Multiple Linear Regression - Estimated Regression Equation
StudyForCareer[t] = + 32.7983458450465 + 0.174337617831962PersonalStandards[t] + 0.0374239004797307ParentalExpectations[t] -0.228380669837428Doubts[t] + 1.37570543194539LeaderPreference[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)32.79834584504653.2881899.974600
PersonalStandards0.1743376178319620.1050631.65940.0993150.049657
ParentalExpectations0.03742390047973070.1314690.28470.7763320.388166
Doubts-0.2283806698374280.156687-1.45760.1472330.073616
LeaderPreference1.375705431945390.4912872.80020.005840.00292


Multiple Linear Regression - Regression Statistics
Multiple R0.365715483024238
R-squared0.133747814523651
Adjusted R-squared0.108639055524337
F-TEST (value)5.32673934730518
F-TEST (DF numerator)4
F-TEST (DF denominator)138
p-value0.000509654484215694
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation5.01878586322461
Sum Squared Residuals3475.97319264464


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
14139.78983506534081.2101649346592
23841.1655404972862-3.16554049728619
33740.0820908898147-3.08209088981469
43635.86474345698590.135256543014120
54239.98643833990122.01356166009877
64439.45041850955674.54958149044325
74038.18314751209151.8168524879085
84341.12811659680651.87188340319354
94040.2104083200285-0.210408320028492
104539.69960392834825.30039607165183
114741.01945707004445.98054292995559
124544.17292382886310.827076171136855
134542.38206655515092.61793344484911
144041.028626779934-1.02862677993396
154938.591512304963610.4084876950364
164843.97812979254644.0218702074536
174440.40938795377353.59061204622651
182940.7126164245704-11.7126164245704
194239.85348512769542.14651487230465
204441.58611375197392.41388624802611
213538.6689615573896-3.66896155738957
223242.0096367885973-10.0096367885973
233242.0096367885973-10.0096367885973
244143.4779497167199-2.47794971671986
252936.4171573465742-7.41715734657419
263839.9532000368498-1.95320003684976
274140.35591832451920.644081675480845
283840.24364662308-2.24364662307996
292437.9211802087334-13.9211802087334
303437.0643020328556-3.06430203285562
313836.09255070407221.90744929592782
323737.8715478464381-0.871547846438091
334641.68199139416934.31800860583074
344844.03182451408273.96817548591735
354240.86649762391761.13350237608243
364640.82488812600965.17511187399043
374340.1415553547412.85844464525902
383840.5676798428308-2.56767984283085
393940.9243779428821-1.92437794288208
403440.3102464673702-6.31024646737021
413939.7498097133946-0.749809713394591
423536.5044387016311-1.50443870163113
434140.06366250004530.936337499954736
444038.57308391519421.4269160848058
454339.32651176905313.67348823094688
463737.2932561254442-0.293256125444175
474140.40996137652460.590038623475379
484640.99922574384155.00077425615846
492638.1085248034139-12.1085248034140
504138.45720003907792.54279996092212
513739.0422788089665-2.04227880896653
523941.2403882982457-2.24038829824566
534442.89410676232381.10589323767623
543936.04710393920512.95289606079485
553640.9457561145872-4.9457561145872
563837.55046440862290.449535591377098
573836.99919106272661.00080893727341
583839.4504185095567-1.45041850955675
593241.5302614617247-9.53026146172473
603338.2662432697202-5.26624326972018
614639.94460374971136.05539625028867
624240.87893117801501.12106882198496
634236.26746174465535.73253825534473
644340.04827916401212.95172083598791
654135.05128401725985.9487159827402
664940.18541797364628.81458202635376
674539.42419234768195.57580765231807
683940.6879744086573-1.68797440865734
694542.16316965747522.83683034252476
703138.2912336161024-7.29123361610243
713038.2912336161024-8.29123361610243
724541.00724860822883.99275139177116
734842.37074557835875.62925442164133
742838.1679892683402-10.1679892683402
753537.5670835601486-2.56708356014864
763840.5884845917848-2.58848459178484
773940.3847459378605-1.38474593786045
784040.2023854556412-0.202385455641188
793838.8321014366166-0.832101436616619
804238.35476044026973.64523955973032
813635.30849230043850.691507699561477
824943.66177110671365.33822889328639
834140.55908355569240.440916444307584
841835.9728295609968-17.9728295609968
853638.0833093647498-2.08330936474978
864238.72277951711313.27722048288688
874142.5786698297113-1.57866982971132
884339.9365808853243.06341911467597
894639.66954049951436.3304595004857
903740.7212127117088-3.72121271170881
913839.0882989965847-1.08829899658469
924340.61347493816712.38652506183290
934142.8070504995487-1.80705049954875
943534.59394925483380.406050745166188
954239.4299620910722.57003790892803
963639.6873954665326-3.68739546653261
973541.083905647432-6.083905647432
983336.2680351674064-3.2680351674064
993638.1249188626578-2.12491886265777
1004839.36393566953298.63606433046715
1014139.95320003684981.04679996315024
1024738.28739634914348.71260365085661
1034139.03844154200751.96155845799251
1043142.1467755982314-11.1467755982314
1053641.115683042709-5.11568304270899
1064641.24038829824574.75961170175434
1073938.05990316432930.94009683567069
1084440.69657069579583.30342930420422
1094337.01444457827845.98555542172159
1103241.0654772576626-9.06547725766257
1114040.4694258414509-0.469425841450911
1124039.10910374553870.890896254461311
1134637.10353517157908.89646482842096
1144539.20859356241125.79140643758881
1153940.6837888112291-1.68378881122908
1164441.64694385287412.35305614712591
1173539.7414385185381-4.74143851853807
1183837.71382938013190.286170619868135
1193836.45039564962571.54960435037434
1203637.3399387058038-1.33993870580377
1214238.05448175140853.94551824859152
1223939.7704912241613-0.770491224161283
1234142.8899211648955-1.88992116489551
1244139.35952497982271.64047502017732
1254738.71057105529768.28942894470244
1263938.61050781567390.38949218432607
1274039.47179668126190.528203318738132
1284440.21098174277963.78901825722038
1294239.50084938688512.49915061311492
1303538.4988095369859-3.49880953698587
1314642.55345439104723.44654560895285
1324337.62654802507495.37345197492507
1334040.0396828768737-0.0396828768736622
1344439.96540849866534.03459150133467
1353740.4595937388199-3.45959373881991
1364640.66716965970335.33283034029665
1373937.16855086990751.83144913009249
1384038.2410278310561.75897216894399
1393738.942788992094-1.94278899209403
1402939.5006242946032-10.5006242946032
1413337.8703120309455-4.87031203094553
1423539.9490144394215-4.94901443942151
1434235.68679366447686.31320633552321


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
80.205696099324540.411392198649080.79430390067546
90.1216408292927500.2432816585854990.87835917070725
100.06679300027262210.1335860005452440.933206999727378
110.03154475893917500.06308951787835010.968455241060825
120.01401022914484380.02802045828968750.985989770855156
130.006662162942558260.01332432588511650.993337837057442
140.002741394467160000.005482788934319990.99725860553284
150.02821075664522220.05642151329044450.971789243354778
160.01649776951554770.03299553903109530.983502230484452
170.009291355920843420.01858271184168680.990708644079157
180.2550297707475570.5100595414951130.744970229252443
190.2788281706114870.5576563412229750.721171829388513
200.2177539518037600.4355079036075210.78224604819624
210.1701237900537720.3402475801075450.829876209946228
220.525614649293790.948770701412420.47438535070621
230.7293093369766030.5413813260467930.270690663023397
240.6738969071618580.6522061856762840.326103092838142
250.7615379610079740.4769240779840520.238462038992026
260.7086955617155630.5826088765688740.291304438284437
270.6608894200976740.6782211598046510.339110579902326
280.6017996773752230.7964006452495530.398200322624777
290.8959049889911190.2081900220177620.104095011008881
300.8691555307864720.2616889384270560.130844469213528
310.8506746397163140.2986507205673720.149325360283686
320.8138255659297540.3723488681404920.186174434070246
330.8140625555005320.3718748889989370.185937444499468
340.8056573620133990.3886852759732020.194342637986601
350.7644676267678770.4710647464642460.235532373232123
360.7688943894861240.4622112210277520.231105610513876
370.7287185617398820.5425628765202370.271281438260118
380.6893633553759150.6212732892481690.310636644624085
390.642596516314620.7148069673707610.357403483685380
400.6796628911423910.6406742177152180.320337108857609
410.6303712669558970.7392574660882070.369628733044103
420.5806346086295850.838730782740830.419365391370415
430.5367297614368590.9265404771262810.463270238563141
440.4914733201818550.982946640363710.508526679818145
450.4661385075716250.932277015143250.533861492428375
460.4165305486755270.8330610973510550.583469451324473
470.3658288025282820.7316576050565630.634171197471718
480.3675904803340070.7351809606680140.632409519665993
490.5798747538621390.8402504922757220.420125246137861
500.551994074130550.89601185173890.44800592586945
510.5056393854314250.988721229137150.494360614568575
520.4624370738607940.9248741477215880.537562926139206
530.4134513186073950.826902637214790.586548681392605
540.3920438902611530.7840877805223070.607956109738847
550.382872936750740.765745873501480.61712706324926
560.3425764965344450.6851529930688910.657423503465555
570.3112990652813020.6225981305626030.688700934718699
580.2719659309468860.5439318618937730.728034069053114
590.3977115140005320.7954230280010640.602288485999468
600.3958412100410140.7916824200820280.604158789958986
610.418432613076240.836865226152480.58156738692376
620.3732792293012570.7465584586025140.626720770698743
630.3914085433664940.7828170867329890.608591456633505
640.3585894423886060.7171788847772120.641410557611394
650.3771842344583260.7543684689166510.622815765541674
660.4763210019237660.9526420038475320.523678998076234
670.4831649455217440.9663298910434890.516835054478256
680.4400451157521540.8800902315043080.559954884247846
690.4057403650926230.8114807301852460.594259634907377
700.4556074197284730.9112148394569460.544392580271527
710.5397274991382640.9205450017234720.460272500861736
720.5218900813342460.9562198373315080.478109918665754
730.5411388641648470.9177222716703050.458861135835152
740.6793120058312010.6413759883375980.320687994168799
750.6454871159824750.709025768035050.354512884017525
760.6128425039735910.7743149920528170.387157496026409
770.5680151991868620.8639696016262760.431984800813138
780.5196476413607370.9607047172785250.480352358639263
790.4724662257394990.9449324514789990.5275337742605
800.4576771512539600.9153543025079210.54232284874604
810.4134506015226140.8269012030452290.586549398477386
820.4586617912118510.9173235824237020.541338208788149
830.4140416586245790.8280833172491580.585958341375421
840.9306356918462330.1387286163075330.0693643081537666
850.9173353450623220.1653293098753560.082664654937678
860.9054017642852740.1891964714294520.094598235714726
870.8831290434623440.2337419130753120.116870956537656
880.8685697343831220.2628605312337560.131430265616878
890.8840778036224320.2318443927551370.115922196377568
900.867762922556540.2644741548869200.132237077443460
910.84075166174680.31849667650640.1592483382532
920.8139041809606280.3721916380787430.186095819039372
930.7790552154581740.4418895690836520.220944784541826
940.7434055203376710.5131889593246570.256594479662329
950.7073988799890820.5852022400218350.292601120010918
960.6833414830233220.6333170339533560.316658516976678
970.7004708763825040.5990582472349920.299529123617496
980.7490658657124290.5018682685751420.250934134287571
990.738912135224590.5221757295508190.261087864775410
1000.8157812679168860.3684374641662290.184218732083114
1010.7790928815644180.4418142368711640.220907118435582
1020.7986353492947150.402729301410570.201364650705285
1030.7593898360357270.4812203279285470.240610163964273
1040.8580744064108610.2838511871782780.141925593589139
1050.8663544373016290.2672911253967430.133645562698371
1060.861324322406180.2773513551876410.138675677593821
1070.8266645252826210.3466709494347570.173335474717379
1080.804120912941430.3917581741171410.195879087058571
1090.8090994239496120.3818011521007760.190900576050388
1100.8778133622222920.2443732755554160.122186637777708
1110.8433610916977460.3132778166045080.156638908302254
1120.8027831623499050.3944336753001900.197216837650095
1130.870271318158810.259457363682380.12972868184119
1140.8743971803945180.2512056392109640.125602819605482
1150.839566743564220.3208665128715590.160433256435779
1160.814078572420340.3718428551593190.185921427579660
1170.8176895899768940.3646208200462120.182310410023106
1180.7675010881115670.4649978237768660.232498911888433
1190.7099168425892170.5801663148215660.290083157410783
1200.6588584735975840.6822830528048320.341141526402416
1210.6105284339040820.7789431321918360.389471566095918
1220.5383841770998910.9232316458002190.461615822900109
1230.4647759582333550.929551916466710.535224041766645
1240.3879608761931850.775921752386370.612039123806815
1250.5088571542753790.9822856914492430.491142845724621
1260.4260674265078240.8521348530156480.573932573492176
1270.3421229221620540.6842458443241090.657877077837945
1280.3325150113319520.6650300226639040.667484988668048
1290.2631592567190350.5263185134380690.736840743280965
1300.1979528834150360.3959057668300710.802047116584964
1310.3278043158898240.6556086317796480.672195684110176
1320.2495975745294970.4991951490589940.750402425470503
1330.2233688002094150.4467376004188310.776631199790584
1340.1944841178297100.3889682356594200.80551588217029
1350.1195110601507970.2390221203015950.880488939849203


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level10.0078125OK
5% type I error level50.0390625OK
10% type I error level70.0546875OK