Multiple Linear Regression - Estimated Regression Equation
PC[t] = + 2.61515355647915 -0.186727876789125Gender[t] + 0.0419567686003162CM[t] + 0.115537660006242D[t] + 0.416737645843195PE[t] + 0.00686726142762619PS[t] -0.0890820950933585O[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)2.615153556479151.4511091.80220.0734990.03675
Gender-0.1867278767891250.379455-0.49210.6233620.311681
CM0.04195676860031620.0387031.08410.2800460.140023
D0.1155376600062420.0703191.6430.102440.05122
PE0.4167376458431950.0552117.548100
PS0.006867261427626190.0511580.13420.8933940.446697
O-0.08908209509335850.050809-1.75330.081570.040785


Multiple Linear Regression - Regression Statistics
Multiple R0.627923982678522
R-squared0.394288528022856
Adjusted R-squared0.370378864655337
F-TEST (value)16.4907603240661
F-TEST (DF numerator)6
F-TEST (DF denominator)152
p-value1.37667655053519e-14
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation2.14801385679095
Sum Squared Residuals701.322456402819


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
185.974943901001482.02505609899852
289.0851500275511-1.0851500275511
397.754048366087071.24595163391293
477.01038919796534-0.0103891979653377
547.13840879117972-3.13840879117972
6117.428713234302883.57128676569712
778.3767670537188-1.3767670537188
877.9340823913609-0.934082391360898
91010.4551111234991-0.455111123499092
10107.2317774479722.768222552028
1187.697848526233330.302151473766673
1296.656161299271322.34383870072868
131110.99418571347890.00581428652112604
1498.352388328931320.647611671068675
15138.630165649111064.36983435088894
1698.481804552376860.518195447623143
1768.77890380963962-2.77890380963962
1867.88803852296276-1.88803852296276
191611.05453147164214.9454685283579
20511.0738942950542-6.07389429505424
2177.5819257900054-0.581925790005396
2299.75375508080513-0.753755080805132
231211.07797692486130.922023075138685
2498.535161796090410.464838203909588
2559.15885324477522-4.15885324477522
26108.891783633834251.10821636616575
2788.11092154461248-0.110921544612478
28710.5831839924382-3.58318399243824
2987.253563844604710.746436155395291
3044.9480252460999-0.9480252460999
3187.790304386842480.209695613157522
3287.467763045464460.532236954535543
3389.02403075143176-1.02403075143176
3478.30362673341377-1.30362673341377
3587.253946451185960.746053548814037
3677.8926352439549-0.892635243954906
3776.298134215362990.701865784637014
3899.03404182831131-0.0340418283113137
391111.1753011968476-0.175301196847603
4068.94156232614815-2.94156232614815
4188.00300881605917-0.0030088160591673
4298.730134128132590.269865871867416
4368.69032217695496-2.69032217695496
44108.381740838505311.61825916149469
4586.448324427439751.55167557256025
46109.080103795476570.919896204523431
4757.27631491630102-2.27631491630102
481410.0698072973463.93019270265396
4964.938818394143371.06118160585663
5069.31408160293704-3.31408160293704
511211.72629843911520.27370156088483
521211.10865554416660.891344455833416
5388.5422193606335-0.54221936063351
54109.273823537871630.72617646212837
551011.1241748466211-1.12417484662113
56108.730147756908951.26985224309105
5758.64622613371884-3.64622613371884
5877.19713852467784-0.197138524677844
59108.873790879628961.12620912037104
60119.81302045366961.1869795463304
6177.48932643166448-0.489326431664481
62129.367687114285722.63231288571428
631110.70007255008810.299927449911931
64115.170153994918925.82984600508108
6557.63459473783522-2.63459473783522
66810.1146303036405-2.11463030364055
6746.23872033192373-2.23872033192373
6878.16574424984648-1.16574424984648
69119.469178476495051.53082152350495
7064.579525091811551.42047490818845
7146.34929229313294-2.34929229313294
7287.157997094664980.842002905335022
7398.188157050704810.81184294929519
7488.15286468443642-0.152864684436425
75118.788042684298872.21195731570113
7687.566304730140210.433695269859793
7746.03612446527292-2.03612446527292
7868.22205278674204-2.22205278674204
7999.16056196108776-0.160561961087758
80138.855892120892984.14410787910702
8198.152820348693150.847179651306848
82109.750717711558720.249282288441275
832014.49473828225745.50526171774264
841110.28091617728280.719083822717247
8568.31206228656863-2.31206228656863
86910.5193140313963-1.51931403139628
8777.44081256092977-0.440812560929767
8898.237757922321320.762242077678682
89108.652534114226121.34746588577388
9097.06590935786871.9340906421313
91810.3331919629014-2.33319196290141
92711.8476854097607-4.84768540976067
9369.4738612735516-3.4738612735516
941311.44312847781391.55687152218612
9568.0456009288666-2.0456009288666
96109.482530392769050.517469607230946
971612.0175327566123.98246724338801
98127.485709272295844.51429072770416
9986.819065672980211.18093432701979
100128.722255664267453.27774433573255
10187.110946493820080.88905350617992
10247.33623962649857-3.33623962649857
10387.59334911188630.406650888113696
10479.28951178024776-2.28951178024776
1051111.5674065854911-0.567406585491123
10687.588711723369180.41128827663082
10786.723679213378311.27632078662168
10897.759453841198661.24054615880134
10999.17504194956005-0.175041949560051
11065.929704316732040.0702956832679627
11167.2532997565626-1.2532997565626
11267.06702934407751-1.06702934407751
11357.9802553339281-2.98025533392809
11478.01491095914508-1.01491095914508
1151010.2700627786816-0.270062778681604
11689.17183484560572-1.17183484560572
11786.719974720161741.28002527983826
11886.938636084263371.06136391573663
11967.26294717962003-1.26294717962003
12045.47156918320888-1.47156918320888
12187.230580412409770.76941958759023
1222012.95359592174717.0464040782529
12368.1053272499592-2.1053272499592
12444.31461513263361-0.314615132633609
12597.120143332998971.87985666700103
12667.90932780834303-1.90932780834303
12796.046382253344842.95361774665516
12856.6690738500084-1.66907385000839
12956.20714729321226-1.20714729321226
13087.250610359792070.749389640207929
13187.997724680699110.00227531930088638
13266.37882822539689-0.378828225396891
13367.92614042018923-1.92614042018923
13486.353998916730881.64600108326912
13588.2842310114041-0.284231011404103
13656.07012116393445-1.07012116393445
13779.24760936016835-2.24760936016835
13886.00050951649891.99949048350109
13977.6278520805859-0.627852080585899
14088.9499291072194-0.949929107219393
14156.18914230707489-1.18914230707489
142106.588553249886823.41144675011318
14399.3291752208506-0.329175220850604
14477.51918168200728-0.519181682007283
14567.12714654902116-1.12714654902116
146107.149037172704952.85096282729505
14767.99235466055498-1.99235466055498
148116.36763028533124.63236971466879
14966.60802924033152-0.60802924033152
15099.3590462916004-0.359046291600403
15146.80358364085604-2.80358364085604
15276.773684239757360.226315760242644
15389.71833959393222-1.71833959393222
15456.6074563306348-1.60745633063479
15587.526734166172190.473265833827812
1561011.5747868653077-1.57478686530767
15797.073085983803211.92691401619679
15855.9659884490322-0.965988449032196
15987.831700536883830.168299463116175


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.7315093312713650.536981337457270.268490668728635
110.7222510821600550.555497835679890.277748917839945
120.6011988494564430.7976023010871140.398801150543557
130.5423722938551220.9152554122897560.457627706144878
140.4304784927086220.8609569854172450.569521507291378
150.6051728091644360.7896543816711280.394827190835564
160.5058784263296180.9882431473407640.494121573670382
170.5405677193260420.9188645613479150.459432280673958
180.5380500884448410.9238998231103180.461949911555159
190.9103805598026380.1792388803947250.0896194401973624
200.982697535763350.03460492847330080.0173024642366504
210.9732929468617260.05341410627654720.0267070531382736
220.9609119470164840.07817610596703210.0390880529835161
230.94943334966860.1011333006628010.0505666503314006
240.9294088767457240.1411822465085510.0705911232542757
250.951123583063770.09775283387246030.0488764169362301
260.9328760896805520.1342478206388960.0671239103194481
270.9134221718568980.1731556562862040.086577828143102
280.9266768932070950.146646213585810.0733231067929051
290.9051879659175780.1896240681648450.0948120340824223
300.8889414825939870.2221170348120270.111058517406013
310.865801738849250.26839652230150.13419826115075
320.830712284354480.3385754312910410.16928771564552
330.7950244909997770.4099510180004450.204975509000223
340.7655473614808630.4689052770382740.234452638519137
350.7231370524769480.5537258950461050.276862947523052
360.7160880451862780.5678239096274430.283911954813722
370.6667849426845160.6664301146309680.333215057315484
380.6134994757167070.7730010485665850.386500524283293
390.5581246536530040.8837506926939920.441875346346996
400.5980562723631990.8038874552736020.401943727636801
410.5444423400170170.9111153199659660.455557659982983
420.4900199151970050.980039830394010.509980084802995
430.5222591476551880.9554817046896250.477740852344812
440.4879697507119530.9759395014239060.512030249288047
450.4488008969134620.8976017938269250.551199103086538
460.430055546131510.860111092263020.56994445386849
470.4313197214723370.8626394429446750.568680278527663
480.5937384052152280.8125231895695440.406261594784772
490.55414714605910.89170570788180.4458528539409
500.5995341425952420.8009317148095160.400465857404758
510.5677766838799090.8644466322401820.432223316120091
520.5245708916191250.950858216761750.475429108380875
530.477605211448420.955210422896840.52239478855158
540.4387861227480060.8775722454960120.561213877251994
550.3978287231909770.7956574463819540.602171276809023
560.3747236774044460.7494473548088920.625276322595554
570.4646185861040590.9292371722081170.535381413895941
580.4156474213672820.8312948427345640.584352578632718
590.3923117692900390.7846235385800780.607688230709961
600.3610733561363330.7221467122726650.638926643863667
610.318455601472540.636911202945080.68154439852746
620.3220791804209620.6441583608419240.677920819579038
630.3263265413996480.6526530827992960.673673458600352
640.6386815064735390.7226369870529210.361318493526461
650.6577954791999470.6844090416001060.342204520800053
660.6465065902463360.7069868195073270.353493409753664
670.6633394839472960.6733210321054080.336660516052704
680.629289550724410.7414208985511810.370710449275591
690.6120732900088390.7758534199823230.387926709991161
700.5874364795560480.8251270408879040.412563520443952
710.5982898496090130.8034203007819740.401710150390987
720.5584982566516970.8830034866966050.441501743348303
730.5196956300604560.9606087398790870.480304369939544
740.4748088823873470.9496177647746950.525191117612653
750.4826097746730430.9652195493460870.517390225326957
760.440723741585620.881447483171240.55927625841438
770.4326986574318030.8653973148636060.567301342568197
780.4310992402250430.8621984804500870.568900759774957
790.3910395549377280.7820791098754560.608960445062272
800.5110096377946390.9779807244107220.488990362205361
810.4701041269895920.9402082539791850.529895873010408
820.4240789121578440.8481578243156880.575921087842156
830.6808373478282730.6383253043434540.319162652171727
840.6467566766199090.7064866467601830.353243323380091
850.6432997615890710.7134004768218580.356700238410929
860.6162413088958930.7675173822082140.383758691104107
870.5713276741729380.8573446516541230.428672325827062
880.5359285385838220.9281429228323570.464071461416178
890.5147388525926850.970522294814630.485261147407315
900.5264336518001670.9471326963996670.473566348199833
910.5163500095710110.9672999808579780.483649990428989
920.7239873559985040.5520252880029920.276012644001496
930.7852420667759270.4295158664481460.214757933224073
940.758001885518150.4839962289637010.241998114481851
950.7916464559694220.4167070880611560.208353544030578
960.7878619857475340.4242760285049320.212138014252466
970.794293012298910.411413975402180.20570698770109
980.8585704736748810.2828590526502370.141429526325119
990.8529538221373150.294092355725370.147046177862685
1000.8801764134189140.2396471731621720.119823586581086
1010.8669142969636880.2661714060726250.133085703036312
1020.943520088839830.1129598223203410.0564799111601703
1030.9360334880349720.1279330239300560.0639665119650282
1040.952328444467610.09534311106477970.0476715555323899
1050.9401905665157710.1196188669684570.0598094334842287
1060.9286952354532730.1426095290934530.0713047645467266
1070.9130135795636420.1739728408727160.086986420436358
1080.8958023928015540.2083952143968910.104197607198445
1090.8734735686302380.2530528627395240.126526431369762
1100.8476523372615660.3046953254768670.152347662738434
1110.8280300438365830.3439399123268350.171969956163418
1120.8081459445425120.3837081109149770.191854055457488
1130.8165965136564160.3668069726871680.183403486343584
1140.7986017526129930.4027964947740140.201398247387007
1150.7709684069364990.4580631861270010.229031593063501
1160.7312103099792540.5375793800414920.268789690020746
1170.6930706793926120.6138586412147750.306929320607388
1180.6587424841626710.6825150316746590.341257515837329
1190.6663937463880450.6672125072239090.333606253611954
1200.6402137832791630.7195724334416740.359786216720837
1210.5901214962574180.8197570074851640.409878503742582
1220.9598552509492530.0802894981014940.040144749050747
1230.9573670963223640.08526580735527160.0426329036776358
1240.9573918956693510.08521620866129730.0426081043306487
1250.9507790953055040.09844180938899130.0492209046944956
1260.951446256903380.0971074861932410.0485537430966205
1270.962915262674570.07416947465085890.0370847373254294
1280.9565464832840210.08690703343195810.0434535167159791
1290.9912948573391880.01741028532162370.00870514266081184
1300.9897545406151980.0204909187696050.0102454593848025
1310.9844697125409780.0310605749180430.0155302874590215
1320.9769140711322330.04617185773553470.0230859288677673
1330.9667489783044420.06650204339111560.0332510216955578
1340.9509923306289860.09801533874202770.0490076693710138
1350.9306954108035730.1386091783928550.0693045891964274
1360.9515971977001420.09680560459971690.0484028022998584
1370.9420426197112180.1159147605775650.0579573802887823
1380.9181549789886720.1636900420226560.0818450210113282
1390.8794740969724020.2410518060551960.120525903027598
1400.8292144600089770.3415710799820460.170785539991023
1410.7890496303498950.421900739300210.210950369650105
1420.7668300171259390.4663399657481220.233169982874061
1430.6928166230637830.6143667538724340.307183376936217
1440.5940401541483040.8119196917033920.405959845851696
1450.4993660931463760.9987321862927510.500633906853624
1460.4700577602375610.9401155204751230.529942239762439
1470.3538617285872680.7077234571745360.646138271412732
1480.6976773757288750.604645248542250.302322624271125
1490.5878066781617130.8243866436765740.412193321838287


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level50.0357142857142857OK
10% type I error level190.135714285714286NOK