Multiple Linear Regression - Estimated Regression Equation
PersonalStandards[t] = + 20.5443468355652 -1.34456042983868Month[t] + 0.317541932006347ConcernOverMistakes[t] -0.333075539403863DoubtsAboutActions[t] + 0.190532531457494ParentalExpectations[t] + 0.0631702202398643ParentalCriticism[t] + 0.39852922691684Organization[t] -0.00145199529513204t + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)20.544346835565215.1115141.35950.176010.088005
Month-1.344560429838681.517767-0.88590.3770910.188545
ConcernOverMistakes0.3175419320063470.0548685.787400
DoubtsAboutActions-0.3330755394038630.107661-3.09380.0023550.001178
ParentalExpectations0.1905325314574940.102311.86230.0645040.032252
ParentalCriticism0.06317022023986430.1311790.48160.6308180.315409
Organization0.398529226916840.0737245.405700
t-0.001451995295132040.006409-0.22660.8210620.410531


Multiple Linear Regression - Regression Statistics
Multiple R0.607791545143314
R-squared0.369410562347697
Adjusted R-squared0.340177939410173
F-TEST (value)12.6369283774912
F-TEST (DF numerator)7
F-TEST (DF denominator)151
p-value1.05226938273972e-12
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.40786144542361
Sum Squared Residuals1753.64146431191


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
12424.6154601769689-0.615460176968857
22523.72037804435171.27962195564829
33025.54635205843384.45364794156625
41921.7332025846856-2.73320258468564
52221.91417112249350.085828877506543
62224.4704360130666-2.47043601306658
72522.42043121611372.57956878388629
82319.6638105874013.33618941259899
91718.9684456365141-1.96844563651413
102121.70094961844-0.700949618439988
111923.0464525421152-4.04645254211519
121923.4644188712026-4.46441887120256
131523.2139297598583-8.21392975985835
141617.1858883865609-1.18588838656092
152319.5451232545263.45487674547401
162723.82319884541043.17680115458958
172220.99866863827271.00133136172727
181416.5547016176838-2.55470161768378
192224.0033349739276-2.00333497392757
202324.1549549675712-1.15495496757116
212321.67925330253891.32074669746107
222124.6290582256497-3.62905822564971
231922.5938294316657-3.59382943166571
241823.8214962862191-5.8214962862191
252023.1919463911011-3.1919463911011
262322.4682786564010.531721343599004
272523.21440818900781.78559181099220
281923.3389437235236-4.33894372352361
292423.82810202769050.171897972309529
302221.47783211727150.52216788272847
312524.9951433422880.00485665771197539
322623.66662889350792.33337110649205
332922.56204874309896.43795125690107
343225.01513127416176.98486872583831
352521.62515447351183.37484552648824
362924.33417790468944.66582209531057
372824.72152863075263.27847136924739
381717.2122876724438-0.212287672443842
392826.16182127330881.83817872669123
402922.87705869094186.12294130905824
412627.6020337827467-1.60203378274673
422523.42816102593881.57183897406123
431419.5596527129310-5.55965271293097
442521.96593155727233.0340684427277
452621.63034529056704.36965470943303
462020.3626235417236-0.362623541723554
471821.5821389355878-3.5821389355878
483224.50338851812827.49661148187175
492524.86347976035860.136520239641448
502521.71690799862383.28309200137619
512320.7216173630812.27838263691901
522122.0977672887240-1.09776728872405
532023.9924405257051-3.99244052570510
541516.2871865072618-1.2871865072618
553027.05222227500692.94777772499308
562425.2926387405630-1.29263874056304
572624.22318718162041.77681281837957
582319.48268745683533.51731254316469
592221.23727617784820.7627238221518
601415.8198290780372-1.81982907803719
612422.22885684621821.77114315378178
622422.76698968336571.23301031663433
632223.0431118514054-1.04311185140537
642420.04908128197693.95091871802311
651918.42690793533880.573092064661235
663126.53431663426324.46568336573675
672226.3465754833259-4.34657548332594
682721.38702214671525.61297785328475
691917.77402754655641.22597245344365
702522.2485608540762.75143914592402
712024.7184455635103-4.71844556351032
722121.3529722732986-0.352972273298564
732727.3096048400485-0.309604840048460
742324.4945080304255-1.49450803042549
752525.4484932337964-0.448493233796377
762022.1219658415182-2.12196584151823
772119.27110136718931.7288986328107
782222.4576498720129-0.457649872012915
792322.98845980121940.0115401987805513
802523.83351329886021.16648670113983
812523.49045204086541.50954795913462
821723.6599599704579-6.65995997045786
831921.3996286900062-2.39962869000622
842523.90793340900611.09206659099392
851922.2161303011981-3.21613030119806
862023.033834071491-3.03383407149098
872522.30427159250312.69572840749686
882320.84854050527272.15145949472735
892724.56432915809152.43567084190848
901720.7682999591211-3.76829995912113
911723.2971622941603-6.29716229416034
921919.9431836121737-0.94318361217374
931719.5773630567943-2.57736305679429
942221.82501592117540.174984078824584
952123.4842690128125-2.48426901281247
963228.59338119032753.40661880967254
972124.6717083507703-3.67170835077026
982124.3919229885562-3.39192298855623
991821.0883075408688-3.0883075408688
1001821.1630501000525-3.16305010005252
1012322.78360399399210.216396006007864
1021920.4167646855259-1.41676468552588
1031923.3322872993455-4.33228729934554
1042122.2562186537996-1.25621865379957
1052023.8715975447009-3.8715975447009
1061718.6099691353834-1.60996913538337
1071820.0696690113420-2.06966901134195
1081920.6518170739204-1.65181707392039
1092222.1379399582682-0.137939958268183
1101518.7087038113505-3.70870381135047
1111418.7016490908593-4.70164909085932
1121826.5339534372729-8.53395343727288
1132421.31869306982362.68130693017636
1143523.439689444324711.5603105556753
1152919.17649212325809.82350787674203
1162121.7038531359647-0.703853135964666
1172520.28752653287754.71247346712253
1181920.2231146912019-1.22311469120191
1192223.1926672455877-1.19266724558766
1201316.5693318909854-3.56933189098536
1212622.82198779454143.17801220545859
1221716.80840477565710.191595224342898
1232520.17739524282614.82260475717388
1242020.5026669685515-0.502666968551508
1251918.21871151159030.781288488409747
1262122.5133858524599-1.51338585245987
1272220.73557144109951.26442855890048
1282422.56287435387521.43712564612484
1292122.8941818485835-1.89418184858355
1302625.2902596342390.709740365761025
1312420.57594414030233.42405585969768
1321620.1509361203503-4.15093612035027
1332322.07962899946860.920371000531403
1341820.4538876476656-2.45388764766561
1351622.1982727089264-6.19827270892642
1362624.03737522067431.96262477932572
1371918.92158818287530.0784118171247219
1382116.84355033074324.15644966925678
1392122.0501475256849-1.05014752568494
1402218.63694533211013.36305466788988
1412319.61994555121313.38005444878689
1422924.67924385904534.32075614095474
1432119.67053345541831.32946654458167
1442119.77618296316071.22381703683931
1452321.92817022885371.07182977114626
1462722.80583923528724.19416076471282
1472525.1110595947121-0.111059594712143
1482120.74563994503930.254360054960657
1491017.0011886052382-7.00118860523817
1502022.4720036129577-2.47200361295771
1512622.33083393227513.66916606772492
1522423.55858842927720.441411570722758
1532931.2800720226967-2.2800720226967
1541918.69220539607910.307794603920859
1552422.16313900372231.83686099627767
1562220.79684129224941.20315870775063
1572423.26481687432180.735183125678164
1582221.78260093886850.217399061131487
1591923.2509755628181-4.25097556281815


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
110.04779931470510320.09559862941020640.952200685294897
120.01444900549288660.02889801098577320.985550994507113
130.06533544104518430.1306708820903690.934664558954816
140.1256413896052710.2512827792105430.874358610394729
150.5807295613962170.8385408772075660.419270438603783
160.5261010173475370.9477979653049250.473898982652462
170.5728617710148590.8542764579702820.427138228985141
180.5310082537910370.9379834924179260.468991746208963
190.4520396524867170.9040793049734340.547960347513283
200.5607260853838840.8785478292322330.439273914616116
210.5753457632063580.8493084735872840.424654236793642
220.507891453347680.984217093304640.49210854665232
230.4495157917217460.8990315834434920.550484208278254
240.4622995051666480.9245990103332960.537700494833352
250.4091549643635660.8183099287271310.590845035636434
260.356610047834770.713220095669540.64338995216523
270.3229178715338970.6458357430677950.677082128466103
280.3054638627674360.6109277255348720.694536137232564
290.2669027532641030.5338055065282050.733097246735897
300.2149561446768340.4299122893536690.785043855323166
310.1840110464303810.3680220928607620.81598895356962
320.2253035322444130.4506070644888270.774696467755587
330.3180322009034030.6360644018068070.681967799096597
340.541483446447830.917033107104340.45851655355217
350.4935103677997520.9870207355995040.506489632200248
360.5018303202784920.9963393594430150.498169679721508
370.4658112354851270.9316224709702550.534188764514873
380.4962076315433040.9924152630866080.503792368456696
390.4432416308615090.8864832617230190.556758369138491
400.4740683569511090.9481367139022170.525931643048891
410.4648533507555430.9297067015110860.535146649244457
420.4145402601804310.8290805203608620.585459739819569
430.6235229674912940.7529540650174130.376477032508706
440.5913962794685690.8172074410628620.408603720531431
450.5802999814078490.8394000371843020.419700018592151
460.5426097514076070.9147804971847860.457390248592393
470.5688458691767870.8623082616464270.431154130823213
480.6523517828643020.6952964342713950.347648217135698
490.6239371927606210.7521256144787570.376062807239379
500.600352827816430.7992943443671390.399647172183570
510.5663192524625510.8673614950748970.433680747537449
520.5417855060060940.9164289879878110.458214493993906
530.6008111516976710.7983776966046590.399188848302329
540.5769200893669810.8461598212660390.423079910633019
550.5966721198425710.8066557603148580.403327880157429
560.572877396922480.854245206155040.42712260307752
570.5303517876850960.9392964246298070.469648212314904
580.5238466652643920.9523066694712160.476153334735608
590.4801097772002720.9602195544005440.519890222799728
600.450055604316130.900111208632260.54994439568387
610.4091818583138620.8183637166277230.590818141686138
620.3758313344430780.7516626688861560.624168665556922
630.3443687919579690.6887375839159380.655631208042031
640.3586885795538760.7173771591077530.641311420446124
650.3193964077104020.6387928154208030.680603592289598
660.3395084164969540.6790168329939080.660491583503046
670.4306586384151860.8613172768303710.569341361584814
680.5004296684502260.9991406630995480.499570331549774
690.461473135432140.922946270864280.53852686456786
700.4451508305894460.8903016611788920.554849169410554
710.5355818613044220.9288362773911550.464418138695578
720.4942660332770970.9885320665541940.505733966722903
730.4591657320108260.9183314640216520.540834267989174
740.4303472632216080.8606945264432150.569652736778392
750.4058861161795350.8117722323590690.594113883820465
760.3804212574723270.7608425149446530.619578742527673
770.3597851387411090.7195702774822170.640214861258891
780.3207346386698270.6414692773396540.679265361330173
790.2833290992438290.5666581984876590.71667090075617
800.2630998167854280.5261996335708560.736900183214572
810.2388823542088390.4777647084176770.761117645791161
820.340195015378920.680390030757840.65980498462108
830.3152527976493150.630505595298630.684747202350685
840.2846018703759660.5692037407519330.715398129624034
850.2799804328043110.5599608656086230.720019567195689
860.2684022485483800.5368044970967590.73159775145162
870.2816204862281910.5632409724563820.718379513771809
880.272837721593170.545675443186340.72716227840683
890.2646805440241250.5293610880482510.735319455975875
900.257998156683450.51599631336690.74200184331655
910.3242354014920150.648470802984030.675764598507985
920.2828016484090320.5656032968180640.717198351590968
930.2543855015188860.5087710030377720.745614498481114
940.2266649908968490.4533299817936970.773335009103151
950.2022707725695640.4045415451391280.797729227430436
960.2254130186658350.4508260373316710.774586981334165
970.2133634669152610.4267269338305210.78663653308474
980.1965931061805920.3931862123611830.803406893819408
990.1759596185155430.3519192370310870.824040381484457
1000.1580683967901240.3161367935802470.841931603209876
1010.1326718285433270.2653436570866550.867328171456673
1020.1083716511345120.2167433022690240.891628348865488
1030.1112387000960560.2224774001921110.888761299903944
1040.09063072563166160.1812614512633230.909369274368338
1050.09728752168127180.1945750433625440.902712478318728
1060.07878282832926720.1575656566585340.921217171670733
1070.06761195815277910.1352239163055580.93238804184722
1080.06162305866280130.1232461173256030.938376941337199
1090.05094872689059390.1018974537811880.949051273109406
1100.05070248972074550.1014049794414910.949297510279254
1110.06303063682528470.1260612736505690.936969363174715
1120.374715941959350.74943188391870.62528405804065
1130.3960657670172740.7921315340345480.603934232982726
1140.7772364685894180.4455270628211640.222763531410582
1150.9447038252275340.1105923495449320.0552961747724658
1160.926961638952010.1460767220959810.0730383610479903
1170.9612821293919540.07743574121609230.0387178706080461
1180.9526864053165630.09462718936687320.0473135946834366
1190.9463336023247150.1073327953505700.0536663976752852
1200.9555375049858840.0889249900282320.044462495014116
1210.945458583586640.1090828328267210.0545414164133605
1220.9264101623522120.1471796752955760.0735898376477878
1230.9302019684338780.1395960631322440.0697980315661218
1240.9065935047267560.1868129905464880.0934064952732442
1250.8974088048686190.2051823902627630.102591195131381
1260.8696868476826260.2606263046347480.130313152317374
1270.8584120168133670.2831759663732660.141587983186633
1280.8225201249246740.3549597501506530.177479875075326
1290.7856315102350460.4287369795299090.214368489764954
1300.7566696434273860.4866607131452270.243330356572614
1310.7284418789775730.5431162420448540.271558121022427
1320.7429644648556060.5140710702887880.257035535144394
1330.6997449223846110.6005101552307780.300255077615389
1340.6411564861730960.7176870276538070.358843513826904
1350.8777618020883640.2444763958232730.122238197911636
1360.8340194750993430.3319610498013150.165980524900657
1370.789822526696330.4203549466073410.210177473303671
1380.795758114869910.408483770260180.20424188513009
1390.7817034143124840.4365931713750310.218296585687516
1400.713586775648830.5728264487023390.286413224351170
1410.6405807696085770.7188384607828460.359419230391423
1420.5978567614833720.8042864770332560.402143238516628
1430.5401582272016390.9196835455967220.459841772798361
1440.4708797281381570.9417594562763130.529120271861843
1450.3568024538779310.7136049077558610.643197546122069
1460.3430778763749130.6861557527498260.656922123625087
1470.5163307385207490.9673385229585020.483669261479251
1480.3529993939269630.7059987878539260.647000606073037


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level10.0072463768115942OK
10% type I error level50.036231884057971OK