Multiple Linear Regression - Estimated Regression Equation
PersonalStandards[t] = + 22.4503451046679 -1.49932963098333month[t] + 0.330887218059848ConcernoverMistakes[t] -0.356681047835005Doubtsaboutactions[t] + 0.198030325271138ParentalExpectations[t] + 0.00613248856872827ParentalCriticism[t] + 0.393045515742641`Organization `[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)22.450345104667914.5969821.5380.1261250.063062
month-1.499329630983331.442617-1.03930.300310.150155
ConcernoverMistakes0.3308872180598480.0555925.952100
Doubtsaboutactions-0.3566810478350050.107249-3.32570.0011060.000553
ParentalExpectations0.1980303252711380.1017141.94690.0533850.026693
ParentalCriticism0.006132488568728270.1296540.04730.9623370.481169
`Organization `0.3930455157426410.0721895.444700


Multiple Linear Regression - Regression Statistics
Multiple R0.60953344822544
R-squared0.371531024505596
Adjusted R-squared0.346723038630816
F-TEST (value)14.9762671738422
F-TEST (DF numerator)6
F-TEST (DF denominator)152
p-value2.02393657389166e-13
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.40838004054157
Sum Squared Residuals1765.79228411584


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
12424.3752438396802-0.375243839680221
22523.78038639865771.21961360134235
33025.68308817755064.31691182244943
41921.7015858002171-2.70158580021713
52221.95832106769760.0416789323024097
62224.5013747161968-2.50137471619684
72522.5369841035052.46301589649499
82319.32749954044123.67250045955885
91718.7724146241247-1.77241462412469
102121.6020995177389-0.60209951773893
111922.7097079828001-3.70970798280015
121923.4081221360031-4.40812213600306
131523.100666237539-8.10066623753901
141617.0578920432927-1.05789204329267
152319.37126037241783.62873962758224
162724.00123049434872.99876950565126
172220.8939265829881.10607341701197
181416.5108483584964-2.51084835849636
192224.0638801007654-2.0638801007654
202324.015901103718-1.01590110371805
212321.5282697706221.471730229378
222124.4932309874987-3.49323098749872
231922.3016536793613-3.30165367936127
241823.7904279083418-5.79042790834182
252023.053082339113-3.053082339113
262322.35653555512120.643464444878811
272523.30500591381941.69499408618061
281923.2582299470431-4.25822994704315
292423.79016262517380.209837374826231
302221.52323809335490.476761906645071
312525.0489193653102-0.0489193653101529
322623.11809053077432.88190946922571
332922.80665251929736.19334748070269
343225.12121008045166.87878991954841
352521.54766582866043.45233417133961
362924.3767942755514.62320572444902
372824.91890466981533.08109533018471
381717.105713556688-0.105713556687993
392826.05040426277311.94959573722695
402922.90839485762636.09160514237371
412627.4764796617272-1.47647966172717
422523.39410197463151.60589802536851
431419.5474967968037-5.54749679680366
442522.11119658059962.88880341940038
452621.57739270102354.42260729897649
462020.1937158718107-0.19371587181068
471821.3481003036481-3.34810030364814
483224.63495255779567.36504744220444
492524.95143831410440.0485616858955817
502521.7373189207073.26268107929301
512320.80099365748462.1990063425154
522122.0614054790237-1.06140547902374
532023.938680930279-3.93868093027899
541516.4581620642669-1.45816206426694
553026.60473041056513.39526958943494
562425.2470066108757-1.24700661087571
572624.2074098506561.79259014934395
582421.68490395071842.31509604928157
592221.34694474867460.653055251325381
601415.6514365191043-1.65143651910432
612422.12969626527531.87030373472474
622422.8831514335021.11684856649804
632423.28435977852270.715640221477318
642419.84869247516794.15130752483211
651918.448153379990.551846620010017
663126.73358743494834.2664125650517
672226.5215900363656-4.52159003636563
682721.41118647512685.5888135248732
691917.6414162132081.35858378679201
702522.20483300994492.79516699005507
712024.9347351874032-4.93473518740321
722121.3990237169588-0.3990237169588
732727.4183665916093-0.418366591609338
742324.3746124922624-1.37461249226241
752525.6833747379211-0.68337473792112
762022.18002397426-2.18002397426005
772119.20237501342581.79762498657421
782222.3862171288093-0.38621712880927
792322.89141648174950.108583518250502
802524.05658988060060.943410119399394
812523.32186817978451.67813182021553
821723.7195093287429-6.7195093287429
831921.3959632834841-2.39596328348412
842523.88424724120041.11575275879955
851922.3010541105851-3.30105411058514
862023.1266938500491-3.1266938500491
872622.4809582943913.51904170560905
882320.6564751885692.34352481143104
892724.34305971712882.65694028287116
901720.8503426134519-3.85034261345193
911723.3211586348698-6.32115863486977
921920.036645647663-1.03664564766296
931719.6807349899718-2.68073498997179
942222.0379172391335-0.0379172391335173
952123.3856638961778-2.38566389617783
963228.59915217916723.4008478208328
972124.6614106338104-3.66141063381037
982124.3080160450159-3.30801604501586
991821.2070236612869-3.20702366128693
1001821.2610760499861-3.26107604998606
1012322.78637992721090.213620072789081
1021920.5907043961488-1.59070439614882
1032020.9772930432377-0.977293043237729
1042122.2383514483243-1.23835144832433
1052023.7118985607275-3.71189856072747
1061718.8403733336066-1.84037333360655
1071820.2572364317288-2.25723643172879
1081920.7196144481076-1.71961444810765
1092222.0275626605593-0.0275626605593229
1101518.7557114974235-3.75571149742348
1111418.7922903692776-4.79229036927757
1121826.5436099628167-8.54360996281669
1132421.26287260796052.73712739203951
1143523.546238908247211.4537610917528
1152918.986694308869110.0133056911309
1162121.935944950304-0.935944950303999
1172520.52203230951794.47796769048212
1182018.44557263362981.5544273663702
1192223.1944342306498-1.19443423064979
1201316.8696658909449-3.8696658909449
1212623.18703016989622.81296983010383
1221716.87399789660450.126002103395524
1232520.05077964962344.94922035037664
1242020.6180234596576-0.618023459657552
1251918.06359289698790.936407103012113
1262122.6069239300865-1.60692393008647
1272221.0048342678620.995165732137992
1282422.59787852568761.40212147431243
1292122.893008601785-1.89300860178502
1302625.43632370121790.563676298782067
1312420.52974695211463.47025304788541
1321620.2204944956761-4.22049449567612
1332322.30018150147180.699818498528152
1341820.7446456449081-2.74464564490808
1351622.3043405696256-6.30434056962563
1362624.09219557998381.90780442001622
1371919.0502342475757-0.050234247575695
1382116.87202447618954.12797552381046
1392122.0933317973676-1.09333179736762
1402218.4514829610833.54851703891702
1412319.73023321189583.26976678810421
1422924.78227387370254.21772612629751
1432119.21064009388921.78935990611078
1442119.90543175413141.09456824586863
1452321.84980100243991.15019899756015
1462722.99410224042844.00589775957157
1472525.393995850013-0.393995850012975
1482120.9468350383330.0531649616669982
1491017.0822628583037-7.08226285830372
1502022.5777789638073-2.5777789638073
1512622.45855314262573.54144685737425
1522423.66563162586170.334368374138266
1532931.7071557621354-2.70715576213541
1541919.0522038357563-0.052203835756255
1552422.05254080151561.94745919848439
1561920.7371470618696-1.73714706186965
1572423.38884209517610.611157904823948
1582221.77849508138870.221504918611303
1591723.729262101434-6.72926210143395


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.1677148899669330.3354297799338660.832285110033067
110.4762109914426040.9524219828852080.523789008557396
120.4057761244159390.8115522488318780.594223875584061
130.8306431499475920.3387137001048160.169356850052408
140.7534802294243580.4930395411512840.246519770575642
150.73548793031510.52902413936980.2645120696849
160.6537743989601620.6924512020796750.346225601039838
170.5933666357617280.8132667284765440.406633364238272
180.576949200610540.846101598778920.42305079938946
190.5002669581646210.9994660836707590.499733041835379
200.4965359656994520.9930719313989040.503464034300548
210.4927379940793450.9854759881586910.507262005920655
220.4229006680720160.8458013361440330.577099331927984
230.3622428019239970.7244856038479930.637757198076003
240.380403008269030.7608060165380590.61959699173097
250.3492601296197740.6985202592395480.650739870380226
260.2883000589943060.5766001179886120.711699941005694
270.2476443270884590.4952886541769180.752355672911541
280.2392792452215430.4785584904430860.760720754778457
290.1979242097405860.3958484194811720.802075790259414
300.1541724074902810.3083448149805620.845827592509719
310.1260052355241870.2520104710483740.873994764475813
320.1610260650248540.3220521300497090.838973934975146
330.2698306374760930.5396612749521860.730169362523907
340.5483485114667850.9033029770664310.451651488533216
350.5271291365163890.9457417269672220.472870863483611
360.6042615937631990.7914768124736010.395738406236801
370.5996999915009230.8006000169981550.400300008499077
380.5529432502447330.8941134995105350.447056749755267
390.520711430201340.958577139597320.47928856979866
400.6144375946405590.7711248107188820.385562405359441
410.5797437124125940.8405125751748110.420256287587406
420.5362814249594420.9274371500811160.463718575040558
430.6243800213324560.7512399573350870.375619978667544
440.595123184173710.8097536316525810.40487681582629
450.6300942683267320.7398114633465360.369905731673268
460.5788669528079330.8422660943841330.421133047192067
470.5653028631056980.8693942737886030.434697136894302
480.6809146704106830.6381706591786340.319085329589317
490.6374654900863870.7250690198272260.362534509913613
500.6236329429986330.7527341140027340.376367057001367
510.5839665175863410.8320669648273180.416033482413659
520.5392576501796610.9214846996406780.460742349820339
530.5648908512548920.8702182974902160.435109148745108
540.5270022788658780.9459954422682430.472997721134122
550.5902160307310930.8195679385378150.409783969268907
560.5529545597574830.8940908804850340.447045440242517
570.514684615603540.9706307687929210.48531538439646
580.4838469963797010.9676939927594030.516153003620299
590.4368000246573770.8736000493147550.563199975342623
600.395523010634590.7910460212691790.60447698936541
610.3667856277560460.7335712555120910.633214372243954
620.3273259504924190.6546519009848380.672674049507581
630.2872696974028320.5745393948056630.712730302597168
640.3279045371986010.6558090743972020.672095462801399
650.2871244978341060.5742489956682130.712875502165894
660.3013950225347250.602790045069450.698604977465275
670.3584244536740130.7168489073480270.641575546325987
680.4375987419192970.8751974838385950.562401258080703
690.4000535058499540.8001070116999090.599946494150046
700.3855561707047610.7711123414095230.614443829295239
710.4497925913152510.8995851826305010.550207408684749
720.4039105490321590.8078210980643170.596089450967841
730.3624374691425180.7248749382850350.637562530857482
740.3273843158817390.6547686317634770.672615684118261
750.2957956246778250.5915912493556490.704204375322175
760.2716364373465980.5432728746931960.728363562653402
770.2495479043070340.4990958086140670.750452095692966
780.2144650011250810.4289300022501620.785534998874919
790.1828275293129230.3656550586258470.817172470687077
800.1571916984521550.3143833969043110.842808301547845
810.1376995479746150.275399095949230.862300452025385
820.2213130549214940.4426261098429890.778686945078506
830.2032799569757070.4065599139514150.796720043024293
840.1762817580049780.3525635160099570.823718241995022
850.1768671986075890.3537343972151780.823132801392411
860.1726912644660910.3453825289321820.827308735533909
870.1797987832392730.3595975664785460.820201216760727
880.1686302939676030.3372605879352070.831369706032397
890.1586197982451480.3172395964902960.841380201754852
900.1622886262057440.3245772524114880.837711373794256
910.2348361730261840.4696723460523680.765163826973816
920.201399340955890.402798681911780.79860065904411
930.1847571991503680.3695143983007360.815242800849632
940.1559978934544120.3119957869088230.844002106545588
950.1409733207969480.2819466415938960.859026679203052
960.1443296515704160.2886593031408330.855670348429584
970.145774159414260.291548318828520.85422584058574
980.1418119271303820.2836238542607640.858188072869618
990.1345983108142240.2691966216284490.865401689185776
1000.1294164858327750.2588329716655490.870583514167225
1010.1057460530674360.2114921061348720.894253946932564
1020.08759526752296160.1751905350459230.912404732477038
1030.07016833790988550.1403366758197710.929831662090115
1040.05644097488913730.1128819497782750.943559025110863
1050.05965098516926370.1193019703385270.940349014830736
1060.04872863388118950.09745726776237910.95127136611881
1070.04258511029319480.08517022058638960.957414889706805
1080.03694512472935480.07389024945870960.963054875270645
1090.0280944805239470.05618896104789390.971905519476053
1100.02761203269233250.05522406538466510.972387967307668
1110.03476230996984070.06952461993968140.965237690030159
1120.1480319131636360.2960638263272730.851968086836364
1130.1361149519989620.2722299039979240.863885048001038
1140.5491035633682470.9017928732635060.450896436631753
1150.8509624561338380.2980750877323240.149037543866162
1160.8175467765604840.3649064468790330.182453223439516
1170.8725133502772160.2549732994455670.127486649722784
1180.8474548883968470.3050902232063060.152545111603153
1190.8187542316329260.3624915367341480.181245768367074
1200.8521828395693450.2956343208613110.147817160430655
1210.8288430235396780.3423139529206450.171156976460322
1220.7884172559405590.4231654881188820.211582744059441
1230.8197816141223260.3604367717553490.180218385877674
1240.7770040471536970.4459919056926060.222995952846303
1250.7374372043607650.5251255912784710.262562795639235
1260.6885490789281990.6229018421436010.311450921071801
1270.6515683568381680.6968632863236650.348431643161832
1280.6092736870518680.7814526258962640.390726312948132
1290.5502923126977580.8994153746044840.449707687302242
1300.4870146727942530.9740293455885070.512985327205747
1310.4847127237360070.9694254474720140.515287276263993
1320.482597109188470.965194218376940.51740289081153
1330.4320568646209030.8641137292418060.567943135379097
1340.3838081257144370.7676162514288740.616191874285563
1350.5314485663706680.9371028672586640.468551433629332
1360.4921688174696430.9843376349392860.507831182530357
1370.4186925637844270.8373851275688550.581307436215573
1380.4281675271882330.8563350543764670.571832472811767
1390.3565833426365370.7131666852730730.643416657363463
1400.3203594376791160.6407188753582330.679640562320884
1410.2859131825862710.5718263651725420.714086817413729
1420.3365044110543720.6730088221087450.663495588945628
1430.4780941135756880.9561882271513760.521905886424312
1440.400992750579690.8019855011593810.59900724942031
1450.3198841429387340.6397682858774680.680115857061266
1460.30794447329060.61588894658120.6920555267094
1470.254742419681060.509484839362120.74525758031894
1480.1590915611281080.3181831222562150.840908438871892
1490.3041069572470940.6082139144941880.695893042752906


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level00OK
10% type I error level60.0428571428571429OK