – 50 Temporary Part-time Professional Officer (PO) Less than 1 year Less than 1 year
505 634774723180937000 Southern Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - Other - Male 46 – 50 Permanent Full-time Teacher (including LVT) 11-20 Less than 1 year
506 634775905600156000 Central Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector - - - Contributing Factors. Dissatisfaction - - - - - - Male 36 – 40 Temporary Full-time Teacher (including LVT) Less than 1 year Less than 1 year
507 634776478226875000 Southbank Institute of Technology Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - Travel - - Male 21 – 25 Temporary Full-time Administration (AO) 1-2 Less than 1 year
508 634779998192656000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - Job Dissatisfaction - - - Other - Female 36 – 40 Temporary Full-time Administration (AO) 1-2 1-2
509 634781625247656000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 21 – 25 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
512 634781843688125000 Central Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - Ill Health - Contributing Factors. Dissatisfaction - - - - - - Female 51-55 Permanent Part-time Teacher (including LVT) 5-6 1-2
513 634782721630781000 Southbank Institute of Technology Non-Delivery (corporate) NaN Resignation NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
516 634786182825625000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - Other - Female 21 – 25 Permanent Full-time Administration (AO) 1-2 Less than 1 year
517 634786910427969000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - Other - Female 41 – 45 Temporary Full-time Administration (AO) 11-20 11-20
519 634788542900625000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - Maternity/Family - - - - - - - Male 31 – 35 Temporary Full-time Administration (AO) 1-2 Less than 1 year
520 634789421680312000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - Contributing Factors. Dissatisfaction - - - - - - Female 41 – 45 Permanent Full-time Administration (AO) 5-6 More than 20 years
522 634793871139219000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - - NONE Female 21 – 25 Contract/casual Administration (AO) 3-4 3-4
523 634794639635781000 Tropical North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 21 – 25 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
524 634794857718438000 Tropical North Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - Contributing Factors. Dissatisfaction - - - - - - Male 56 or older Permanent Part-time Teacher (including LVT) 1-2 1-2
525 634799770843437000 Southern Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - Ill Health - Contributing Factors. Dissatisfaction - - - - - - Female 46 – 50 Temporary Full-time Teacher (including LVT) 1-2 1-2
526 634800762016250000 Southbank Institute of Technology Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - Other - Male 26 – 30 Temporary Full-time Administration (AO) 3-4 3-4
528 634807637421719000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - Job Dissatisfaction Interpersonal Conflict - - - - Female 46 – 50 Permanent Full-time Administration (AO) 7-10 7-10
530 634811041501719000 Tropical North Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - - - - - - - NONE NaN NaN NaN NaN NaN NaN
531 634811063824844000 Tropical North Institute of TAFE Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 41 – 45 Temporary Full-time Teacher (including LVT) Less than 1 year Less than 1 year
533 634811182139844000 Southbank Institute of Technology Delivery (teaching) 2012.0 Resignation - - - - - - - - - - - - NaN NaN NaN NaN NaN NaN
534 634812805553281000 Tropical North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - Job Dissatisfaction - Study - - - Female 21 – 25 Permanent Full-time Administration (AO) 1-2 3-4
535 634812941202500000 Tropical North Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - - - - - - - - NaN NaN NaN NaN NaN NaN
536 634813581041094000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 26 – 30 Temporary Full-time Administration (AO) 1-2 1-2
537 634816502884375000 Sunshine Coast Institute of TAFE Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 36 – 40 Temporary Full-time Administration (AO) 1-2 1-2
538 634817208663750000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - Job Dissatisfaction - - - Other - Female 21 – 25 Temporary Full-time Administration (AO) 1-2 1-2
539 634818651570937000 Southbank Institute of Technology Non-Delivery (corporate) 2012.0 Resignation - - - Ill Health - - - - - - - - NaN NaN NaN NaN NaN NaN
542 634823973840625000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 21 – 25 Contract/casual Administration (AO) 1-2 Less than 1 year
543 634825003759375000 Tropical North Institute of TAFE Delivery (teaching) 2013.0 Resignation - - Career Move - Self-employment - - - - - - - - - Female 31 – 35 Permanent Part-time Teacher (including LVT) 3-4 3-4
544 634825079177500000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - Ill Health - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - Female 20 or younger Temporary Full-time Administration (AO) 3-4 Less than 1 year
545 634825691015156000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - Other - Male 51-55 Temporary Full-time Administration (AO) 1-2 1-2
546 634831756059375000 Tropical North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 56 or older Temporary Full-time Administration (AO) 3-4 1-2
550 634837957418750000 SkillsTech Australia Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - Job Dissatisfaction - - Travel Other - Female 26 – 30 Permanent Full-time Administration (AO) 3-4 3-4
551 634837984851406000 Tropical North Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - - - - - - Other - Female 56 or older Temporary Part-time Teacher (including LVT) 3-4 3-4
555 634843849052500000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - Other - Female 36 – 40 Temporary Part-time Administration (AO) 11-20 Less than 1 year
558 634849101152813000 Southern Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 41 – 45 Temporary Part-time Teacher (including LVT) 1-2 1-2
561 634852685801719000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - Career Move - Self-employment - - - - - - - - - Male 21 – 25 Temporary Full-time Administration (AO) 1-2 1-2
563 634854316269063000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - Other - Male 46 – 50 Temporary Full-time Operational (OO) Less than 1 year Less than 1 year
564 634854399572500000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - Other - Female 56 or older Permanent Part-time Professional Officer (PO) 5-6 3-4
567 634860279552344000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - Maternity/Family - - - - - - - Male 51-55 Permanent Full-time Administration (AO) 7-10 7-10
573 634866546778594000 Central Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - Ill Health - - - - - - - - Male 36 – 40 Permanent Full-time Teacher (including LVT) 7-10 7-10
574 634867257481719000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - - NONE Female 31 – 35 Temporary Full-time Professional Officer (PO) Less than 1 year Less than 1 year
576 634873325422656000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 36 – 40 Permanent Full-time Administration (AO) 7-10 7-10
577 634874537800469000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - Interpersonal Conflict - - Other - Female 36 – 40 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
578 634878466942188000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - - NONE Female 26 – 30 Temporary Part-time Administration (AO) 1-2 1-2
579 634878467049844000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - - NONE NaN NaN NaN NaN NaN NaN
580 634880266652344000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - Other - Female 31 – 35 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
586 634884416485938000 Tropical North Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - - Job Dissatisfaction - - - - - Female 46 – 50 Permanent Full-time Teacher (including LVT) 5-6 5-6
588 634886158346250000 SkillsTech Australia Delivery (teaching) 2012.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - Male 31 – 35 Temporary Full-time Teacher (including LVT) 3-4 3-4
589 634888802240000000 SkillsTech Australia Non-Delivery (corporate) 2012.0 Resignation Career Move - Public Sector - - - - - Job Dissatisfaction - - - - - Female 56 or older Temporary Full-time Administration (AO) 3-4 3-4
591 634889851025469000 Tropical North Institute of TAFE Delivery (teaching) 2013.0 Resignation - - Career Move - Self-employment - - - - - - - - - Male 36 – 40 Permanent Full-time Teacher (including LVT) 7-10 7-10
592 634890472281094000 Southern Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 46 – 50 Permanent Full-time Teacher (including LVT) 7-10 7-10
593 634890551848750000 Southern Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 41 – 45 Temporary Full-time Teacher (including LVT) 1-2 1-2
595 634892336760312000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - Female 21 – 25 Temporary Full-time Administration (AO) 3-4 1-2
596 634892361974219000 Tropical North Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - - - - - - - - - - Other - Female 31 – 35 Temporary Part-time Administration (AO) 1-2 1-2
602 634902770430459000 Southern Queensland Institute of TAFE Delivery (teaching) 2013.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 41 – 45 Temporary Full-time Teacher (including LVT) 1-2 1-2
603 634903651349219000 Tropical North Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - - - - - - Other - Male 51-55 Permanent Part-time Teacher (including LVT) 3-4 3-4
606 634907124987812000 Southern Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector - - - - Job Dissatisfaction - - - - - Female 51-55 Permanent Full-time Teacher (including LVT) 7-10 7-10
610 634908638162969000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2012.0 Resignation - Career Move - Private Sector - - - Contributing Factors. Dissatisfaction - Interpersonal Conflict - - - - Female 21 – 25 Contract/casual Administration (AO) 3-4 1-2
614 634908831659365000 Brisbane North Institute of TAFE Delivery (teaching) 2012.0 Resignation - - Career Move - Self-employment - - - - - - - - - Female 46 – 50 Temporary Part-time Workplace Training Officer 1-2 1-2
621 634915560890625000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation Career Move - Public Sector - - - - - - - - - - - NaN NaN NaN NaN NaN NaN
622 634932864696524000 Southern Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector Career Move - Self-employment - - - - - - - - - Male 36 – 40 Permanent Full-time Teacher (including LVT) 5-6 3-4
623 634933010519531000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - - - - - - - - Other - Female 46 – 50 Permanent Full-time Administration (AO) 7-10 7-10
625 634937512037812000 Southern Queensland Institute of TAFE Delivery (teaching) 2013.0 Resignation Career Move - Public Sector - - - - Contributing Factors. Dissatisfaction - - - - - - NaN NaN NaN NaN NaN NaN
626 634938047980781000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - Ill Health - - - - - - Other - Female 41 – 45 Contract/casual Administration (AO) 3-4 3-4
627 634938094787656000 Southern Queensland Institute of TAFE Delivery (teaching) 2012.0 Resignation - - - - - Contributing Factors. Dissatisfaction - - - - - - Male 41 – 45 Permanent Full-time Teacher (including LVT) 5-6 5-6
628 634938351431992000 Tropical North Institute of TAFE Delivery (teaching) 2013.0 Resignation - Career Move - Private Sector - - - - - - - - Other - NaN NaN NaN NaN NaN NaN
630 634940601409024000 Southern Queensland Institute of TAFE Delivery (teaching) 2013.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 56 or older Permanent Full-time Teacher (including LVT) 5-6 5-6
634 634945048175625000 Brisbane North Institute of TAFE Delivery (teaching) 2013.0 Resignation - - - - Maternity/Family - - - - - Other - Female 41 – 45 Permanent Part-time Teacher (including LVT) 3-4 3-4
635 634945136067187000 Brisbane North Institute of TAFE Delivery (teaching) 2013.0 Resignation Career Move - Public Sector - - - - - - - - - Other - Female 36 – 40 Temporary Full-time Teacher (including LVT) 5-6 5-6
636 634951129892031000 Central Queensland Institute of TAFE Delivery (teaching) 2013.0 Resignation - - - - - - - - - - - NONE Male 31 – 35 Permanent Full-time Teacher (including LVT) 3-4 1-2
637 634951997495625000 Brisbane North Institute of TAFE Delivery (teaching) 2013.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 46 – 50 Temporary Full-time Teacher (including LVT) 5-6 5-6
639 634958140455899000 Tropical North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 46 – 50 Temporary Full-time Administration (AO) 3-4 3-4
640 634964112426563000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 21 – 25 Temporary Full-time Administration (AO) 3-4 1-2
641 634969167674375000 Brisbane North Institute of TAFE Delivery (teaching) 2013.0 Resignation - - - Ill Health - Contributing Factors. Dissatisfaction - - - Travel Other - Female 56 or older Permanent Part-time Teacher (including LVT) 11-20 11-20
642 634970182194493000 Mount Isa Institute of TAFE Delivery (teaching) 2013.0 Resignation - - - - - - - - - - Other - Male 51-55 Permanent Full-time Teacher (including LVT) 1-2 1-2
644 634975184457305000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - - - - - - Study - - - Female 26 – 30 Contract/casual Administration (AO) Less than 1 year Less than 1 year
645 634975203429336000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 20 or younger Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
647 634976314836250000 SkillsTech Australia Delivery (teaching) 2012.0 Resignation - Career Move - Private Sector - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - Male 46 – 50 Permanent Full-time Teacher (including LVT) 7-10 Less than 1 year
648 634977079348281000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 46 – 50 Temporary Full-time Administration (AO) 5-6 Less than 1 year
650 634982066598317000 Southern Queensland Institute of TAFE Delivery (teaching) 2013.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 51-55 Permanent Full-time Teacher (including LVT) 7-10 7-10
652 634985719186563000 Mount Isa Institute of TAFE Delivery (teaching) 2013.0 Resignation - - - - - - - - - - Other - Male 51-55 Temporary Full-time Teacher (including LVT) 3-4 3-4
654 634991666421130000 SkillsTech Australia Delivery (teaching) 2013.0 Resignation - Career Move - Private Sector - - - - Job Dissatisfaction Interpersonal Conflict - - - - Male 36 – 40 Temporary Full-time Teacher (including LVT) 1-2 1-2
655 634992694358630000 Southern Queensland Institute of TAFE Delivery (teaching) 2013.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 26 – 30 Temporary Part-time Teacher (including LVT) Less than 1 year 7-10
658 634995296716719000 Tropical North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - - - - - Interpersonal Conflict - - - - Female 51-55 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
659 634998528620661000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - Career Move - Private Sector - - - - - - Study - - - Female 46 – 50 Temporary Part-time Administration (AO) 1-2 1-2
660 634999429878281000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - - - - - - - - Other - Female 41 – 45 Permanent Part-time Administration (AO) 3-4 3-4
661 635000251520036000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - Career Move - Private Sector - - - - Job Dissatisfaction - - - - - Female 46 – 50 Permanent Full-time Administration (AO) 5-6 More than 20 years
665 635005511729063000 Tropical North Institute of TAFE Delivery (teaching) 2013.0 Resignation - - - Ill Health - - - - - - - - NaN NaN NaN NaN NaN NaN
666 635005532793750000 Tropical North Institute of TAFE Delivery (teaching) 2013.0 Resignation - - - - - - - - - - - - NaN NaN NaN NaN NaN NaN
669 635010822773594000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - - - - - - - - Other - Female 26 – 30 Temporary Full-time Administration (AO) 3-4 3-4
670 635012419902813000 Tropical North Institute of TAFE Delivery (teaching) 2013.0 Resignation NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
671 635012661372849000 Tropical North Institute of TAFE Delivery (teaching) 2013.0 Resignation - - - - - - Job Dissatisfaction - - - - - Female 46 – 50 Temporary Full-time Teacher (including LVT) Less than 1 year Less than 1 year
675 635017508419688000 Tropical North Institute of TAFE Delivery (teaching) 2013.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction Interpersonal Conflict - - Other - Male 51-55 Temporary Full-time Teacher (including LVT) Less than 1 year Less than 1 year
676 635019417764844000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 41 – 45 Contract/casual Administration (AO) 1-2 Less than 1 year
677 635021852425625000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - - - - - - - - Other - Female 36 – 40 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
678 635025280694687000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 51-55 Permanent Full-time Administration (AO) 3-4 3-4
679 635027942448125000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - Ill Health - - - - - - - - Female 56 or older Temporary Part-time Operational (OO) 1-2 1-2
681 635031425678438000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - - - - - - - - Other - Female 26 – 30 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
682 635035655232813000 Mount Isa Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 26 – 30 Permanent Part-time Administration (AO) Less than 1 year Less than 1 year
683 635037423338906000 Central Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - - - - - - - - Other - Female 41 – 45 Temporary Full-time Administration (AO) Less than 1 year Less than 1 year
684 635037453598125000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation Career Move - Public Sector - - - - - - - - - - - Male 41 – 45 Contract/casual Administration (AO) 3-4 Less than 1 year
685 635040151398125000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - - - Contributing Factors. Dissatisfaction Job Dissatisfaction - - - - - Female 26 – 30 Temporary Full-time Technical Officer (TO) 1-2 1-2
686 635042565856250000 Brisbane North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation Career Move - Public Sector - - - - - - - - - - - Female 41 – 45 Temporary Full-time Administration (AO) 5-6 5-6
688 635047878104375000 Tropical North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - - - - - - - - - NONE Female 46 – 50 Permanent Part-time Professional Officer (PO) 5-6 5-6
689 635047983761250000 Central Queensland Institute of TAFE Delivery (teaching) 2013.0 Resignation - - - Ill Health - - Job Dissatisfaction - - - - - Male 41 – 45 Permanent Full-time Teacher (including LVT) Less than 1 year Less than 1 year
690 635049577295469000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - Ill Health - - - - - - - - NaN NaN NaN NaN NaN NaN
691 635049585605000000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - - Ill Health - - - - - - - - Female 56 or older Permanent Part-time Operational (OO) 3-4 3-4
693 635059949710781000 Tropical North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - Career Move - Private Sector - - - - - - - - - - Female 26 – 30 Temporary Full-time Administration (AO) 1-2 1-2
694 635065177031604000 Sunshine Coast Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - Career Move - Private Sector - - - - - - - - - - NaN NaN NaN NaN NaN NaN
696 635065973820625000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - Career Move - Private Sector - - - - - - - - - - Male 21 – 25 Temporary Full-time Operational (OO) 5-6 5-6
697 635066785175197000 Barrier Reef Institute of TAFE Delivery (teaching) 2013.0 Resignation Career Move - Public Sector - - - - - - - - - - - Male 51-55 Temporary Full-time Teacher (including LVT) 1-2 1-2
698 635067716405666000 Southern Queensland Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation Career Move - Public Sector - - - - - - - - - - - NaN NaN NaN NaN NaN NaN
699 635070442972541000 Tropical North Institute of TAFE Delivery (teaching) 2013.0 Resignation - - - - - - - - - - Other - Female 51-55 Permanent Full-time Teacher (including LVT) 5-6 1-2
701 635073030973791000 Tropical North Institute of TAFE Non-Delivery (corporate) 2013.0 Resignation - - Career Move - Self-employment - - - - - - Travel - - Female 26 – 30 Contract/casual Administration (AO) 3-4 1-2

Now we have succesfully isolated the respondents we need to answer our question. Now, before we start cleaning and manipulating the rest of our data, let's verify once more that the data doesn't contain any major inconsistencies.

4. Verify Data

In this step, we'll focus on verifying that the years in the cease_date and dete_start_date columns make sense. The cease_date is the last year of the person's employment and the dete_start_date is the person's first year of employment.

In [44]:
dete_resignation["cease_date"].value_counts(dropna=False)
Out[44]:
2012       126
2013        74
01/2014     22
12/2013     17
06/2013     14
NaN         11
09/2013     11
11/2013      9
07/2013      9
10/2013      6
08/2013      4
05/2013      2
05/2012      2
2010         1
09/2010      1
07/2012      1
07/2006      1
Name: cease_date, dtype: int64

the range seems fine, the only thing is we need to extract only years without months, let's do that

In [45]:
# extracting only years from dete_resignation["cease_date"] using vectorized string methods
# add .copy()to avoid SettingwithCopyWarning

dete_resignation.loc[:,"cease_date"] = dete_resignation["cease_date"].str.split(pat="/").str[-1].astype("float")
C:\Users\Anaconda\lib\site-packages\pandas\core\indexing.py:966: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.obj[item] = s
In [46]:
dete_resignation["cease_date"].value_counts().sort_values()
Out[46]:
2006.0      1
2010.0      2
2014.0     22
2012.0    129
2013.0    146
Name: cease_date, dtype: int64

Now that we have successfully extracted only years in DETE resignation "cease_date" column, and converted it to dtype float, now let's check "dete_start_date" column

In [47]:
dete_resignation["dete_start_date"].value_counts().sort_index(ascending=True)
Out[47]:
1963.0     1
1971.0     1
1972.0     1
1973.0     1
1974.0     2
1975.0     1
1976.0     2
1977.0     1
1980.0     5
1982.0     1
1983.0     2
1984.0     1
1985.0     3
1986.0     3
1987.0     1
1988.0     4
1989.0     4
1990.0     5
1991.0     4
1992.0     6
1993.0     5
1994.0     6
1995.0     4
1996.0     6
1997.0     5
1998.0     6
1999.0     8
2000.0     9
2001.0     3
2002.0     6
2003.0     6
2004.0    14
2005.0    15
2006.0    13
2007.0    21
2008.0    22
2009.0    13
2010.0    17
2011.0    24
2012.0    21
2013.0    10
Name: dete_start_date, dtype: int64

The range seems fine, and the format of the data is good, let's check the TAFE-resignation next:

In [48]:
tafe_resignation["cease_date"].value_counts().sort_values()
Out[48]:
2009.0      2
2013.0     55
2010.0     68
2012.0     94
2011.0    116
Name: cease_date, dtype: int64

conclusion:

  • There aren't any major issues with the years.
  • The years in each dataframe don't span quite the same number of years. We'll leave it up to your discretion to drop any years you don't think are needed for the analysis. -- I DONT CARE IF THE RANGE IS DIFFERENT - NOT IMPORTANT I THINK?

In the Human Resources field, the length of time an employee spent in a workplace is referred to as their years of service. tafe_resignations dataframe already contains a "service" column, which we renamed to institute_service. In order to analyze both surveys together, we'll have to create a corresponding institute_service column in dete_resignations.

In [50]:
dete_resignation["institute_service"] = dete_resignation["cease_date"] - dete_resignation["dete_start_date"]
<ipython-input-50-25e558e2dd6f>:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  dete_resignation["institute_service"] = dete_resignation["cease_date"] - dete_resignation["dete_start_date"]
In [52]:
dete_resignation[["cease_date", "dete_start_date", "institute_service"]]
Out[52]:
cease_date dete_start_date institute_service
3 2012.0 2005.0 7.0
5 2012.0 1994.0 18.0
8 2012.0 2009.0 3.0
9 2012.0 1997.0 15.0
11 2012.0 2009.0 3.0
12 2012.0 1998.0 14.0
14 2012.0 2007.0 5.0
16 2012.0 NaN NaN
20 2012.0 1982.0 30.0
21 2012.0 1980.0 32.0
22 2012.0 1997.0 15.0
23 2012.0 1973.0 39.0
25 2012.0 1995.0 17.0
27 2012.0 2005.0 7.0
33 2012.0 2003.0 9.0
34 2012.0 2006.0 6.0
37 2012.0 2011.0 1.0
39 2012.0 NaN NaN
40 2012.0 1977.0 35.0
41 2012.0 1974.0 38.0
42 2012.0 2011.0 1.0
43 2012.0 1976.0 36.0
48 2012.0 2009.0 3.0
50 2012.0 2009.0 3.0
51 2012.0 1993.0 19.0
55 2012.0 2008.0 4.0
57 2012.0 2003.0 9.0
61 2012.0 2011.0 1.0
69 2012.0 2006.0 6.0
71 2012.0 2011.0 1.0
87 2012.0 2007.0 5.0
90 2012.0 1986.0 26.0
93 2012.0 2002.0 10.0
99 2012.0 2011.0 1.0
100 2012.0 2006.0 6.0
102 2012.0 2002.0 10.0
103 2012.0 2004.0 8.0
106 2012.0 NaN NaN
108 2012.0 2008.0 4.0
111 2012.0 2004.0 8.0
112 2012.0 2007.0 5.0
114 2012.0 1997.0 15.0
116 2012.0 1976.0 36.0
118 2012.0 2010.0 2.0
124 2012.0 2012.0 0.0
126 2012.0 1980.0 32.0
130 2012.0 2012.0 0.0
132 2012.0 2007.0 5.0
135 2012.0 1994.0 18.0
138 2012.0 2004.0 8.0
140 2012.0 NaN NaN
145 2012.0 2007.0 5.0
147 2012.0 2003.0 9.0
158 2012.0 2011.0 1.0
160 2012.0 2003.0 9.0
164 2012.0 2005.0 7.0
179 2012.0 2012.0 0.0
183 2012.0 1998.0 14.0
185 2012.0 2005.0 7.0
189 2012.0 2006.0 6.0
192 2012.0 1995.0 17.0
195 2012.0 1989.0 23.0
196 2012.0 NaN NaN
197 2012.0 2005.0 7.0
204 2012.0 2008.0 4.0
205 2012.0 2006.0 6.0
210 2012.0 2007.0 5.0
212 2012.0 1986.0 26.0
214 2012.0 1999.0 13.0
223 2012.0 1996.0 16.0
224 2012.0 2009.0 3.0
228 2012.0 1994.0 18.0
235 2012.0 2009.0 3.0
247 2013.0 2007.0 6.0
248 2012.0 2011.0 1.0
250 2013.0 2006.0 7.0
254 2012.0 2000.0 12.0
255 2012.0 2008.0 4.0
256 2012.0 2005.0 7.0
257 2012.0 2012.0 0.0
258 2012.0 2007.0 5.0
259 2012.0 2008.0 4.0
262 2013.0 2011.0 2.0
263 2013.0 2009.0 4.0
264 2012.0 2011.0 1.0
267 2012.0 2011.0 1.0
268 2012.0 2011.0 1.0
269 2012.0 2010.0 2.0
273 2012.0 1991.0 21.0
274 2013.0 2011.0 2.0
279 2012.0 1992.0 20.0
283 2012.0 2007.0 5.0
284 2012.0 2007.0 5.0
285 2012.0 2012.0 0.0
286 2012.0 2012.0 0.0
288 2013.0 NaN NaN
291 2013.0 NaN NaN
293 2012.0 NaN NaN
295 2012.0 1980.0 32.0
296 2012.0 2006.0 6.0
300 2012.0 1996.0 16.0
301 2012.0 NaN NaN
303 2012.0 2005.0 7.0
304 2013.0 2009.0 4.0
311 2013.0 2001.0 12.0
312 2013.0 1999.0 14.0
314 2013.0 2001.0 12.0
317 2012.0 1989.0 23.0
318 2012.0 2012.0 0.0
320 2012.0 2011.0 1.0
322 2013.0 2007.0 6.0
324 2012.0 2011.0 1.0
325 2012.0 2000.0 12.0
326 2012.0 2008.0 4.0
332 2012.0 2011.0 1.0
333 2012.0 2012.0 0.0
340 2013.0 2005.0 8.0
343 2012.0 NaN NaN
345 2012.0 1988.0 24.0
347 2012.0 2008.0 4.0
348 2013.0 1980.0 33.0
354 2013.0 2007.0 6.0
355 2013.0 1992.0 21.0
356 2013.0 2003.0 10.0
365 2012.0 NaN NaN
366 2013.0 2010.0 3.0
367 2013.0 2012.0 1.0
371 2012.0 2012.0 0.0
374 2012.0 1992.0 20.0
375 2012.0 1999.0 13.0
376 2012.0 2007.0 5.0
377 2012.0 1990.0 22.0
379 2012.0 NaN NaN
381 2013.0 2008.0 5.0
383 2012.0 1994.0 18.0
388 2013.0 2007.0 6.0
389 2013.0 1985.0 28.0
390 2013.0 2000.0 13.0
391 2012.0 2007.0 5.0
398 2012.0 1993.0 19.0
399 2013.0 NaN NaN
405 2012.0 NaN NaN
406 2013.0 1991.0 22.0
407 2013.0 NaN NaN
408 2012.0 2006.0 6.0
409 2012.0 NaN NaN
410 2013.0 2008.0 5.0
412 2013.0 2008.0 5.0
414 2013.0 1997.0 16.0
415 2013.0 2011.0 2.0
416 2012.0 1963.0 49.0
417 2013.0 2008.0 5.0
419 2013.0 2012.0 1.0
423 2013.0 2008.0 5.0
432 2013.0 2008.0 5.0
433 2013.0 1993.0 20.0
434 2013.0 2006.0 7.0
437 2013.0 2002.0 11.0
438 2013.0 NaN NaN
439 2012.0 1992.0 20.0
441 2013.0 2010.0 3.0
449 2012.0 NaN NaN
451 2013.0 2009.0 4.0
452 2013.0 1991.0 22.0
454 2013.0 2013.0 0.0
456 2013.0 2013.0 0.0
459 2012.0 2011.0 1.0
461 2013.0 2010.0 3.0
464 2013.0 2002.0 11.0
466 2013.0 2000.0 13.0
470 2013.0 1990.0 23.0
471 2013.0 NaN NaN
473 2013.0 1997.0 16.0
476 2013.0 2008.0 5.0
477 2013.0 2004.0 9.0
478 2013.0 2000.0 13.0
479 2013.0 2013.0 0.0
481 2012.0 1990.0 22.0
485 2012.0 2005.0 7.0
486 2013.0 1993.0 20.0
489 2012.0 NaN NaN
492 2013.0 1974.0 39.0
494 2012.0 1988.0 24.0
495 2013.0 2012.0 1.0
497 2013.0 2009.0 4.0
499 2013.0 2013.0 0.0
500 2013.0 2002.0 11.0
503 2013.0 1972.0 41.0
504 2013.0 2008.0 5.0
505 2013.0 1989.0 24.0
506 2013.0 2009.0 4.0
517 2010.0 2007.0 3.0
531 2013.0 NaN NaN
533 2013.0 1999.0 14.0
534 2012.0 2008.0 4.0
536 2013.0 2007.0 6.0
538 2013.0 NaN NaN
539 2013.0 2007.0 6.0
541 2013.0 1996.0 17.0
543 2013.0 2011.0 2.0
547 2013.0 2010.0 3.0
550 2013.0 2000.0 13.0
551 2013.0 2011.0 2.0
552 2013.0 2005.0 8.0
557 2013.0 2011.0 2.0
562 2013.0 2012.0 1.0
563 2013.0 1990.0 23.0
568 2013.0 2000.0 13.0
569 2013.0 2010.0 3.0
571 2013.0 1998.0 15.0
575 2013.0 2004.0 9.0
576 2013.0 2004.0 9.0
577 2013.0 1994.0 19.0
584 2013.0 2008.0 5.0
585 2013.0 2012.0 1.0
586 2010.0 1999.0 11.0
588 2013.0 2011.0 2.0
589 2013.0 1985.0 28.0
590 2014.0 2005.0 9.0
592 2013.0 2001.0 12.0
593 2013.0 2005.0 8.0
601 2013.0 2010.0 3.0
604 2013.0 1996.0 17.0
607 2013.0 2004.0 9.0
608 2013.0 2004.0 9.0
610 2013.0 1989.0 24.0
612 2013.0 1993.0 20.0
613 2013.0 2010.0 3.0
617 2013.0 1996.0 17.0
619 2013.0 2003.0 10.0
621 2013.0 1983.0 30.0
623 2013.0 2004.0 9.0
625 2013.0 2011.0 2.0
626 2013.0 2010.0 3.0
631 2013.0 2006.0 7.0
637 2013.0 2013.0 0.0
641 2013.0 2010.0 3.0
642 2013.0 2010.0 3.0
647 2013.0 1992.0 21.0
649 2013.0 1995.0 18.0
650 2013.0 1996.0 17.0
651 2013.0 2010.0 3.0
652 2013.0 1986.0 27.0
658 2013.0 1971.0 42.0
659 2013.0 1998.0 15.0
662 2013.0 NaN NaN
664 2014.0 1999.0 15.0
666 2014.0 2012.0 2.0
667 2013.0 2011.0 2.0
669 2013.0 2013.0 0.0
670 2013.0 2013.0 0.0
671 2013.0 2009.0 4.0
676 2014.0 2010.0 4.0
678 2013.0 2012.0 1.0
682 2013.0 1988.0 25.0
683 NaN 2011.0 NaN
684 2013.0 2004.0 9.0
685 2014.0 1985.0 29.0
687 2013.0 2013.0 0.0
690 2014.0 2004.0 10.0
691 2014.0 1998.0 16.0
692 2013.0 2012.0 1.0
693 2014.0 2010.0 4.0
694 NaN 2012.0 NaN
696 2013.0 2008.0 5.0
698 2013.0 2010.0 3.0
700 2013.0 2007.0 6.0
701 2013.0 1988.0 25.0
703 2013.0 2013.0 0.0
704 NaN 2006.0 NaN
709 NaN NaN NaN
712 2013.0 NaN NaN
716 2013.0 2000.0 13.0
724 NaN 1984.0 NaN
726 2014.0 1975.0 39.0
727 2014.0 1980.0 34.0
730 2013.0 1999.0 14.0
731 2014.0 1992.0 22.0
735 2013.0 2006.0 7.0
737 2013.0 1999.0 14.0
744 2013.0 1991.0 22.0
747 2014.0 2008.0 6.0
751 2013.0 2005.0 8.0
752 2013.0 1998.0 15.0
753 2013.0 2004.0 9.0
755 2013.0 2012.0 1.0
762 2006.0 2006.0 0.0
766 2014.0 2007.0 7.0
769 2013.0 2008.0 5.0
770 NaN 1987.0 NaN
771 2014.0 2002.0 12.0
774 NaN 2005.0 NaN
784 2013.0 2013.0 0.0
786 2014.0 1994.0 20.0
788 NaN 1990.0 NaN
789 2014.0 1983.0 31.0
790 2014.0 2008.0 6.0
791 NaN 2007.0 NaN
794 2013.0 NaN NaN
797 NaN 2000.0 NaN
798 NaN 1995.0 NaN
802 2013.0 NaN NaN
803 2014.0 2004.0 10.0
804 2014.0 2008.0 6.0
806 2013.0 2005.0 8.0
807 2013.0 2004.0 9.0
808 2013.0 2010.0 3.0
815 2014.0 2012.0 2.0
816 2014.0 2012.0 2.0
819 2014.0 2009.0 5.0
821 2013.0 NaN NaN