ABCDEFGHIJKLMNOPQRSTUVWXYZAAABACADAEAFAGAHAIAJAKALAMANAOAPAQARASATAUAVAWAXAYAZBABBBCBDBEBFBGBHBIBJBK
1
AgeAttrition
BusinessTravel
DailyRateDepartment
DistanceFromHome
Education
EducationField
EmployeeCount
EmployeeNumber
EnvironmentSatisfaction
GenderHourlyRate
JobInvolvement
JobLevel
JobRole
JobSatisfaction
MaritalStatus
MonthlyIncome
MonthlyRate
NumCompaniesWorked
Over18OverTime
PercentSalaryHike
PerformanceRating
RelationshipSatisfaction
StandardHours
StockOptionLevel
TotalWorkingYears
TrainingTimesLastYear
WorkLifeBalance
YearsAtCompany
YearsInCurrentRole
YearsSinceLastPromotion
YearsWithCurrManager
2
31NoNon-Travel158Software73Medical113Male4223Developer1Married42,682.00298,774.002YNo204180215121241011
3
38NoTravel_Rarely985Human Resources335Life Sciences121Female6624
Healthcare Representative
3Single45,252.0045,252.008YNo2138045431111
4
59YesNon-Travel1273Sales52
Technical Degree
134Female9613
Manufacturing Director
2Married46,149.00507,639.007YYes39328029516643
5
52YesTravel_Rarely480Support25Marketing144Female7124Human Resources1Married27,150.0027,150.004YNo1632802224410956
6
32NoNon-Travel543Human Resources75
Human Resources
152Male12233Manager2Divorced15,894.0047,682.006YYes42348023034292797
7
19YesNon-Travel779Hardware431Medical162Female19543Research Director3Married41,552.001,246,560.003YYes15438013342164143
8
42YesNon-Travel934Support264
Human Resources
172Female8035Sales Executive4Divorced5,303.00148,484.003YNo45418014342112
9
30NoTravel_Rarely380Support193Marketing184Male16514Human Resources4Single28,555.00571,100.002YYes353280122222228336Software
10
41No
Travel_Frequently
1464Software161Life Sciences193Male13412Manager4Divorced3,241.0087,507.007YNo11380281221228169Hardware
11
45No
Travel_Frequently
1020Human Resources175Life Sciences1104Female13724Manager2Married4,323.00116,721.004YYes321380464453418418
Human Resources
12
36NoTravel_Rarely987Sales334Other1113Male15931Human Resources3Married10,587.0095,283.000YYes474280138342419868319
Research & Development
13
23No
Travel_Frequently
135Human Resources204Life Sciences1122Female5122
Manufacturing Director
2Divorced7,446.00141,474.008YYes4412804165386768453Sales
14
24YesNon-Travel1086Support151Marketing1134Female18931
Manufacturing Director
4Married34,153.00648,907.007YNo17138013022153848305Support
15
39YesNon-Travel673
Research & Development
162
Human Resources
1142Female6942Sales Executive2Married47,844.00382,752.001YNo47148011442139115
16
42YesTravel_Rarely145Human Resources313Life Sciences1153Male12731Developer4Married21,432.0021,432.004YYes48218042621111
17
44Yes
Travel_Frequently
717Software102
Human Resources
1163Female15115Sales Representative4Divorced50,393.001,058,253.006YYes4221802273127131818
18
50Yes
Travel_Frequently
460
Research & Development
104
Human Resources
1174Male18125Manager3Divorced22,090.0066,270.007YNo192180214335345
19
42NoTravel_Rarely1422Software264Life Sciences1184Female9245Developer3Single47,968.0047,968.003YYes41428015434123
20
49No
Travel_Frequently
129
Research & Development
411
Technical Degree
1193Female8121Manager1Divorced24,665.0098,660.000YNo17238047136434
21
58YesTravel_Rarely637Support54
Technical Degree
1202Female6635Manager2Married41,084.00903,848.007YNo46138033964173134
22
42Yes
Travel_Frequently
699Software271Life Sciences1213Female15731Research Scientist3Single29,391.00264,519.000YYes433280320235532
23
46Yes
Travel_Frequently
198Hardware43
Human Resources
1222Male16233
Manufacturing Director
3Single3,835.0072,865.003YNo333480318349573
24
34YesTravel_Rarely212Support504
Human Resources
1232Male4411Manager3Single30,597.00152,985.003YNo28418013661308114Software Department8391
25
38No
Travel_Frequently
564
Research & Development
142Life Sciences1242Female7131
Healthcare Representative
1Single28,296.00679,104.004YNo44148028423222795Developer
26
22YesNon-Travel505Hardware172
Human Resources
1253Male4445
Manufacturing Director
4Divorced44,614.00803,052.002YNo04280415126112851
Healthcare Representative
Department
Average of TotalWorkingYears
Average of YearsAtCompany
Average of YearsSinceLastPromotion
Average of YearsInCurrentRole
Average of YearsWithCurrManager
Average of YearsInCurrentRole
PerformanceRating
27
58Yes
Travel_Frequently
284Support483
Human Resources
1262Female6943Human Resources4Married12,100.00278,300.000YNo383280222421111870Human ResourcesHardware20.4793732410.814910035.8706083986.0088138085.874892888DepartmentAttrition1234
Grand Total
28
51YesTravel_Rarely531Sales182Other1273Male14624Developer2Single31,621.00758,904.002YNo14380118331717416814
Laboratory Technician
Human Resources20.4536707110.769541465.9461867435.896056075.893799002HardwareNo6.1111111116.1671469745.6926736445.9960474315.990556901
29
38NoNon-Travel1287Software343Other1283Male8314
Manufacturing Director
2Single6,361.0025,444.000YNo153180410515252870Manager
Research & Development
20.2984733710.681211685.8754658015.9124894825.870657531Yes5.877450986.1412714435.6137724556.4707602346.02748205
30
52YesNon-Travel1047Software262Marketing1291Female11232Developer2Divorced22,383.00268,596.002YNo2348049621111833
Manufacturing Director
Sales20.6177688410.844197335.9174257665.84159475.963918136Hardware Total5.9946236566.1545275595.6541646376.2350343476.008813808
31
51NoTravel_Rarely345Support243
Technical Degree
1303Female13541Manager4Married3,641.00105,589.000YYes45138013532122840Research DirectorSoftware20.6452735110.775071985.8522072945.8871161235.854126679Human ResourcesNo6.0988909435.9952606645.7585877866.0067567575.965884861
32
35NoTravel_Rarely133Support102Other1313Male16145Research Scientist2Married23,302.00326,228.005YNo1532804184210952867
Research Scientist
Support20.4845273910.741240225.7672486455.9007826615.875376279Yes5.7007648185.7836363645.9443339965.8813397135.825827972
33
56NoNon-Travel633Hardware101Marketing1324Female4725Sales Representative2Married8,138.00179,036.007YYes62180210532112838Sales ExecutiveGrand Total20.4968610.77115.871825.90735.88904Human Resources Total5.9031954895.8872389795.8495618315.943777035.89605607
34
26NoNon-Travel1390Software211Life Sciences1333Female10042Sales Executive2Divorced35,730.001,071,900.000YYes34480428331111813
Sales Representative
Research & DevelopmentNo6.1804435486.0618253195.7218344975.9751196175.984478936
35
42NoTravel_Rarely623Sales34Life Sciences1343Male8633
Healthcare Representative
3Divorced42,788.001,026,912.005YYes43280326326156Yes5.6676056345.7902621725.8153409096.1008403365.843896714
36
48No
Travel_Frequently
983Support251Marketing1354Male11135Research Scientist4Divorced37,974.00455,688.000YNo26418047512121
Environment Satisfaction
Job Involvement
Performance Rating
Relation Satisfaction
Work Life Balance
Stock Option Level
Job Satisfaction
Research & Development Total
5.9149246485.9228557745.7697911616.0387523635.912489482
37
40NoTravel_Rarely533Hardware61Life Sciences1363Male18645Human Resources4Single10,478.00293,384.001YYes3244801123412877112569125341256012435123871248512663SalesNo5.6660567255.905123345.9292123635.9051162795.848994083
38
24NoNon-Travel1274Human Resources384
Technical Degree
1373Female10334Human Resources1Divorced40,937.00859,677.005YNo48318013423124110212466124071252512577126841240612549Yes5.8477251625.9498607245.6960227275.840864445.834200568
39
22No
Travel_Frequently
1079Support151Other1383Female17521Sales Representative1Divorced39,035.00234,210.006YNo192280323146434312443124531247212430125351254412544Sales Total5.7562211985.9277334585.8096163195.8738652655.8415947
40
58YesNon-Travel1115
Research & Development
12Other1392Female6435Developer4Married40,831.001,061,606.003YNo34380139231714716412522126061244312558123941256512244SoftwareNo6.0076923086.0955223886.0658627095.4745.914867815
41
30YesTravel_Rarely435
Research & Development
404
Technical Degree
1404Male10613
Laboratory Technician
3Divorced2,198.0019,782.001YYes23148049124241Yes5.8040737155.6314814816.0858490575.9222648755.859957275
42
38No
Travel_Frequently
1441Software332Medical1412Male12922Human Resources3Married4,886.0029,316.007YNo43428033521111Software Total5.9063254475.8551558756.0757717495.7027424095.887116123
43
60YesTravel_Rarely1277
Research & Development
165Life Sciences1424Male13633Sales Representative4Single21,259.00531,475.007YNo184380434227474SupportNo6.100190845.8229571985.5110047855.9763779535.852066715
44
36YesNon-Travel735Hardware225Marketing1431Male13811Sales Executive1Divorced38,523.00847,506.004YNo2222803396412348Yes5.9471153856.1231380345.7781954895.9574266795.949136276
45
59YesNon-Travel873Hardware262Other1444Female15422Manager1Married14,544.00407,232.008YNo48438023043235117Support Total6.023946365.9714987715.6458036985.9667149065.900782661
46
45NoTravel_Rarely111Support52Life Sciences1453Female4814Developer3Married44,893.00224,465.005YNo274180218341711115Grand Total5.9152070065.9517764475.8019563825.960138235.9073
47
32No
Travel_Frequently
633Software115Medical1463Female5613Developer1Divorced24,444.0024,444.007YYes223380213531311912
48
56No
Travel_Frequently
276Software455
Technical Degree
1473Male4442Sales Executive3Single50,248.001,406,944.007YNo263280334512818204
49
57NoTravel_Rarely377Support354Medical1482Female9811Sales Representative2Divorced14,164.00311,608.008YYes434180135532424423
50
53YesNon-Travel1018
Research & Development
202Life Sciences1491Female8534
Healthcare Representative
1Single31,062.0031,062.006YYes17438019112121
51
56No
Travel_Frequently
402Support463Marketing1501Female9545
Healthcare Representative
1Single38,894.00972,350.001YNo324380310218452
52
26YesNon-Travel197Support395
Human Resources
1514Female20012
Laboratory Technician
3Single41,349.00992,376.000YNo43238039123113
53
29YesTravel_Rarely1148Software192Other1523Male5741Sales Executive3Divorced8,574.0051,444.006YNo524803143112524
54
32YesTravel_Rarely775Software103Medical1533Female17013Manager4Divorced1,120.007,840.004YYes62480128536622
55
23YesNon-Travel417Sales132Marketing1542Male7841
Healthcare Representative
3Married21,954.00153,678.006YNo33418043622121
56
25YesTravel_Rarely1143Human Resources274Life Sciences1553Male16243Manager1Divorced19,402.0019,402.002YNo273180235513071113
57
30NoNon-Travel1062Software402Medical1564Male11925Human Resources1Married14,128.00141,280.007YYes45338023151289207
58
18YesTravel_Rarely414Human Resources254
Technical Degree
1574Female18143Sales Representative1Single37,768.00604,288.008YNo29118029115154
59
51YesNon-Travel381
Research & Development
91Other1583Female15225Sales Representative3Married22,231.00489,082.003YNo47318029544231
Average of MonthlyIncome
JobSatisfaction
60
57YesTravel_Rarely238Human Resources65
Technical Degree
1593Female16812Human Resources2Divorced42,815.00470,965.008YNo4521803235313147DepartmentAttrition1234Grand Total
61
59Yes
Travel_Frequently
1448
Research & Development
164
Technical Degree
1604Female16845
Manufacturing Director
3Married36,488.00729,760.003YNo9318011652121045HardwareNo25,562.4626,530.4526,079.8925,702.4225,966.33
62
20No
Travel_Frequently
462Hardware34Life Sciences1612Female5513Research Director1Married8,520.00136,320.000YYes453280118315113Yes25,753.1026,464.1226,003.3726,165.9826,091.20
63
42YesNon-Travel109Sales181Medical1622Female12544Research Director3Married16,307.0081,535.004YYes162480223617513Hardware Total25,657.8726,497.8126,042.5225,932.5926,028.07
64
23YesTravel_Rarely350Hardware155Medical1633Male16234
Healthcare Representative
2Single41,919.00125,757.003YNo411480337328121Human ResourcesNo26,603.9526,030.4325,281.8326,060.8026,001.26
65
53Yes
Travel_Frequently
1191Sales364Marketing1643Female9022
Manufacturing Director
4Single13,590.00380,520.007YNo832803325331121112Yes26,269.7525,967.3725,874.0926,357.9826,115.95
66
24YesTravel_Rarely562Human Resources482Marketing1653Female12123Developer3Single18,047.00342,893.003YNo17238021121111Human Resources Total26,438.4025,999.6925,582.7226,210.4826,058.45
67
28YesTravel_Rarely117Human Resources15Marketing1663Female3911Human Resources3Divorced7,964.00191,136.000YNo344180431416516
Research & Development
No25,863.8225,506.5425,737.0825,196.4525,574.63
68
53YesTravel_Rarely1486
Research & Development
253Medical1674Male6242Developer3Married2,564.0023,076.000YYes84180120133211Yes25,538.7826,241.6126,275.6625,971.7126,007.08
69
24YesTravel_Rarely1008Human Resources214
Human Resources
1683Male20023Manager4Married21,114.00274,482.001YYes104480211544414
Research & Development Total
25,692.2725,888.2926,005.2525,587.4525,796.08
70
46No
Travel_Frequently
858Sales252Other1691Female10133Research Scientist3Divorced23,025.0092,100.001YYes25328028344421SalesNo25,802.4125,614.8026,372.4826,486.2726,066.62
71
49No
Travel_Frequently
1162Support444Marketing1704Female9912
Healthcare Representative
2Divorced39,899.00518,687.000YYes46318032411111Yes26,249.8526,475.3025,750.6926,210.6026,170.85
72
27Yes
Travel_Frequently
945Software372Other1714Female6532Human Resources1Divorced12,210.00341,880.002YNo164180215637214Sales Total26,025.8126,048.4826,058.8126,350.4526,118.75
73
27YesNon-Travel1060Software184
Human Resources
1722Female17513
Laboratory Technician
3Single40,453.00364,077.001YYes451480230612121SoftwareNo25,795.9726,377.1425,407.1526,436.5426,004.55
74
29YesTravel_Rarely922Sales155Life Sciences1731Male3721Sales Representative4Single9,472.00161,024.006YNo2323801403220886Yes26,695.5325,869.2825,213.8426,405.2726,047.49
75
46YesTravel_Rarely1335Support274Marketing1743Male14221Sales Representative1Married17,944.00125,608.000YYes13318035231111Software Total26,235.8126,123.4525,307.5326,420.3026,026.25
76
57YesTravel_Rarely828Hardware461
Human Resources
1752Female14211Research Scientist1Married18,522.00148,176.007YYes141180327428544SupportNo26,053.5326,613.0526,061.1925,788.7226,127.29
77
18NoNon-Travel314Software394
Technical Degree
1763Female7044
Laboratory Technician
3Divorced39,184.00470,208.005YYes233280136242971327Yes25,588.1226,267.7625,618.7026,545.9826,003.57
78
47Yes
Travel_Frequently
430
Research & Development
341Other1771Female6722Developer2Married32,599.00325,990.007YNo214180421324121Support Total25,824.7826,437.6025,833.4726,162.0426,065.20
79
22NoNon-Travel497Software501Other1783Male16633Research Scientist4Single47,785.00334,495.003YNo3211801241319677Grand Total25,984.3526,163.9625,808.4326,108.8526,015.78
80
33No
Travel_Frequently
482
Research & Development
94
Technical Degree
1794Female8944Sales Representative1Divorced50,464.001,211,136.005YYes3621801245414141312
81
19Yes
Travel_Frequently
464Hardware224
Technical Degree
1802Female19344Developer4Single14,031.00364,806.001YNo182480424627514
82
52Yes
Travel_Frequently
192Hardware101Other1813Female6641Developer2Single19,147.00248,911.002YYes2341801162412651
83
41No
Travel_Frequently
879Sales232Marketing1821Female4915Manager1Divorced34,178.00649,382.002YNo2734801103410385
Average of YearsInCurrentRole
JobSatisfaction
84
36NoNon-Travel511
Research & Development
405Other1833Female13532Human Resources2Divorced1,893.003,786.004YNo22328012232181766DepartmentAttrition1234Grand Total
85
33Yes
Travel_Frequently
394Human Resources21Marketing1842Female15722Sales Executive4Married46,339.001,019,458.007YYes632802143210939HardwareNo5.6789772736.1935483876.2425120775.8533464575.990556901
86
54YesTravel_Rarely731
Research & Development
294Life Sciences1853Female18944Developer2Divorced32,237.00838,162.001YNo293480428242020127Yes5.9196597355.982845615.9878542516.2245508986.02748205
87
24NoNon-Travel1011Sales184
Human Resources
1863Female16822Sales Representative2Married42,673.001,152,171.008YNo43318043514232155Hardware Total5.7994323566.0898709046.1181413746.0376610516.008813808
88
39NoNon-Travel124
Research & Development
45Medical1872Female5042Research Director4Single27,653.00829,590.000YYes11480421539389Human ResourcesNo6.1847426476.0156971385.9759384025.6666666675.965884861
89
23NoNon-Travel795
Research & Development
444Marketing1884Female3721Sales Representative3Divorced20,041.00541,107.002YYes223480412221111Yes5.7968164795.9019417485.7455731595.8635477585.825827972
90
21Yes
Travel_Frequently
1207Human Resources415
Technical Degree
1892Male8944Human Resources4Divorced48,708.00925,452.002YNo0348043554129711Human Resources Total5.992578855.9602460965.8589015155.7658321065.89605607
91
25Yes
Travel_Frequently
1220
Research & Development
335Medical1903Male17413Research Director2Divorced23,829.00333,606.006YYes153480210211111
Research & Development
No5.5083333336.2454175156.129239236.0263157895.984478936
92
36Yes
Travel_Frequently
442Software285
Human Resources
1912Female17915Sales Executive3Single2,166.0017,328.007YYes391380334632824225Yes5.8359739055.7389255425.9343807765.8649425295.843896714
93
18Yes
Travel_Frequently
727Support413Other1921Male19111Sales Executive2Divorced2,125.0021,250.006YYes30128019119381
Research & Development Total
5.6812592235.9823788556.032213535.9449275365.912489482
94
37YesTravel_Rarely1498Support254Other1933Female6023Manager2Divorced48,966.00930,354.008YYes36428036623322SalesNo5.6651031895.8735849065.9224219495.9376199625.848994083
95
51Yes
Travel_Frequently
1069Software224Life Sciences1944Female4315Research Scientist1Married49,932.00599,184.001YYes351280316346244Yes5.6923800566.003714025.7565055765.8853754945.834200568
96
23No
Travel_Frequently
1146Human Resources311Life Sciences1953Male12722Developer3Married40,530.00243,180.001YNo47218022341111Sales Total5.6787224055.9391670575.8387248015.911879265.8415947
97
25Yes
Travel_Frequently
140
Research & Development
205Marketing1963Female10711Human Resources1Single35,606.00356,060.003YYes2338041141111SoftwareNo5.8854824175.8421541326.1768916165.7632950995.914867815
98
51NoTravel_Rarely430Software234Other1971Male16331Research Scientist1Married19,322.00231,864.005YNo171180238621111116Yes6.022620175.8195348845.6298076925.9662487955.859957275
99
60NoTravel_Rarely1348Sales323
Technical Degree
1981Male13234Research Director1Divorced14,216.00241,672.002YYes4234804395122221115Software Total5.9525345625.8308550195.8949454915.8687374755.887116123
100
24YesTravel_Rarely286Human Resources33
Technical Degree
1992Male4922Sales Representative3Married32,109.00545,853.000YYes0148022631111SupportNo5.6192748096.0107003895.9822134395.8036224985.852066715