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@SOF3
Last active December 19, 2018 13:01
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> summary(salary.lm)
Call:
lm(formula = Salary ~ ., data = data)
Residuals:
Min 1Q Median 3Q Max
-73805 -14818 -2794 9637 162228
Coefficients: (17 not defined because of singularities)
Estimate Std. Error t value Pr(>|t|)
(Intercept) -2.499e+04 2.875e+04 -0.869 0.384779
YearsProgram 1.682e+02 3.244e+01 5.186 2.15e-07 ***
YearsCodedJob 2.502e+02 3.621e+01 6.909 4.92e-12 ***
YearsCodedJobPast -7.116e+02 1.275e+02 -5.580 2.42e-08 ***
CareerSatisfaction 2.818e+02 8.048e+01 3.501 0.000463 ***
JobSatisfaction -4.637e+00 7.073e+01 -0.066 0.947726
HoursPerWeek -5.695e+01 2.556e+01 -2.228 0.025898 *
StackOverflowSatisfaction -2.969e+02 8.935e+01 -3.323 0.000891 ***
ExpectedSalary -1.745e-01 1.309e-02 -13.335 < 2e-16 ***
ClickyKeys 1.508e+03 2.570e+02 5.868 4.43e-09 ***
ProblemSolving -2.913e+02 2.555e+02 -1.140 0.254324
BuildingThings -5.669e+02 2.439e+02 -2.325 0.020099 *
LearningNewTech -7.339e+02 2.304e+02 -3.185 0.001447 **
JobSecurity -1.266e+02 1.653e+02 -0.766 0.443859
DiversityImportant 6.243e+02 1.537e+02 4.062 4.87e-05 ***
AnnoyingUI 5.529e+01 1.660e+02 0.333 0.739044
FriendsDevelopers -1.390e+02 1.376e+02 -1.010 0.312573
RightWrongWay 3.050e+02 1.431e+02 2.132 0.033016 *
UnderstandComputers -1.378e+02 1.283e+02 -1.074 0.282918
SeriousWork -4.631e+02 2.055e+02 -2.254 0.024224 *
InvestTimeTools -2.687e+02 1.841e+02 -1.460 0.144407
WorkPayCare 1.193e+01 1.608e+02 0.074 0.940848
KinshipDevelopers 5.233e+02 1.822e+02 2.871 0.004091 **
ChallengeMyself -4.992e+02 2.309e+02 -2.162 0.030608 *
CompetePeers 4.512e+02 1.450e+02 3.111 0.001867 **
ChangeWorld -1.443e+02 1.522e+02 -0.948 0.342939
ShipIt 4.844e+02 1.524e+02 3.178 0.001483 **
OtherPeoplesCode -5.624e+02 1.645e+02 -3.419 0.000629 ***
ProjectManagement 6.617e+02 1.641e+02 4.032 5.55e-05 ***
EnjoyDebugging -7.186e+01 1.605e+02 -0.448 0.654351
InTheZone -6.295e+02 1.801e+02 -3.496 0.000473 ***
DifficultCommunication -2.799e+02 1.752e+02 -1.598 0.110054
CollaborateRemote 9.597e+01 1.492e+02 0.643 0.520176
StackOverflowAdsRelevant 5.779e+02 1.716e+02 3.368 0.000756 ***
StackOverflowAdsDistracting -6.122e+02 1.764e+02 -3.471 0.000519 ***
StackOverflowModeration -2.695e+02 1.868e+02 -1.442 0.149199
StackOverflowCommunity -2.854e+02 1.578e+02 -1.809 0.070529 .
StackOverflowHelpful -5.989e+02 2.364e+02 -2.533 0.011308 *
StackOverflowBetter 7.516e+02 2.288e+02 3.285 0.001022 **
StackOverflowWhatDo 2.147e+02 1.412e+02 1.520 0.128464
StackOverflowMakeMoney -2.397e+02 2.077e+02 -1.154 0.248521
SurveyLong -9.906e+02 1.446e+02 -6.849 7.54e-12 ***
QuestionsInteresting -1.026e+02 2.143e+02 -0.479 0.632052
QuestionsConfusing -6.809e+02 2.241e+02 -3.038 0.002384 **
InterestedAnswers 1.490e+03 1.824e+02 8.170 3.15e-16 ***
TabsSpaces_Tabs 9.321e+03 7.089e+02 13.148 < 2e-16 ***
TabsSpaces_Spaces 1.155e+04 7.264e+02 15.903 < 2e-16 ***
TabsSpaces_Both 8.697e+03 7.389e+02 11.769 < 2e-16 ***
Professional_Student 7.344e+03 1.284e+03 5.721 1.07e-08 ***
Professional_Professional.developer 8.826e+03 7.689e+03 1.148 0.251038
Professional_Professional.non.developer.who.sometimes.writes.code -2.884e+03 2.081e+03 -1.386 0.165777
Professional_Used.to.be.a.professional.developer -1.002e+02 1.851e+03 -0.054 0.956824
Professional_None.of.these NA NA NA NA
ProgramHobby_Yes..both -1.500e+02 5.316e+02 -0.282 0.777883
ProgramHobby_Yes..I.program.as.a.hobby -4.161e+02 5.293e+02 -0.786 0.431820
ProgramHobby_No -1.290e+03 5.727e+02 -2.253 0.024282 *
ProgramHobby_Yes..I.contribute.to.open.source.projects NA NA NA NA
Country_United.States 2.688e+04 2.650e+04 1.014 0.310435
Country_United.Kingdom 1.281e+04 2.650e+04 0.484 0.628734
Country_Switzerland 2.314e+04 2.652e+04 0.873 0.382866
Country_New.Zealand 1.516e+04 2.655e+04 0.571 0.567894
Country_Poland 6.086e+03 2.651e+04 0.230 0.818438
Country_Colombia 4.839e+03 2.659e+04 0.182 0.855576
Country_France 1.320e+04 2.651e+04 0.498 0.618539
Country_Canada 1.538e+04 2.650e+04 0.580 0.561688
Country_Germany 1.336e+04 2.650e+04 0.504 0.614176
Country_Greece 7.123e+03 2.654e+04 0.268 0.788412
Country_Brazil 9.599e+03 2.652e+04 0.362 0.717386
Country_Israel 1.424e+04 2.652e+04 0.537 0.591238
Country_Italy 1.101e+04 2.652e+04 0.415 0.677927
Country_Belgium 9.792e+03 2.653e+04 0.369 0.712085
Country_India 1.069e+04 2.650e+04 0.403 0.686648
Country_Chile 5.327e+03 2.662e+04 0.200 0.841398
Country_Croatia 2.956e+03 2.657e+04 0.111 0.911416
Country_Argentina 8.455e+03 2.655e+04 0.318 0.750147
Country_Netherlands 1.177e+04 2.651e+04 0.444 0.657104
Country_Denmark 1.779e+04 2.654e+04 0.670 0.502613
Country_Ukraine 5.173e+03 2.654e+04 0.195 0.845451
Country_Sri.Lanka 8.892e+03 2.657e+04 0.335 0.737910
Country_Malaysia 1.020e+04 2.656e+04 0.384 0.700893
Country_Finland 1.046e+04 2.654e+04 0.394 0.693372
Country_Turkey 8.405e+03 2.653e+04 0.317 0.751430
Country_Spain 1.172e+04 2.652e+04 0.442 0.658577
Country_Austria 1.385e+04 2.653e+04 0.522 0.601692
Country_Mexico 8.455e+03 2.654e+04 0.319 0.750031
Country_Russian.Federation 4.476e+03 2.651e+04 0.169 0.865959
Country_Bulgaria 4.013e+03 2.655e+04 0.151 0.879860
Country_Uruguay 7.667e+03 2.667e+04 0.287 0.773743
Country_Estonia 6.609e+03 2.665e+04 0.248 0.804100
Country_Iran 1.183e+04 2.652e+04 0.446 0.655674
Country_Bangladesh 1.087e+04 2.657e+04 0.409 0.682515
Country_Sweden 1.146e+04 2.652e+04 0.432 0.665592
Country_Lithuania 5.529e+03 2.657e+04 0.208 0.835196
Country_Paraguay 4.481e+03 2.709e+04 0.165 0.868645
Country_Romania 4.024e+03 2.652e+04 0.152 0.879399
Country_Costa.Rica 6.609e+03 2.674e+04 0.247 0.804804
Country_Serbia 4.799e+03 2.656e+04 0.181 0.856582
Country_Slovenia 9.394e+03 2.654e+04 0.354 0.723389
Country_United.Arab.Emirates 1.215e+04 2.663e+04 0.456 0.648141
Country_Tunisia 1.146e+04 2.673e+04 0.429 0.668025
Country_Kenya 1.354e+04 2.664e+04 0.508 0.611209
Country_El.Salvador 7.167e+03 2.712e+04 0.264 0.791595
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Country_Dominican.Republic 5.754e+03 2.670e+04 0.216 0.829365
Country_Belarus 4.493e+03 2.664e+04 0.169 0.866071
Country_Portugal 8.240e+03 2.655e+04 0.310 0.756280
Country_Czech.Republic 6.064e+03 2.653e+04 0.229 0.819211
Country_Albania 1.427e+04 2.667e+04 0.535 0.592600
Country_I.prefer.not.to.say 1.513e+04 2.659e+04 0.569 0.569305
Country_South.Africa 6.862e+03 2.653e+04 0.259 0.795906
Country_Uzbekistan 1.666e+04 2.696e+04 0.618 0.536621
Country_Moldavia 1.897e+03 2.670e+04 0.071 0.943338
Country_Ireland 1.342e+04 2.654e+04 0.506 0.613090
Country_Nepal 1.075e+04 2.660e+04 0.404 0.686225
Country_Pakistan 1.094e+04 2.653e+04 0.413 0.679936
Country_Slovak.Republic 8.939e+03 2.658e+04 0.336 0.736616
Country_Hungary 4.451e+03 2.654e+04 0.168 0.866783
Country_Egypt 9.716e+03 2.660e+04 0.365 0.714900
Country_Australia 1.623e+04 2.651e+04 0.612 0.540387
Country_Japan 9.787e+03 2.655e+04 0.369 0.712427
Country_South.Korea 1.106e+04 2.658e+04 0.416 0.677416
Country_Rwanda 1.680e+04 2.757e+04 0.609 0.542318
Country_Luxembourg 1.535e+04 2.689e+04 0.571 0.568014
Country_Kazakhstan 8.756e+03 2.688e+04 0.326 0.744599
Country_Bolivia 1.280e+04 2.707e+04 0.473 0.636399
Country_Vietnam 1.036e+04 2.661e+04 0.389 0.697025
Country_Somalia 1.543e+04 2.898e+04 0.533 0.594279
Country_Saudi.Arabia 9.108e+03 2.675e+04 0.341 0.733442
Country_Ethiopia 1.414e+04 2.686e+04 0.526 0.598560
Country_Macedonia 5.080e+03 2.673e+04 0.190 0.849256
Country_Bosnia.Herzegovina 4.203e+03 2.669e+04 0.157 0.874874
Country_Algeria 1.076e+04 2.681e+04 0.401 0.688237
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Country_Cuba 6.439e+03 2.690e+04 0.239 0.810788
Country_Indonesia 1.230e+04 2.654e+04 0.464 0.642932
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Country_Jamaica 8.516e+03 2.715e+04 0.314 0.753803
Country_Nigeria 1.284e+04 2.658e+04 0.483 0.629022
Country_Ecuador 1.186e+04 2.685e+04 0.442 0.658822
Country_Peru 7.227e+03 2.670e+04 0.271 0.786610
Country_Malta 7.423e+03 2.678e+04 0.277 0.781674
Country_Uganda 2.067e+04 2.696e+04 0.767 0.443232
Country_Morocco 1.333e+04 2.670e+04 0.499 0.617580
Country_Guatemala 7.820e+03 2.684e+04 0.291 0.770818
Country_Jordan 8.155e+03 2.680e+04 0.304 0.760928
Country_Cyprus 9.595e+03 2.696e+04 0.356 0.721934
Country_Georgia 6.329e+03 2.678e+04 0.236 0.813177
Country_Armenia 7.923e+03 2.675e+04 0.296 0.767101
Country_Virgin.Islands..USA. 3.034e+04 2.900e+04 1.046 0.295482
Country_Lebanon 1.309e+04 2.674e+04 0.490 0.624343
Country_China 1.143e+04 2.656e+04 0.430 0.667004
Country_Bermuda 8.421e+04 3.235e+04 2.603 0.009249 **
Country_Latvia 6.208e+03 2.663e+04 0.233 0.815678
Country_Singapore 1.092e+04 2.657e+04 0.411 0.680960
Country_Thailand 8.520e+03 2.661e+04 0.320 0.748812
Country_American.Samoa 1.658e+04 2.899e+04 0.572 0.567414
Country_Puerto.Rico 1.845e+04 2.714e+04 0.680 0.496712
Country_Philippines 1.057e+04 2.654e+04 0.398 0.690451
Country_Hong.Kong 8.978e+03 2.661e+04 0.337 0.735800
Country_Taiwan 5.904e+03 2.664e+04 0.222 0.824632
Country_Cape.Verde 7.344e+03 3.736e+04 0.197 0.844182
Country_Trinidad.and.Tobago 1.195e+04 2.736e+04 0.437 0.662224
Country_Mongolia 7.695e+03 2.708e+04 0.284 0.776303
Country_Myanmar 8.821e+03 2.687e+04 0.328 0.742644
Country_North.Korea 1.996e+04 2.859e+04 0.698 0.485091
Country_Afghanistan 1.312e+04 2.671e+04 0.491 0.623204
Country_Cambodia 1.124e+04 2.716e+04 0.414 0.678911
Country_Liechtenstein 3.834e+04 2.860e+04 1.341 0.180028
Country_Botswana 1.445e+04 2.830e+04 0.511 0.609582
Country_Madagascar 3.031e+03 2.808e+04 0.108 0.914029
Country_Mauritius 8.568e+03 2.725e+04 0.314 0.753185
Country_Iraq 1.437e+04 2.765e+04 0.520 0.603259
Country_Ghana 1.427e+04 2.675e+04 0.533 0.593779
Country_Aland.Islands 1.629e+04 2.708e+04 0.602 0.547409
Country_Zambia 1.081e+04 2.778e+04 0.389 0.697298
Country_Iceland 4.402e+03 2.689e+04 0.164 0.869946
Country_Zimbabwe 1.414e+04 2.715e+04 0.521 0.602376
Country_Azerbaidjan 1.162e+04 2.698e+04 0.431 0.666761
Country_Kuwait 1.368e+04 2.756e+04 0.496 0.619693
Country_Venezuela 1.148e+04 2.672e+04 0.430 0.667478
Country_S..Georgia...S..Sandwich.Isls. 2.112e+04 3.727e+04 0.567 0.570963
Country_Panama 9.108e+03 2.709e+04 0.336 0.736681
Country_Andorra 1.125e+04 2.859e+04 0.394 0.693889
Country_Cayman.Islands 2.986e+04 3.239e+04 0.922 0.356583
Country_Bahamas 2.367e+04 3.724e+04 0.636 0.525043
Country_Honduras 1.103e+04 2.766e+04 0.399 0.690110
Country_Sudan 1.326e+04 2.757e+04 0.481 0.630500
Country_Syria 9.615e+03 2.748e+04 0.350 0.726428
Country_Gibraltar -1.117e+04 3.723e+04 -0.300 0.764215
Country_Virgin.Islands..British. 2.158e+04 3.235e+04 0.667 0.504776
Country_Cameroon 1.418e+04 2.757e+04 0.514 0.607078
Country_Tanzania 1.735e+04 2.725e+04 0.637 0.524366
Country_Mozambique 1.319e+04 2.808e+04 0.470 0.638510
Country_Qatar 1.082e+04 2.766e+04 0.391 0.695698
Country_Libya 1.886e+04 2.956e+04 0.638 0.523387
Country_Reunion..French. 1.789e+04 2.956e+04 0.605 0.545024
Country_Vatican.City.State 2.830e+04 3.730e+04 0.759 0.447980
Country_Oman 1.190e+04 2.895e+04 0.411 0.681023
Country_Angola 1.559e+04 2.792e+04 0.559 0.576503
Country_Montenegro 7.249e+03 2.758e+04 0.263 0.792643
Country_Haiti 1.705e+04 2.954e+04 0.577 0.563791
Country_New.Caledonia..French. 2.082e+04 2.829e+04 0.736 0.461781
Country_Bahrain 9.619e+03 2.756e+04 0.349 0.727111
Country_Bouvet.Island 2.634e+03 3.233e+04 0.081 0.935074
Country_Togo 1.142e+04 2.830e+04 0.404 0.686462
Country_Namibia -6.603e+01 2.958e+04 -0.002 0.998219
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Country_Lesotho 2.270e+04 3.730e+04 0.609 0.542726
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Country_Burkina.Faso 5.282e+03 3.724e+04 0.142 0.887212
Country_Anguilla 5.372e+04 3.238e+04 1.659 0.097102 .
Country_Fiji 1.108e+03 3.055e+04 0.036 0.971066
Country_Bhutan 2.157e+04 3.232e+04 0.668 0.504445
Country_Malawi 1.342e+04 3.234e+04 0.415 0.678111
Country_Laos 2.011e+04 3.240e+04 0.621 0.534841
Country_Gabon 1.937e+04 3.748e+04 0.517 0.605231
Country_Senegal 1.076e+04 2.899e+04 0.371 0.710488
Country_Kyrgyzstan 5.405e+03 2.765e+04 0.195 0.845042
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Country_Saint.Lucia 2.505e+04 3.258e+04 0.769 0.441884
Country_Monaco 2.653e+04 3.745e+04 0.708 0.478650
Country_U.S..Minor.Outlying.Islands 3.265e+04 2.955e+04 1.105 0.269217
Country_Polynesia..French. -4.057e+02 3.234e+04 -0.013 0.989990
Country_French.Guyana 1.233e+04 3.723e+04 0.331 0.740515
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Country_Seychelles 5.094e+03 3.728e+04 0.137 0.891317
Country_Guinea 7.231e+04 3.733e+04 1.937 0.052770 .
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Country_Belize 1.518e+04 2.959e+04 0.513 0.607978
Country_Benin 1.262e+04 3.240e+04 0.390 0.696886
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FormalEducation_I.never.completed.any.formal.education NA NA NA NA
MajorUndergrad_NA -3.627e+03 3.685e+03 -0.984 0.324938
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MajorUndergrad_Mathematics.or.statistics 5.371e+02 2.320e+03 0.231 0.816952
MajorUndergrad_Computer.engineering.or.electrical.electronics.engineering -8.126e+02 2.266e+03 -0.359 0.719932
MajorUndergrad_A.natural.science 5.609e+02 2.307e+03 0.243 0.807931
MajorUndergrad_A.business.discipline 1.600e+03 2.391e+03 0.669 0.503350
MajorUndergrad_Computer.programming.or.Web.development -4.335e+02 2.268e+03 -0.191 0.848430
MajorUndergrad_Information.technology..networking..or.system.administration -8.898e+02 2.299e+03 -0.387 0.698725
MajorUndergrad_I.never.declared.a.major 1.288e+03 2.480e+03 0.519 0.603590
MajorUndergrad_Something.else 1.115e+03 2.366e+03 0.471 0.637573
MajorUndergrad_Fine.arts.or.performing.arts 9.660e+01 2.461e+03 0.039 0.968686
MajorUndergrad_Management.information.systems -1.099e+02 2.455e+03 -0.045 0.964285
MajorUndergrad_A.humanities.discipline -1.312e+02 2.391e+03 -0.055 0.956243
MajorUndergrad_Psychology 2.030e+03 2.865e+03 0.708 0.478646
MajorUndergrad_A.health.science NA NA NA NA
HomeRemote_NA 8.727e+02 1.883e+03 0.463 0.643112
HomeRemote_More.than.half..but.not.all..the.time 2.409e+02 8.709e+02 0.277 0.782056
HomeRemote_Less.than.half.the.time..but.at.least.one.day.each.week 2.577e+02 7.541e+02 0.342 0.732537
HomeRemote_Never -3.199e+03 6.880e+02 -4.650 3.33e-06 ***
HomeRemote_All.or.almost.all.the.time..I.m.full.time.remote. 7.370e+02 7.444e+02 0.990 0.322157
HomeRemote_It.s.complicated -3.279e+03 8.914e+02 -3.678 0.000235 ***
HomeRemote_A.few.days.each.month -1.833e+03 6.763e+02 -2.709 0.006741 **
HomeRemote_About.half.the.time NA NA NA NA
CompanyType_NA -6.269e+03 2.199e+03 -2.851 0.004366 **
CompanyType_Privately.held.limited.company..not.in.startup.mode 1.237e+03 1.441e+03 0.858 0.390731
CompanyType_Publicly.traded.corporation 5.447e+03 1.469e+03 3.709 0.000208 ***
CompanyType_Non.profit.non.governmental.organization.or.private.school.university -8.549e+02 1.614e+03 -0.530 0.596230
CompanyType_Government.agency.or.public.school.university -1.341e+03 1.529e+03 -0.877 0.380649
CompanyType_Pre.series.A.startup -1.824e+02 1.609e+03 -0.113 0.909705
CompanyType_Venture.funded.startup 5.945e+03 1.531e+03 3.883 0.000103 ***
CompanyType_I.don.t.know -3.286e+02 1.500e+03 -0.219 0.826598
CompanyType_Sole.proprietorship.or.partnership..not.in.startup.mode 1.364e+01 1.511e+03 0.009 0.992797
CompanyType_I.prefer.not.to.answer -4.184e+03 1.557e+03 -2.687 0.007215 **
CompanyType_State.owned.company -1.108e+03 1.759e+03 -0.630 0.528882
CompanyType_Something.else NA NA NA NA
DeveloperType_NA 1.060e+03 7.649e+03 0.139 0.889799
DeveloperType_Other 3.185e+03 5.863e+02 5.433 5.58e-08 ***
DeveloperType_Mobile.developer -2.016e+02 4.448e+02 -0.453 0.650313
DeveloperType_Graphics.programming -1.214e+03 7.017e+02 -1.731 0.083525 .
DeveloperType_Desktop.applications.developer 1.595e+02 3.825e+02 0.417 0.676633
DeveloperType_Web.developer -8.196e+02 4.327e+02 -1.894 0.058234 .
DeveloperType_Embedded.applications.devices.developer 5.547e+02 5.308e+02 1.045 0.295940
DeveloperType_DevOps.specialist 1.419e+03 4.967e+02 2.857 0.004279 **
DeveloperType_Quality.assurance.engineer -7.970e+02 7.811e+02 -1.020 0.307527
DeveloperType_Data.scientist -1.765e+02 5.701e+02 -0.310 0.756928
DeveloperType_Machine.learning.specialist 1.374e+03 8.014e+02 1.715 0.086396 .
DeveloperType_Developer.with.a.statistics.or.mathematics.background 6.345e+01 4.833e+02 0.131 0.895541
DeveloperType_Database.administrator -3.019e+02 4.661e+02 -0.648 0.517174
DeveloperType_Systems.administrator -2.864e+02 5.131e+02 -0.558 0.576745
DeveloperType_Graphic.designer -1.967e+03 7.729e+02 -2.544 0.010950 *
WebDeveloperType_NA -1.468e+03 8.500e+02 -1.727 0.084173 .
WebDeveloperType_Full.stack.Web.developer -1.095e+03 8.224e+02 -1.331 0.183143
WebDeveloperType_Back.end.Web.developer -1.681e+03 9.334e+02 -1.801 0.071769 .
WebDeveloperType_Front.end.Web.developer NA NA NA NA
MobileDeveloperType_NA -1.472e+03 2.149e+03 -0.685 0.493366
MobileDeveloperType_Android -1.033e+03 1.838e+03 -0.562 0.574024
MobileDeveloperType_iOS -2.056e+03 1.782e+03 -1.154 0.248673
MobileDeveloperType_Windows.Phone 1.547e+03 3.468e+03 0.446 0.655603
MobileDeveloperType_Blackberry -1.324e+04 8.205e+03 -1.613 0.106722
NonDeveloperType_NA 2.441e+03 1.901e+03 1.284 0.199109
NonDeveloperType_Data.scientist -1.758e+03 9.768e+02 -1.800 0.071897 .
NonDeveloperType_Other -1.722e+03 1.060e+03 -1.625 0.104259
NonDeveloperType_C.suite.executive 2.305e+03 1.755e+03 1.314 0.189003
NonDeveloperType_Product.manager -7.858e+02 1.498e+03 -0.525 0.599825
NonDeveloperType_Educator.or.academic 1.155e+03 1.186e+03 0.974 0.330213
NonDeveloperType_Analyst.or.consultant -1.127e+03 9.315e+02 -1.210 0.226271
NonDeveloperType_Marketing.or.sales.manager 2.188e+03 2.262e+03 0.967 0.333396
NonDeveloperType_Designer.or.illustrator 4.366e+03 1.216e+03 3.592 0.000329 ***
NonDeveloperType_Elected.official 6.701e+03 4.673e+03 1.434 0.151528
PronounceGIF_With.a.soft.g..like.jiff 1.407e+03 1.391e+03 1.011 0.311927
PronounceGIF_With.a.hard.g..like.gift 1.437e+03 1.383e+03 1.039 0.298801
PronounceGIF_Some.other.way 2.218e+03 1.601e+03 1.386 0.165847
PronounceGIF_Enunciating.each.letter..gee.eye.eff 1.974e+03 1.463e+03 1.349 0.177292
PronounceGIF_NA NA NA NA NA
JobSeekingStatus_I.m.not.actively.looking..but.I.am.open.to.new.opportunities 5.306e+02 3.650e+02 1.454 0.146023
JobSeekingStatus_NA 2.013e+02 6.235e+02 0.323 0.746817
JobSeekingStatus_I.am.actively.looking.for.a.job 3.439e+02 5.715e+02 0.602 0.547332
JobSeekingStatus_I.am.not.interested.in.new.job.opportunities NA NA NA NA
ImportantBenefits_Stock.options 7.403e+02 4.593e+02 1.612 0.107041
ImportantBenefits_Vacation.days.off 1.424e+03 3.326e+02 4.282 1.86e-05 ***
ImportantBenefits_Remote.options 1.241e+03 3.351e+02 3.702 0.000214 ***
ImportantBenefits_NA 6.325e+03 8.694e+02 7.276 3.50e-13 ***
ImportantBenefits_Annual.bonus 8.826e+02 3.495e+02 2.525 0.011565 *
ImportantBenefits_Health.benefits 8.642e+02 3.379e+02 2.557 0.010557 *
ImportantBenefits_Equipment 7.490e+02 3.343e+02 2.241 0.025052 *
ImportantBenefits_Private.office 1.218e+03 4.956e+02 2.458 0.013984 *
ImportantBenefits_Expected.work.hours 3.546e+02 3.373e+02 1.051 0.293170
ImportantBenefits_Professional.development.sponsorship -2.982e+02 3.387e+02 -0.880 0.378737
ImportantBenefits_Education.sponsorship -5.242e+02 4.251e+02 -1.233 0.217563
ImportantBenefits_Long.term.leave 2.334e+01 4.486e+02 0.052 0.958510
ImportantBenefits_Child.elder.care 8.983e+01 5.506e+02 0.163 0.870389
ImportantBenefits_Retirement 2.262e+03 3.736e+02 6.053 1.43e-09 ***
ImportantBenefits_Meals -6.195e+02 4.437e+02 -1.396 0.162722
ImportantBenefits_Charitable.match 7.193e+02 9.587e+02 0.750 0.453059
ImportantBenefits_Other -9.805e+01 9.383e+02 -0.105 0.916772
ImportantBenefits_None.of.these 1.082e+03 1.145e+03 0.946 0.344387
JobProfile_Other 2.197e+03 5.312e+02 4.136 3.55e-05 ***
JobProfile_NA 2.920e+03 6.507e+02 4.488 7.20e-06 ***
JobProfile_LinkedIn 1.566e+03 5.713e+02 2.741 0.006128 **
JobProfile_Monster -1.480e+03 6.349e+02 -2.332 0.019710 *
JobProfile_Xing 1.023e+03 8.818e+02 1.160 0.246074
JobProfile_Indeed -1.825e+03 6.363e+02 -2.868 0.004131 **
JobProfile_Naukri -2.001e+03 8.768e+02 -2.282 0.022500 *
JobProfile_JobSite.co.uk -1.275e+03 1.972e+03 -0.647 0.517819
JobProfile_Dice 3.083e+03 9.707e+02 3.176 0.001492 **
JobProfile_Glassdoor -1.305e+03 8.334e+02 -1.566 0.117308
JobProfile_Hired.com 3.954e+03 1.015e+03 3.895 9.84e-05 ***
JobProfile_Reed.co.uk 3.170e+02 1.814e+03 0.175 0.861251
JobProfile_Remix_jobs 5.372e+02 3.298e+03 0.163 0.870592
JobProfile_TripleByte 2.160e+03 4.603e+03 0.469 0.638872
JobProfile_StepStone 8.021e+02 2.520e+03 0.318 0.750259
JobProfile_CW_Jobs -1.921e+03 1.901e+03 -1.011 0.312254
JobProfile_Workopolis 5.351e+03 3.081e+03 1.737 0.082389 .
JobProfile_Total_Jobs 1.041e+03 2.463e+03 0.423 0.672629
JobProfile_Pracuj -5.994e+02 2.085e+03 -0.287 0.773740
JobProfile_Talent.io 1.694e+03 2.561e+03 0.662 0.508174
ResumePrompted_NA 2.784e+03 1.569e+03 1.774 0.076118 .
ResumePrompted_A.recruiter.contacted.me 2.733e+03 1.567e+03 1.745 0.081047 .
ResumePrompted_I.was.just.giving.it.a.regular.update 2.833e+03 1.538e+03 1.842 0.065553 .
ResumePrompted_I.completed.a.major.project..assignment..or.contract 1.992e+03 1.600e+03 1.246 0.212945
ResumePrompted_I.received.bad.news.about.the.future.of.my.company.or.depart 4.432e+03 1.611e+03 2.750 0.005955 **
ResumePrompted_A.friend.told.me.about.a.job.opportunity 2.027e+03 1.606e+03 1.262 0.206874
ResumePrompted_Something.else 4.380e+03 1.589e+03 2.756 0.005852 **
ResumePrompted_I.saw.an.employer.s.advertisement 2.524e+03 1.591e+03 1.587 0.112531
ResumePrompted_I.received.negative.feedback.on.my.job.performance NA NA NA NA
LearnedHiring_NA 4.334e+03 7.636e+02 5.676 1.39e-08 ***
LearnedHiring_Some.other.way 1.964e+03 8.875e+02 2.213 0.026936 *
LearnedHiring_A.friend..family.member..or.former.colleague.told.me 3.344e+03 7.132e+02 4.689 2.75e-06 ***
LearnedHiring_A.tech.specific.job.board 4.554e+03 1.064e+03 4.278 1.89e-05 ***
LearnedHiring_I.visited.the.company.s.Web.site.and.found.a.job.listing.there 2.963e+03 8.579e+02 3.453 0.000554 ***
LearnedHiring_An.external.recruiter.or.headhunter 6.869e+03 7.941e+02 8.649 < 2e-16 ***
LearnedHiring_I.was.contacted.directly.by.someone.at.the.company..e.g..internal.recruiter. 3.982e+03 7.509e+02 5.303 1.14e-07 ***
LearnedHiring_A.general.purpose.job.board 2.345e+03 7.814e+02 3.001 0.002693 **
LearnedHiring_A.career.fair.or.on.campus.recruiting.event NA NA NA NA
EducationTypes_Online.course -3.636e+02 3.209e+02 -1.133 0.257313
EducationTypes_Open.source.contributions 5.714e+02 3.756e+02 1.521 0.128177
EducationTypes_Self.taught 2.986e+03 1.175e+03 2.542 0.011025 *
EducationTypes_Hackathon 2.141e+03 3.859e+02 5.547 2.91e-08 ***
EducationTypes_Coding.competition 9.544e+01 3.881e+02 0.246 0.805735
EducationTypes_NA 3.359e+03 5.797e+02 5.795 6.89e-09 ***
EducationTypes_Part.time.evening.course -1.517e+03 4.383e+02 -3.461 0.000539 ***
EducationTypes_On.the.job.training 2.349e+01 3.267e+02 0.072 0.942691
EducationTypes_Bootcamp 5.888e+02 5.496e+02 1.071 0.284081
EducationTypes_Industry.certification 3.354e+02 4.477e+02 0.749 0.453812
SelfTaughtTypes_NA 2.847e+03 1.197e+03 2.378 0.017425 *
SelfTaughtTypes_Official.documentation -1.393e+02 4.258e+02 -0.327 0.743621
SelfTaughtTypes_Stack.Overflow.Q.A -2.123e+02 4.234e+02 -0.501 0.616068
SelfTaughtTypes_Other -3.195e+02 5.163e+02 -0.619 0.535981
SelfTaughtTypes_Trade.book -5.257e+02 3.435e+02 -1.530 0.125936
SelfTaughtTypes_Textbook 2.174e+02 4.178e+02 0.520 0.602905
SelfTaughtTypes_Non.Stack.online.communities 1.857e+02 3.358e+02 0.553 0.580327
SelfTaughtTypes_Company.internal.community -1.018e+02 4.355e+02 -0.234 0.815201
SelfTaughtTypes_Friends.network -6.568e+02 4.174e+02 -1.573 0.115624
SelfTaughtTypes_Built.in.help 2.659e+01 3.433e+02 0.077 0.938247
SelfTaughtTypes_Stack.Overflow.Docs 4.490e+02 3.771e+02 1.191 0.233768
SelfTaughtTypes_Tutoring.mentoring -5.112e+02 8.105e+02 -0.631 0.528235
WorkStart_6.00.AM 2.275e+03 2.984e+03 0.762 0.445823
WorkStart_10.00.AM 2.064e+03 2.898e+03 0.712 0.476210
WorkStart_9.00.AM 1.635e+03 2.898e+03 0.564 0.572711
WorkStart_NA -2.267e+02 2.971e+03 -0.076 0.939166
WorkStart_7.00.AM 2.738e+03 2.923e+03 0.937 0.348906
WorkStart_Noon 8.361e+02 2.984e+03 0.280 0.779327
WorkStart_3.00.PM 7.638e+02 3.413e+03 0.224 0.822950
WorkStart_8.00.AM 1.928e+03 2.903e+03 0.664 0.506596
WorkStart_11.00.AM 2.115e+03 2.938e+03 0.720 0.471605
WorkStart_2.00.PM 1.946e+02 3.141e+03 0.062 0.950612
WorkStart_2.00.AM -9.814e+02 5.358e+03 -0.183 0.854665
WorkStart_3.00.AM 7.593e+02 4.713e+03 0.161 0.872007
WorkStart_1.00.PM 2.591e+03 3.170e+03 0.817 0.413695
WorkStart_8.00.PM -6.985e+02 3.282e+03 -0.213 0.831460
WorkStart_4.00.PM -1.153e+03 3.328e+03 -0.347 0.728915
WorkStart_7.00.PM 3.600e+02 3.713e+03 0.097 0.922751
WorkStart_10.00.PM 5.297e+02 3.404e+03 0.156 0.876332
WorkStart_1.00.AM 3.466e+03 4.633e+03 0.748 0.454411
WorkStart_5.00.AM 3.715e+03 3.271e+03 1.136 0.256023
WorkStart_6.00.PM 2.877e+02 3.323e+03 0.087 0.931002
WorkStart_9.00.PM 2.417e+03 3.570e+03 0.677 0.498372
WorkStart_5.00.PM -1.514e+02 3.668e+03 -0.041 0.967080
WorkStart_4.00.AM 9.864e+02 3.734e+03 0.264 0.791662
WorkStart_Midnight 1.110e+03 4.019e+03 0.276 0.782380
WorkStart_11.00.PM NA NA NA NA
HaveWorkedLanguage_Swift -7.803e+02 7.715e+02 -1.011 0.311859
HaveWorkedLanguage_JavaScript 2.510e+02 3.749e+02 0.670 0.503088
HaveWorkedLanguage_Python -4.789e+02 3.815e+02 -1.255 0.209393
HaveWorkedLanguage_Ruby 1.470e+03 5.819e+02 2.527 0.011515 *
HaveWorkedLanguage_SQL 7.086e+01 3.748e+02 0.189 0.850049
HaveWorkedLanguage_Java 2.297e+02 3.867e+02 0.594 0.552505
HaveWorkedLanguage_PHP -1.336e+03 4.332e+02 -3.085 0.002037 **
HaveWorkedLanguage_Matlab 7.574e+01 7.585e+02 0.100 0.920459
HaveWorkedLanguage_R -4.772e+02 8.734e+02 -0.546 0.584831
HaveWorkedLanguage_NA -3.001e+03 9.307e+02 -3.225 0.001263 **
HaveWorkedLanguage_Rust -3.773e+02 1.401e+03 -0.269 0.787744
HaveWorkedLanguage_CoffeeScript -5.532e+02 8.416e+02 -0.657 0.510952
HaveWorkedLanguage_Clojure -6.730e+02 1.469e+03 -0.458 0.646959
HaveWorkedLanguage_Elixir -1.258e+03 1.509e+03 -0.834 0.404513
HaveWorkedLanguage_Erlang 1.229e+03 1.726e+03 0.712 0.476492
HaveWorkedLanguage_Haskell -2.732e+03 1.122e+03 -2.435 0.014908 *
HaveWorkedLanguage_C. 1.340e+03 4.856e+02 2.759 0.005792 **
HaveWorkedLanguage_Objective.C 2.799e+03 7.616e+02 3.675 0.000238 ***
HaveWorkedLanguage_C -4.691e+02 4.613e+02 -1.017 0.309200
HaveWorkedLanguage_C.. 8.634e+02 4.279e+02 2.018 0.043599 *
HaveWorkedLanguage_Assembly -8.477e+02 7.080e+02 -1.197 0.231161
HaveWorkedLanguage_VB.NET -1.500e+03 6.901e+02 -2.174 0.029732 *
HaveWorkedLanguage_Perl -1.580e+03 7.627e+02 -2.072 0.038265 *
HaveWorkedLanguage_Scala 1.446e+03 8.575e+02 1.687 0.091671 .
HaveWorkedLanguage_F. -6.075e+02 1.319e+03 -0.461 0.644957
HaveWorkedLanguage_TypeScript -2.196e+02 5.567e+02 -0.395 0.693184
HaveWorkedLanguage_Lua -1.947e+03 8.971e+02 -2.170 0.030011 *
HaveWorkedLanguage_VBA -1.990e+03 7.903e+02 -2.518 0.011821 *
HaveWorkedLanguage_Groovy 2.285e+03 8.821e+02 2.590 0.009590 **
HaveWorkedLanguage_Go 2.367e+03 7.433e+02 3.184 0.001451 **
HaveWorkedLanguage_Smalltalk -8.943e+02 1.895e+03 -0.472 0.636920
HaveWorkedLanguage_Visual.Basic.6 4.394e+02 9.253e+02 0.475 0.634847
HaveWorkedLanguage_Common.Lisp -2.294e+02 1.713e+03 -0.134 0.893469
HaveWorkedLanguage_Dart -2.135e+03 2.346e+03 -0.910 0.362905
HaveWorkedLanguage_Julia -2.019e+03 2.412e+03 -0.837 0.402492
HaveWorkedLanguage_Hack 7.328e+03 2.748e+03 2.667 0.007660 **
WantWorkLanguage_Swift 1.345e+03 5.327e+02 2.525 0.011573 *
WantWorkLanguage_Java -6.654e+01 3.819e+02 -0.174 0.861682
WantWorkLanguage_Python 1.814e+02 3.470e+02 0.523 0.601118
WantWorkLanguage_Ruby -1.598e+03 5.057e+02 -3.159 0.001582 **
WantWorkLanguage_SQL -2.588e+01 4.142e+02 -0.062 0.950182
WantWorkLanguage_C -1.435e+02 5.036e+02 -0.285 0.775719
WantWorkLanguage_Rust 1.523e+03 5.847e+02 2.605 0.009187 **
WantWorkLanguage_Matlab -1.035e+03 9.622e+02 -1.076 0.282147
WantWorkLanguage_R -9.907e+01 6.144e+02 -0.161 0.871894
WantWorkLanguage_NA -2.502e+02 5.857e+02 -0.427 0.669184
WantWorkLanguage_Clojure 1.767e+03 8.311e+02 2.126 0.033494 *
WantWorkLanguage_Elixir 3.468e+02 7.927e+02 0.437 0.661756
WantWorkLanguage_Erlang 1.190e+03 9.147e+02 1.301 0.193181
WantWorkLanguage_Haskell -5.076e+02 6.311e+02 -0.804 0.421222
WantWorkLanguage_TypeScript -5.073e+02 4.687e+02 -1.082 0.279139
WantWorkLanguage_JavaScript -1.430e+01 3.635e+02 -0.039 0.968606
WantWorkLanguage_Julia -1.881e+03 1.283e+03 -1.466 0.142595
WantWorkLanguage_Scala 6.838e+02 5.728e+02 1.194 0.232581
WantWorkLanguage_F. 3.851e+03 6.824e+02 5.644 1.67e-08 ***
WantWorkLanguage_Go -3.751e+02 4.258e+02 -0.881 0.378416
WantWorkLanguage_C. -5.017e+02 4.512e+02 -1.112 0.266254
WantWorkLanguage_Objective.C -1.215e+03 7.126e+02 -1.705 0.088292 .
WantWorkLanguage_Assembly 3.563e+02 6.896e+02 0.517 0.605442
WantWorkLanguage_C.. -9.778e+02 4.180e+02 -2.339 0.019335 *
WantWorkLanguage_VB.NET 9.821e+02 1.107e+03 0.887 0.374900
WantWorkLanguage_Perl -1.437e+03 9.175e+02 -1.566 0.117312
WantWorkLanguage_Hack -1.026e+03 1.551e+03 -0.661 0.508465
WantWorkLanguage_PHP 3.660e+02 5.078e+02 0.721 0.471002
WantWorkLanguage_Lua 8.186e+02 8.658e+02 0.946 0.344392
WantWorkLanguage_Groovy -1.028e+02 1.038e+03 -0.099 0.921143
WantWorkLanguage_CoffeeScript -1.918e+03 8.848e+02 -2.168 0.030156 *
WantWorkLanguage_Common.Lisp -1.570e+03 1.159e+03 -1.355 0.175473
WantWorkLanguage_Dart -2.422e+03 1.276e+03 -1.898 0.057700 .
WantWorkLanguage_Smalltalk -2.896e+02 1.706e+03 -0.170 0.865248
WantWorkLanguage_VBA -4.048e+02 1.481e+03 -0.273 0.784585
WantWorkLanguage_Visual.Basic.6 -2.051e+02 1.780e+03 -0.115 0.908257
HaveWorkedFramework_NA -2.432e+02 4.822e+02 -0.504 0.613993
HaveWorkedFramework_.NET.Core -5.891e+02 5.126e+02 -1.149 0.250438
HaveWorkedFramework_React 1.773e+03 5.263e+02 3.369 0.000754 ***
HaveWorkedFramework_AngularJS 1.600e+02 4.240e+02 0.377 0.705842
HaveWorkedFramework_Node.js -6.057e+02 4.367e+02 -1.387 0.165498
HaveWorkedFramework_Cordova -1.233e+03 6.579e+02 -1.874 0.060896 .
HaveWorkedFramework_Hadoop 1.585e+03 9.454e+02 1.677 0.093608 .
HaveWorkedFramework_Spark 1.168e+03 1.072e+03 1.089 0.276020
HaveWorkedFramework_Firebase -9.160e+02 7.036e+02 -1.302 0.192983
HaveWorkedFramework_Xamarin -9.792e+02 7.332e+02 -1.335 0.181723
WantWorkFramework_NA -1.046e+02 4.705e+02 -0.222 0.824115
WantWorkFramework_.NET.Core 9.881e+02 5.262e+02 1.878 0.060439 .
WantWorkFramework_Hadoop 2.544e+02 5.640e+02 0.451 0.652012
WantWorkFramework_Node.js 5.571e+02 4.066e+02 1.370 0.170698
WantWorkFramework_React 8.626e+02 4.037e+02 2.137 0.032618 *
WantWorkFramework_Spark -8.411e+01 6.726e+02 -0.125 0.900484
WantWorkFramework_Xamarin 8.267e+01 5.300e+02 0.156 0.876050
WantWorkFramework_AngularJS 1.171e+02 3.981e+02 0.294 0.768626
WantWorkFramework_Cordova -5.520e-01 6.575e+02 -0.001 0.999330
WantWorkFramework_Firebase -5.074e+02 5.867e+02 -0.865 0.387113
HaveWorkedDatabase_NA 1.107e+03 5.232e+02 2.116 0.034342 *
HaveWorkedDatabase_MySQL 4.258e+02 3.957e+02 1.076 0.281857
HaveWorkedDatabase_SQLite -3.645e+02 4.126e+02 -0.883 0.377045
HaveWorkedDatabase_MongoDB -2.179e+02 4.276e+02 -0.510 0.610380
HaveWorkedDatabase_Redis 1.268e+03 5.260e+02 2.410 0.015952 *
HaveWorkedDatabase_SQL.Server 4.351e+02 4.505e+02 0.966 0.334110
HaveWorkedDatabase_PostgreSQL -7.442e+02 4.215e+02 -1.766 0.077473 .
HaveWorkedDatabase_Oracle 8.902e+02 4.776e+02 1.864 0.062322 .
HaveWorkedDatabase_Cassandra 1.499e+03 9.485e+02 1.580 0.114035
WantWorkDatabase_NA -1.018e+03 4.859e+02 -2.094 0.036245 *
WantWorkDatabase_MySQL -1.580e+03 4.223e+02 -3.741 0.000183 ***
WantWorkDatabase_SQLite -4.469e+02 4.601e+02 -0.971 0.331369
WantWorkDatabase_MongoDB -9.392e+02 3.902e+02 -2.407 0.016086 *
WantWorkDatabase_Redis -8.499e+02 4.584e+02 -1.854 0.063728 .
WantWorkDatabase_SQL.Server 1.651e+02 5.090e+02 0.324 0.745623
WantWorkDatabase_PostgreSQL 8.900e+02 4.225e+02 2.106 0.035187 *
WantWorkDatabase_Cassandra -1.460e+02 5.583e+02 -0.262 0.793655
WantWorkDatabase_Oracle -1.178e+03 5.866e+02 -2.008 0.044688 *
HaveWorkedPlatform_iOS 3.390e+02 6.287e+02 0.539 0.589709
HaveWorkedPlatform_Amazon.Web.Services..AWS. 1.601e+03 4.190e+02 3.821 0.000133 ***
HaveWorkedPlatform_NA -1.131e+03 4.747e+02 -2.382 0.017230 *
HaveWorkedPlatform_Windows.Desktop -8.897e+02 4.305e+02 -2.067 0.038757 *
HaveWorkedPlatform_Linux.Desktop -1.521e+03 4.401e+02 -3.457 0.000547 ***
HaveWorkedPlatform_Mac.OS 1.035e+03 5.098e+02 2.030 0.042338 *
HaveWorkedPlatform_Android -6.611e+02 4.922e+02 -1.343 0.179220
HaveWorkedPlatform_Microsoft.Azure -2.126e+02 5.820e+02 -0.365 0.714900
HaveWorkedPlatform_Windows.Phone 8.456e+02 8.953e+02 0.944 0.344940
HaveWorkedPlatform_Raspberry.Pi -3.128e+02 4.933e+02 -0.634 0.526075
HaveWorkedPlatform_WordPress 5.411e+02 5.093e+02 1.062 0.288075
HaveWorkedPlatform_Arduino -8.065e+02 5.973e+02 -1.350 0.176996
HaveWorkedPlatform_Serverless 1.892e+03 1.181e+03 1.602 0.109179
HaveWorkedPlatform_SharePoint -1.687e+03 8.989e+02 -1.877 0.060565 .
HaveWorkedPlatform_Mainframe -1.641e+03 1.475e+03 -1.113 0.265645
HaveWorkedPlatform_Salesforce 3.042e+03 1.031e+03 2.950 0.003177 **
WantWorkPlatform_iOS 2.136e+01 4.755e+02 0.045 0.964168
WantWorkPlatform_Linux.Desktop 3.297e+02 4.430e+02 0.744 0.456681
WantWorkPlatform_Raspberry.Pi -1.045e+03 4.090e+02 -2.554 0.010649 *
WantWorkPlatform_Amazon.Web.Services..AWS. 1.704e+03 3.863e+02 4.410 1.04e-05 ***
WantWorkPlatform_NA -2.328e+02 4.785e+02 -0.487 0.626516
WantWorkPlatform_Windows.Desktop -4.383e+02 4.753e+02 -0.922 0.356386
WantWorkPlatform_Mac.OS 5.172e+01 5.144e+02 0.101 0.919916
WantWorkPlatform_Arduino 3.221e+02 4.994e+02 0.645 0.518949
WantWorkPlatform_Serverless 3.921e+02 7.125e+02 0.550 0.582059
WantWorkPlatform_Microsoft.Azure 1.149e+03 5.446e+02 2.110 0.034902 *
WantWorkPlatform_Android -2.163e+01 3.886e+02 -0.056 0.955603
WantWorkPlatform_Windows.Phone -1.242e+03 8.189e+02 -1.517 0.129226
WantWorkPlatform_WordPress -4.046e+02 6.636e+02 -0.610 0.542115
WantWorkPlatform_Salesforce -2.274e+03 1.159e+03 -1.962 0.049789 *
WantWorkPlatform_Mainframe 3.311e+03 1.488e+03 2.224 0.026125 *
WantWorkPlatform_SharePoint -1.965e+03 1.157e+03 -1.698 0.089591 .
IDE_Atom -1.183e+03 3.854e+02 -3.069 0.002147 **
IDE_Xcode -1.367e+03 6.743e+02 -2.028 0.042584 *
IDE_Notepad.. -1.253e+03 3.284e+02 -3.815 0.000136 ***
IDE_Vim 7.883e+02 3.587e+02 2.198 0.027989 *
IDE_PyCharm -2.240e+02 5.403e+02 -0.415 0.678481
IDE_RubyMine -4.036e+02 1.153e+03 -0.350 0.726287
IDE_Visual.Studio 4.574e+02 4.727e+02 0.968 0.333227
IDE_Visual.Studio.Code 2.983e+02 4.040e+02 0.738 0.460332
IDE_Sublime.Text 3.162e+02 3.328e+02 0.950 0.342017
IDE_IntelliJ 6.229e+02 4.093e+02 1.522 0.128062
IDE_TextMate -1.540e+02 1.286e+03 -0.120 0.904691
IDE_IPython...Jupyter -5.729e+02 6.821e+02 -0.840 0.400936
IDE_NetBeans -4.953e+02 5.431e+02 -0.912 0.361812
IDE_NA -2.061e+03 8.679e+02 -2.375 0.017549 *
IDE_Emacs -2.425e+02 6.670e+02 -0.364 0.716187
IDE_Coda 3.146e+03 1.786e+03 1.761 0.078164 .
IDE_PHPStorm -2.244e+02 5.843e+02 -0.384 0.700893
IDE_Android.Studio 2.912e+02 5.224e+02 0.557 0.577267
IDE_RStudio -4.573e+02 1.094e+03 -0.418 0.676075
IDE_Komodo 2.690e+03 1.683e+03 1.598 0.109964
IDE_Eclipse -3.712e+02 3.941e+02 -0.942 0.346310
IDE_Light.Table -6.394e+03 3.257e+03 -1.963 0.049616 *
IDE_Zend -3.674e+03 2.147e+03 -1.711 0.087045 .
AuditoryEnvironment_Turn.on.some.music -5.576e+02 9.338e+02 -0.597 0.550414
AuditoryEnvironment_Put.on.some.ambient.sounds..e.g..whale.songs..forest.sounds. -7.484e+02 1.053e+03 -0.711 0.477238
AuditoryEnvironment_NA 1.987e+03 1.389e+03 1.431 0.152550
AuditoryEnvironment_Keep.the.room.absolutely.quiet -7.269e+02 9.595e+02 -0.758 0.448721
AuditoryEnvironment_Something.else -9.598e+02 1.181e+03 -0.813 0.416347
AuditoryEnvironment_Put.on.a.movie.or.TV.show -2.988e+02 1.195e+03 -0.250 0.802577
AuditoryEnvironment_Turn.on.the.news.or.talk.radio NA NA NA NA
Methodology_NA -1.093e+03 5.445e+02 -2.007 0.044802 *
Methodology_Agile 5.482e+02 4.269e+02 1.284 0.199185
Methodology_Lean -1.104e+03 4.843e+02 -2.279 0.022683 *
Methodology_Scrum -4.123e+01 3.865e+02 -0.107 0.915029
Methodology_Extreme -2.530e+02 4.460e+02 -0.567 0.570530
Methodology_Pair -3.395e+02 3.602e+02 -0.943 0.345922
Methodology_Kanban 9.026e+02 3.790e+02 2.382 0.017234 *
Methodology_Domain.driven.design 4.002e+02 5.083e+02 0.787 0.431010
Methodology_Waterfall -3.900e+02 3.835e+02 -1.017 0.309244
Methodology_PRINCE2 4.838e+02 1.033e+03 0.469 0.639375
Methodology_Mob 1.765e+03 7.626e+02 2.315 0.020610 *
Methodology_Evidence.based.SWE -3.872e+02 7.624e+02 -0.508 0.611509
VersionControl_NA -1.146e+03 2.465e+03 -0.465 0.642066
VersionControl_Git -6.031e+03 2.411e+03 -2.502 0.012359 *
VersionControl_Mercurial -6.254e+03 2.635e+03 -2.374 0.017613 *
VersionControl_Zip.file.back.ups -3.945e+03 2.638e+03 -1.496 0.134752
VersionControl_Team.Foundation.Server -5.620e+03 2.473e+03 -2.272 0.023067 *
VersionControl_Subversion -5.546e+03 2.449e+03 -2.265 0.023525 *
VersionControl_I.use.some.other.system -1.982e+03 2.550e+03 -0.777 0.436989
VersionControl_I.don.t.use.version.control -3.198e+03 2.511e+03 -1.273 0.202926
VersionControl_Visual.Source.Safe -7.199e+03 3.061e+03 -2.352 0.018669 *
VersionControl_Copying.and.pasting.files.to.network.shares -6.162e+03 2.678e+03 -2.301 0.021397 *
VersionControl_Rational.ClearCase NA NA NA NA
MetricAssess_NA -2.052e+03 6.408e+02 -3.203 0.001362 **
MetricAssess_Customer.satisfaction -9.132e+02 3.803e+02 -2.401 0.016339 *
MetricAssess_On.time.in.budget -2.037e+02 3.575e+02 -0.570 0.568817
MetricAssess_Peers..rating 1.552e+03 3.558e+02 4.363 1.29e-05 ***
MetricAssess_Self.rating 2.465e+01 3.727e+02 0.066 0.947258
MetricAssess_Benchmarked.product.performance -5.054e+02 3.542e+02 -1.427 0.153642
MetricAssess_Manager.s.rating 1.192e+03 3.797e+02 3.140 0.001692 **
MetricAssess_Other 9.021e+02 9.085e+02 0.993 0.320718
MetricAssess_Revenue.performance 6.458e+02 3.854e+02 1.675 0.093862 .
MetricAssess_Release.frequency -5.417e+02 5.257e+02 -1.030 0.302865
MetricAssess_Bugs.found -6.641e+02 4.314e+02 -1.539 0.123723
MetricAssess_Hours.worked -2.701e+03 4.830e+02 -5.591 2.27e-08 ***
MetricAssess_Commit.frequency -1.343e+03 6.114e+02 -2.197 0.028018 *
MetricAssess_Lines.of.code 3.716e+02 7.616e+02 0.488 0.625587
StackOverflowDevices_Desktop -5.993e+02 2.378e+03 -0.252 0.801017
StackOverflowDevices_iOS.app -8.690e+02 6.696e+02 -1.298 0.194333
StackOverflowDevices_iOS.browser 1.260e+03 4.177e+02 3.017 0.002556 **
StackOverflowDevices_Android.browser 2.764e+01 3.253e+02 0.085 0.932282
StackOverflowDevices_Android.app 3.675e+02 4.697e+02 0.782 0.434034
StackOverflowDevices_NA 1.024e+02 2.486e+03 0.041 0.967131
StackOverflowDevices_Other.phone.browser 1.823e+02 8.693e+02 0.210 0.833844
Gender_Male -6.322e+02 1.471e+03 -0.430 0.667440
Gender_NA -4.509e+01 1.660e+03 -0.027 0.978323
Gender_Female -6.530e+02 1.516e+03 -0.431 0.666653
Gender_Gender.non.conforming 1.812e+02 1.679e+03 0.108 0.914085
Gender_Other -1.544e+03 1.482e+03 -1.042 0.297543
Gender_Transgender 1.098e+03 2.053e+03 0.535 0.592873
Race_White.or.of.European.descent 2.245e+03 6.680e+02 3.361 0.000778 ***
Race_NA -3.593e+03 8.482e+02 -4.236 2.28e-05 ***
Race_Hispanic.or.Latino.Latina 5.275e+02 8.254e+02 0.639 0.522762
Race_Native.American..Pacific.Islander..or.Indigenous.Australian 5.004e+03 1.589e+03 3.148 0.001644 **
Race_I.prefer.not.to.say -3.627e+03 1.068e+03 -3.395 0.000687 ***
Race_South.Asian -3.056e+03 7.995e+02 -3.823 0.000132 ***
Race_Middle.Eastern -1.109e+03 9.657e+02 -1.149 0.250630
Race_I.don.t.know -2.900e+03 1.141e+03 -2.541 0.011071 *
Race_East.Asian -2.794e+03 8.453e+02 -3.306 0.000947 ***
Race_Black.or.of.African.descent -9.221e+02 1.109e+03 -0.831 0.405868
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 26130 on 50716 degrees of freedom
Multiple R-squared: 0.3224, Adjusted R-squared: 0.3133
F-statistic: 35.74 on 675 and 50716 DF, p-value: < 2.2e-16
TabsSpaces_Spaces 1.155e+04 7.264e+02 15.903 < 2e-16 ***
TabsSpaces_Tabs 9.321e+03 7.089e+02 13.148 < 2e-16 ***
TabsSpaces_Both 8.697e+03 7.389e+02 11.769 < 2e-16 ***
Professional_Student 7.344e+03 1.284e+03 5.721 1.07e-08 ***
LearnedHiring_An.external.recruiter.or.headhunter 6.869e+03 7.941e+02 8.649 < 2e-16 ***
ImportantBenefits_NA 6.325e+03 8.694e+02 7.276 3.50e-13 ***
CompanyType_Venture.funded.startup 5.945e+03 1.531e+03 3.883 0.000103 ***
CompanyType_Publicly.traded.corporation 5.447e+03 1.469e+03 3.709 0.000208 ***
LearnedHiring_A.tech.specific.job.board 4.554e+03 1.064e+03 4.278 1.89e-05 ***
NonDeveloperType_Designer.or.illustrator 4.366e+03 1.216e+03 3.592 0.000329 ***
LearnedHiring_NA 4.334e+03 7.636e+02 5.676 1.39e-08 ***
LearnedHiring_I.was.contacted.directly.by.someone.at.the.company..e.g..internal.recruiter. 3.982e+03 7.509e+02 5.303 1.14e-07 ***
JobProfile_Hired.com 3.954e+03 1.015e+03 3.895 9.84e-05 ***
WantWorkLanguage_F. 3.851e+03 6.824e+02 5.644 1.67e-08 ***
EducationTypes_NA 3.359e+03 5.797e+02 5.795 6.89e-09 ***
LearnedHiring_A.friend..family.member..or.former.colleague.told.me 3.344e+03 7.132e+02 4.689 2.75e-06 ***
DeveloperType_Other 3.185e+03 5.863e+02 5.433 5.58e-08 ***
LearnedHiring_I.visited.the.company.s.Web.site.and.found.a.job.listing.there 2.963e+03 8.579e+02 3.453 0.000554 ***
JobProfile_NA 2.920e+03 6.507e+02 4.488 7.20e-06 ***
HaveWorkedLanguage_Objective.C 2.799e+03 7.616e+02 3.675 0.000238 ***
ImportantBenefits_Retirement 2.262e+03 3.736e+02 6.053 1.43e-09 ***
Race_White.or.of.European.descent 2.245e+03 6.680e+02 3.361 0.000778 ***
JobProfile_Other 2.197e+03 5.312e+02 4.136 3.55e-05 ***
EducationTypes_Hackathon 2.141e+03 3.859e+02 5.547 2.91e-08 ***
HaveWorkedFramework_React 1.773e+03 5.263e+02 3.369 0.000754 ***
WantWorkPlatform_Amazon.Web.Services..AWS. 1.704e+03 3.863e+02 4.410 1.04e-05 ***
HaveWorkedPlatform_Amazon.Web.Services..AWS. 1.601e+03 4.190e+02 3.821 0.000133 ***
MetricAssess_Peers..rating 1.552e+03 3.558e+02 4.363 1.29e-05 ***
ClickyKeys 1.508e+03 2.570e+02 5.868 4.43e-09 ***
InterestedAnswers 1.490e+03 1.824e+02 8.170 3.15e-16 ***
ImportantBenefits_Vacation.days.off 1.424e+03 3.326e+02 4.282 1.86e-05 ***
ImportantBenefits_Remote.options 1.241e+03 3.351e+02 3.702 0.000214 ***
ProjectManagement 6.617e+02 1.641e+02 4.032 5.55e-05 ***
DiversityImportant 6.243e+02 1.537e+02 4.062 4.87e-05 ***
StackOverflowAdsRelevant 5.779e+02 1.716e+02 3.368 0.000756 ***
CareerSatisfaction 2.818e+02 8.048e+01 3.501 0.000463 ***
YearsCodedJob 2.502e+02 3.621e+01 6.909 4.92e-12 ***
YearsProgram 1.682e+02 3.244e+01 5.186 2.15e-07 ***
ExpectedSalary -1.745e-01 1.309e-02 -13.335 < 2e-16 ***
StackOverflowSatisfaction -2.969e+02 8.935e+01 -3.323 0.000891 ***
OtherPeoplesCode -5.624e+02 1.645e+02 -3.419 0.000629 ***
StackOverflowAdsDistracting -6.122e+02 1.764e+02 -3.471 0.000519 ***
InTheZone -6.295e+02 1.801e+02 -3.496 0.000473 ***
YearsCodedJobPast -7.116e+02 1.275e+02 -5.580 2.42e-08 ***
SurveyLong -9.906e+02 1.446e+02 -6.849 7.54e-12 ***
IDE_Notepad.. -1.253e+03 3.284e+02 -3.815 0.000136 ***
EducationTypes_Part.time.evening.course -1.517e+03 4.383e+02 -3.461 0.000539 ***
HaveWorkedPlatform_Linux.Desktop -1.521e+03 4.401e+02 -3.457 0.000547 ***
WantWorkDatabase_MySQL -1.580e+03 4.223e+02 -3.741 0.000183 ***
MetricAssess_Hours.worked -2.701e+03 4.830e+02 -5.591 2.27e-08 ***
Race_East.Asian -2.794e+03 8.453e+02 -3.306 0.000947 ***
Race_South.Asian -3.056e+03 7.995e+02 -3.823 0.000132 ***
HomeRemote_Never -3.199e+03 6.880e+02 -4.650 3.33e-06 ***
HomeRemote_It.s.complicated -3.279e+03 8.914e+02 -3.678 0.000235 ***
Race_NA -3.593e+03 8.482e+02 -4.236 2.28e-05 ***
Race_I.prefer.not.to.say -3.627e+03 1.068e+03 -3.395 0.000687 ***
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