Multiple Linear Regression - Estimated Regression Equation
Leadership[t] = + 1.02830814409858 + 0.0842475032129696Preferleader[t] + 0.207213675242005Jobcontrol[t] + 0.386522109686850Influenceothers[t] -0.134026305664132Destinycontrol[t] + 0.00410101084894554Handlingsituations[t] + 0.279829847242845Organization[t] -0.068409636934505Ability[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)1.028308144098580.4785982.14860.033340.01667
Preferleader0.08424750321296960.0649631.29680.1967580.098379
Jobcontrol0.2072136752420050.074492.78180.0061310.003065
Influenceothers0.3865221096868500.0904064.27543.5e-051.7e-05
Destinycontrol-0.1340263056641320.071517-1.87410.0629490.031474
Handlingsituations0.004101010848945540.0788350.0520.9585850.479292
Organization0.2798298472428450.0794933.52020.0005780.000289
Ability-0.0684096369345050.062201-1.09980.2732510.136626


Multiple Linear Regression - Regression Statistics
Multiple R0.571118664491289
R-squared0.326176528930313
Adjusted R-squared0.29342122130887
F-TEST (value)9.95797483265836
F-TEST (DF numerator)7
F-TEST (DF denominator)144
p-value4.14612011390147e-10
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.604931442781952
Sum Squared Residuals52.6956552671406


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
144.06622095863846-0.0662209586384641
233.93219465297436-0.932194652974364
354.223655831429340.776344168570663
443.441445782462070.55855421753793
523.22317197358497-1.22317197358497
643.943825984186490.0561740158135078
733.7822901005467-0.782290100546702
823.11647971114096-1.11647971114096
943.878710502495760.121289497504241
1023.1222609250938-1.12226092509380
1144.06211994778955-0.0621199477895489
1222.98177668368241-0.98177668368241
1354.435076041737680.564923958262323
1433.69804259733373-0.698042597333733
1544.134630595573-0.134630595573000
1644.2734346338805-0.273434633880500
1733.23833311806901-0.238333118069011
1843.928093642125420.0719063578745837
1922.75925595925391-0.75925595925391
2034.0580189369406-1.05801893694060
2143.591350334889730.408649665110271
2223.77475978018352-1.77475978018352
2344.06622095863849-0.0662209586384942
2444.06622095863849-0.0662209586384942
2544.06622095863849-0.0662209586384942
2633.54157153243857-0.541571532438566
2744.01644215618733-0.0164421561873315
2843.507102831676760.492897168323241
2944.06622095863849-0.0662209586384942
3043.579177436153640.420822563846357
3144.72079567965361-0.72079567965361
3244.02765124702774-0.0276512470277418
3344.12705989472475-0.127059894724754
3454.066220958638490.933779041361506
3544.06622095863849-0.0662209586384942
3644.13183762736812-0.131837627368122
3753.725376640553861.27462335944614
3844.06622095863849-0.0662209586384942
3943.977872444576580.022127555423421
4043.624749703538470.375250296461529
4133.77475978018352-0.774759780183519
4244.11879272929453-0.118792729294535
4333.32440978159118-0.324409781591183
4453.463319344116071.53668065588393
4554.334273569966760.66572643003324
4643.269656620792360.730343379207642
4754.553264481123350.446735518876655
4844.20024726430263-0.200247264302627
4944.2953081955345-0.295308195534501
5043.997811321703990.00218867829601101
5144.52115270525985-0.52115270525985
5243.907478043203580.092521956796416
5343.805276427301690.194723572698306
5444.20024726430263-0.200247264302627
5543.329474600335800.670525399664196
5643.827331550839560.172668449160441
5742.942770928765091.05722907123491
5844.20024726430263-0.200247264302627
5944.33427356996676-0.33427356996676
6043.931913594001450.0680864059985549
6144.25281903495867-0.252819034958668
6243.349667958885920.650332041114084
6343.997811321703990.00218867829601101
6444.55230067322767-0.55230067322767
6544.23852988981213-0.238529889812126
6655.02813510487211-0.0281351048721104
6744.31843570368830-0.318435703688295
6843.586572602246360.413427397753639
6933.61322389654373-0.61322389654373
7043.961493010774160.0385069892258418
7143.750043170412740.249956829587259
7223.18759050772217-1.18759050772217
7343.11787282814360.8821271718564
7454.384333431390840.615666568609161
7544.21608513058109-0.216085130581092
7654.93978659081020.0602134091898048
7733.40668694309615-0.406686943096148
7844.50348567867218-0.503485678672182
7944.48668400449804-0.486684004498042
8033.72059890791049-0.720598907910494
8143.602410468524830.397589531475174
8243.977872444576580.022127555423421
8344.35265769883391-0.352657698833910
8444.03871138066284-0.0387113806628388
8543.984726043145340.0152739568546587
8643.727311325080450.272688674919547
8754.100161894811190.899838105188808
8844.37521400941067-0.37521400941067
8943.624960751973250.375039248026750
9044.05038309236003-0.0503830923600296
9143.74782139978490.252178600215104
9254.02355023617880.976449763821204
9344.06144322599513-0.0614432259951267
9443.693264864690370.306735135309634
9533.03111944282701-0.0311194428270053
9643.188554315617850.811445684382152
9743.931517931179940.0684820688200606
9843.299212434640330.700787565359668
9954.303380083421640.696619916578358
10054.203040232507500.796959767492496
10143.904685074998710.0953149250012938
10243.743149191358920.256850808641082
10354.200247264302630.799752735697373
10454.300085928177870.699914071822131
10544.3691722869068-0.369172286906796
10654.484854844188840.51514515581116
10744.11599976108966-0.115999761089657
10843.859007283396490.140992716603511
10944.18440939802416-0.184409398024162
11044.25281903495867-0.252819034958668
11123.76577551247382-1.76577551247382
11243.743149191358920.256850808641082
11354.628281011010420.37171898898958
11443.804599705507270.195400294492728
11544.02765124702774-0.0276512470277418
11643.242434128917960.757565871082044
11743.904685074998710.0953149250012938
11844.18918713066753-0.189187130667530
11933.48662238702539-0.486622387025393
12043.68641126612160.313588733878396
12144.10729655235287-0.107296552352871
12234.02765124702774-1.02765124702774
12343.836169913846810.163830086153189
12454.245925055904840.754074944095156
12554.203040232507500.796959767492496
12634.03938810245726-1.03938810245726
12754.043489113306210.956510886693793
12844.18440939802416-0.184409398024162
12943.597632735881460.402367264118541
13034.341844270815-1.34184427081501
13133.69804259733373-0.698042597333733
13243.854800748330150.145199251669846
13354.527480507196360.472519492803644
13423.46752587918241-1.46752587918241
13544.20024726430263-0.200247264302627
13644.20304023250750-0.203040232507505
13743.591350334889730.408649665110271
13854.050383092360030.94961690763997
13943.228953187537800.771046812462197
14044.04218107066214-0.0421810706621389
14143.966135589147060.0338644108529403
14243.713203741817780.286796258182224
14344.06622095863849-0.0662209586384942
14444.20024726430263-0.200247264302627
14554.118792729294530.881207270705465
14633.66392612640551-0.663926126405508
14744.06622095863849-0.0662209586384942
14843.754384859749540.245615140250458
14944.134630595573-0.134630595573000
15044.18030838717522-0.180308387175217
15143.487930429669460.512069570330539
15254.894108799207980.105891200792022


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
110.4438858518421510.8877717036843010.55611414815785
120.2945416903563560.5890833807127120.705458309643644
130.2236507074052170.4473014148104330.776349292594783
140.1359277994820620.2718555989641250.864072200517938
150.1016495445676280.2032990891352570.898350455432372
160.2061075498216150.4122150996432300.793892450178385
170.1371487967287260.2742975934574520.862851203271274
180.1820074928062440.3640149856124880.817992507193756
190.1431358609890470.2862717219780950.856864139010953
200.2806062192196710.5612124384393430.719393780780329
210.3552123322125930.7104246644251850.644787667787407
220.5134872802859130.9730254394281730.486512719714087
230.4365142857328030.8730285714656050.563485714267197
240.3628665391675810.7257330783351620.637133460832419
250.2949514858233660.5899029716467320.705048514176634
260.2705564734090920.5411129468181840.729443526590908
270.2144614417647970.4289228835295950.785538558235203
280.4790368251019920.9580736502039850.520963174898007
290.4118442967437740.8236885934875480.588155703256226
300.5163266361011260.9673467277977480.483673363898874
310.5505074104910330.8989851790179330.449492589508966
320.5860767745924150.827846450815170.413923225407585
330.5244050701473370.9511898597053270.475594929852663
340.6464587501050740.7070824997898530.353541249894926
350.5890093154181370.8219813691637260.410990684581863
360.5732827344797990.8534345310404020.426717265520201
370.7519537664061590.4960924671876830.248046233593841
380.7044259943840850.591148011231830.295574005615915
390.6900987597565010.6198024804869980.309901240243499
400.685728567212460.628542865575080.31427143278754
410.6702078939359980.6595842121280040.329792106064002
420.632380488536720.735239022926560.36761951146328
430.6587227381961230.6825545236077540.341277261803877
440.9611307023580030.07773859528399330.0388692976419966
450.9596918285307020.08061634293859670.0403081714692983
460.9594748332312290.08105033353754240.0405251667687712
470.9513620184103350.09727596317933020.0486379815896651
480.9416177011081180.1167645977837630.0583822988918816
490.9267045423424970.1465909153150060.0732954576575028
500.9080406566134970.1839186867730050.0919593433865027
510.892294790792790.2154104184144220.107705209207211
520.8999872644928460.2000254710143070.100012735507154
530.881858001723330.2362839965533400.118141998276670
540.8605314009061330.2789371981877340.139468599093867
550.895553127925350.2088937441493020.104446872074651
560.8841943809931180.2316112380137650.115805619006882
570.9317582471852550.1364835056294910.0682417528147453
580.9167124928319010.1665750143361970.0832875071680986
590.9052351409863060.1895297180273880.094764859013694
600.8826816046402190.2346367907195620.117318395359781
610.8593820926363870.2812358147272250.140617907363613
620.8548086214135790.2903827571728430.145191378586421
630.8252048496444860.3495903007110270.174795150355514
640.8198648013468320.3602703973063360.180135198653168
650.792383275627780.4152334487444390.207616724372220
660.7557647981760160.4884704036479670.244235201823984
670.7226123291527950.554775341694410.277387670847205
680.6985503362651280.6028993274697450.301449663734872
690.6988284330054130.6023431339891750.301171566994587
700.6578745877389910.6842508245220180.342125412261009
710.6292055663548510.7415888672902980.370794433645149
720.7380544853526620.5238910292946750.261945514647337
730.7818470643321340.4363058713357310.218152935667866
740.7849720439050730.4300559121898540.215027956094927
750.7519651614913380.4960696770173250.248034838508662
760.7130043925547240.5739912148905520.286995607445276
770.7014702173309020.5970595653381970.298529782669098
780.7023857535415490.5952284929169010.297614246458451
790.6759793822578670.6480412354842660.324020617742133
800.6956362767323220.6087274465353560.304363723267678
810.6649780930517520.6700438138964960.335021906948248
820.6213662621488560.7572674757022880.378633737851144
830.5887261214072630.8225477571854740.411273878592737
840.540578142855680.918843714288640.45942185714432
850.4923584884451760.9847169768903520.507641511554824
860.4550755449451990.9101510898903980.544924455054801
870.5156865102686140.9686269794627730.484313489731386
880.4807632906780060.9615265813560130.519236709321994
890.4448941351175210.8897882702350410.555105864882479
900.40212372897380.80424745794760.5978762710262
910.3643029110802570.7286058221605140.635697088919743
920.440052807635180.880105615270360.55994719236482
930.3947440674136760.7894881348273520.605255932586324
940.3628606548428020.7257213096856050.637139345157198
950.3209934220277290.6419868440554590.67900657797227
960.3357344181334930.6714688362669870.664265581866507
970.3052793857624850.610558771524970.694720614237515
980.2990063216634170.5980126433268340.700993678336583
990.3191537231798320.6383074463596640.680846276820168
1000.3378751659429010.6757503318858020.662124834057099
1010.2925502958930070.5851005917860140.707449704106993
1020.266172001843450.53234400368690.73382799815655
1030.2924897459786330.5849794919572650.707510254021367
1040.3051690228169400.6103380456338790.69483097718306
1050.2732461724739220.5464923449478450.726753827526078
1060.2538781724729720.5077563449459440.746121827527028
1070.2133495806664930.4266991613329870.786650419333507
1080.1772101215824700.3544202431649400.82278987841753
1090.1456831860075880.2913663720151770.854316813992412
1100.1205839266000670.2411678532001340.879416073399933
1110.5282290355946690.9435419288106620.471770964405331
1120.493839207298550.98767841459710.50616079270145
1130.4525184743626070.9050369487252140.547481525637393
1140.4014294517521580.8028589035043160.598570548247842
1150.3529744106087070.7059488212174150.647025589391293
1160.3534853838577800.7069707677155590.64651461614222
1170.3054713544861970.6109427089723940.694528645513803
1180.2560082050161150.5120164100322290.743991794983885
1190.2585054958179300.5170109916358590.74149450418207
1200.2451950000489790.4903900000979580.754804999951021
1210.2154225532299230.4308451064598460.784577446770077
1220.2580644390054150.516128878010830.741935560994585
1230.2086843443629560.4173686887259110.791315655637044
1240.2914103681097510.5828207362195010.708589631890249
1250.2844668693457180.5689337386914360.715533130654282
1260.2953655572957760.5907311145915510.704634442704224
1270.5842298549141770.8315402901716450.415770145085823
1280.5093767279165950.981246544166810.490623272083405
1290.5021888117431210.9956223765137580.497811188256879
1300.8905896418694660.2188207162610690.109410358130534
1310.9748859472890660.05022810542186860.0251140527109343
1320.976096088619650.04780782276070030.0239039113803501
1330.9611108539030480.07777829219390310.0388891460969515
1340.9742326805883130.05153463882337490.0257673194116875
1350.9520226673451290.09595466530974260.0479773326548713
1360.9455540631748340.1088918736503310.0544459368251655
1370.9209129000164720.1581741999670570.0790870999835284
1380.9730348915438530.05393021691229370.0269651084561468
1390.9512107366611530.09757852667769480.0487892633388474
1400.8884867480208830.2230265039582340.111513251979117
1410.8573047848086740.2853904303826530.142695215191326


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level10.00763358778625954OK
10% type I error level110.083969465648855OK