Multiple Linear Regression - Estimated Regression Equation
PersonalStandards[t] = + 21.0638481525468 -1.332265146131month[t] + 0.331360289672297ConcernoverMistakes[t] -0.355719150002528Doubtsaboutactions[t] + 0.197976188475ParentalExpectations[t] + 0.00683989436930237ParentalCriticism[t] + 0.387508988376619`Organization `[t] -0.00225008961774507t + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)21.063848152546815.1650431.3890.1668860.083443
month-1.3322651461311.523395-0.87450.3832150.191607
ConcernoverMistakes0.3313602896722970.0557695.941600
Doubtsaboutactions-0.3557191500025280.107595-3.30610.0011820.000591
ParentalExpectations0.1979761884750.1020081.94080.0541470.027074
ParentalCriticism0.006839894369302370.1300450.05260.9581230.479062
`Organization `0.3875089883766190.0741045.22931e-060
t-0.002250089617745070.006424-0.35030.7266330.363316


Multiple Linear Regression - Regression Statistics
Multiple R0.609951812691802
R-squared0.372041213806015
Adjusted R-squared0.342930541598346
F-TEST (value)12.780234381122
F-TEST (DF numerator)7
F-TEST (DF denominator)151
p-value7.8070883091641e-13
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.41825913153243
Sum Squared Residuals1764.35881903603


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
12424.3788411032986-0.378841103298631
22523.79331745685371.20668254314634
33025.67356066137344.32643933862657
41921.7075046653346-2.70750466533457
52221.98088749353980.0191125064602387
62224.4658886196-2.46588861959995
72522.6882827174512.31171728254899
82319.50271562622023.4972843737798
91718.9427159653088-1.94271596530881
102121.7482044896363-0.74820448963627
111922.8673445099921-3.86734450999214
121923.5975542560347-4.59755425603468
131523.2588137498525-8.25881374985245
141617.2526667160132-1.25266671601317
152319.52259401449243.4774059855076
162724.1058962125582.89410378744204
172221.05356341396180.946436586038195
181416.7079113118806-2.70791131188055
192224.1935877676244-2.19358776762442
202324.1793095883575-1.1793095883575
212321.68187125883611.31812874116394
222124.6554281666088-3.65542816660885
231922.4448123844842-3.44481238448417
241823.9264831925835-5.92648319258347
252023.1505882072638-3.15058820726385
262322.47012339339960.529876606600377
272523.41707562936061.58292437063937
281923.3707531355731-4.37075313557309
292423.9062829126760.0937170873239792
302221.63278312616390.367216873836116
312525.1274850906094-0.1274850906094
322623.23492008873372.76507991126628
332922.94233327047896.05766672952113
343225.21426591772136.78573408227865
352521.65893913832983.34106086167017
362924.4702750947544.52972490524598
372825.02794509131472.97205490868526
381717.2069821292941-0.206982129294117
392826.15919053489521.84080946510476
402923.00287080325155.99712919674848
412627.5355633049122-1.53556330491215
422523.48107937069531.51892062930467
431419.6637513362319-5.66375133623186
442522.18837054257122.81162945742885
452621.65714472422574.34285527577433
462020.2596490514696-0.259649051469627
471821.4228614759953-3.4228614759953
483224.71105463226527.2889453677348
492525.0263393497554-0.0263393497553644
502521.82107399334623.17892600665381
512320.86775949306222.13224050693778
522122.117854032886-1.11785403288601
532023.9726413261168-3.97264132611681
541516.5457006606119-1.54570066061186
553026.68818285138343.31181714861657
562425.2744043336664-1.27440433366639
572624.23885255861381.7611474413862
582421.73596696696792.26403303303207
592221.35817540118730.641824598812662
601415.7380015387017-1.73800153870174
612422.16059181939991.83940818060007
622422.91801125545931.08198874454068
632423.29645432284270.703545677157296
642419.88291149793234.11708850206774
651918.47599654051490.524003459485101
663126.73048334635464.26951665364541
672226.5495294158872-4.54952941588722
682721.44866211201955.55133788798047
691917.65236012501161.34763987498842
702522.21816749900782.78183250099224
712024.9625665057518-4.96256650575181
722121.4159350820325-0.415935082032486
732727.4227120635285-0.422712063528468
742324.399868173257-1.39986817325701
752525.6847420541193-0.684742054119265
762022.2024072152892-2.20240721528923
772119.19800998218131.80199001781872
782222.3890673931533-0.38906739315325
792322.86289701780470.137102982195297
802524.06629454329020.933705456709781
812523.30499007466371.69500992533629
821723.6945505826395-6.69455058263948
831921.397982885467-2.39798288546698
842523.86987543710391.1301245628961
851922.2719093019712-3.27190930197122
862023.1090584144252-3.10905841442521
872622.45896674369643.54103325630361
882320.60779056407582.39220943592425
892724.33897230710742.66102769289259
901720.8386249075823-3.83862490758231
911723.2983394821097-6.29833948210969
921919.9942601881693-0.994260188169343
931719.6494842422993-2.64948424229929
942222.0232851008073-0.0232851008072989
952123.3306910343887-2.33069103438873
963228.5549779559483.44502204405199
972124.6245509755056-3.62455097550557
982124.2891262400522-3.28912624005225
991821.1740932510251-3.17409325102513
1001821.2400029865128-3.24000298651281
1012322.75376332900920.246236670990791
1021920.5465002291185-1.54650022911846
1032020.9652612427763-0.965261242776263
1042122.1891589001762-1.18915890017617
1052023.6300535236411-3.63005352364107
1061718.8311987042487-1.83119870424873
1071820.2285439329738-2.22854393297381
1081920.7040858341501-1.7040858341501
1092221.9824464857710.0175535142289692
1101518.7011860415034-3.7011860415034
1111418.7396316108277-4.7396316108277
1121826.471435033924-8.47143503392402
1132421.20695374939942.79304625060059
1143523.505122699618511.4948773003815
1152918.902119170756310.0978808292437
1162121.8443033733754-0.844303373375357
1172520.48490700602134.51509299397872
1182018.38139623239081.61860376760922
1192223.1087927659848-1.10879276598483
1201316.8342670146989-3.83426701469886
1212623.10386423904642.89613576095364
1221716.81655649956740.183443500432641
1232519.98387019687755.01612980312253
1242020.503457930182-0.503457930182018
1251917.96081147054241.03918852945758
1262122.5050016345108-1.5050016345108
1272220.88742363811361.11257636188644
1282422.47517128955521.52482871044484
1292122.7666882303897-1.76668823038966
1302625.32368843767530.676311562324675
1312420.44754175309153.55245824690852
1321620.112599318992-4.11259931899196
1332322.16075858934670.839241410653303
1341820.61754812361-2.61754812361002
1351622.1819493252509-6.18194932525091
1362623.97932354214912.02067645785094
1371918.94000407312250.0599959268775115
1382116.79940608645384.20059391354615
1392121.9532949908417-0.953294990841726
1402218.36902928166053.63097071833954
1412319.65314522813973.34685477186027
1422924.65710237075934.3428976292407
1432119.15532902255131.84467097744868
1442119.76021113157231.23978886842772
1452321.71518261617221.28481738382783
1462722.84961876798194.15038123201806
1472525.2709551798013-0.270955179801297
1482120.80971397257630.190286027423699
1491016.9811157828466-6.98111578284664
1502022.4381017712208-2.43810177122084
1512622.303099769223.69690023078004
1522423.50831867171680.491681328283223
1532931.5188532187234-2.51885321872343
1541918.94595077825720.0540492217428303
1552421.90535010773782.09464989226215
1561920.5742538575748-1.57425385757477
1572423.21862558125810.781374418741894
1582221.61449946949450.385500530505523
1591723.5852606802824-6.58526068028239


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
110.04722829156910380.09445658313820750.952771708430896
120.01423475691522690.02846951383045370.985765243084773
130.06428842912713660.1285768582542730.935711570872863
140.1235894120732940.2471788241465880.876410587926706
150.5752572659621580.8494854680756840.424742734037842
160.5190109299240040.9619781401519920.480989070075996
170.5652978009178060.8694043981643890.434702199082194
180.5237397530751640.9525204938496720.476260246924836
190.445228556854440.890457113708880.55477144314556
200.5534619081530660.8930761836938680.446538091846934
210.5678230267072470.8643539465855060.432176973292753
220.5002354966453140.9995290067093720.499764503354686
230.4407071025270510.8814142050541030.559292897472949
240.4538287454854840.9076574909709680.546171254514516
250.4004178210394180.8008356420788360.599582178960582
260.3481241895193250.696248379038650.651875810480675
270.3140563948690620.6281127897381240.685943605130938
280.2969530275009180.5939060550018350.703046972499083
290.2589750824994850.517950164998970.741024917500515
300.2079097080670840.4158194161341670.792090291932916
310.1776962699788220.3553925399576430.822303730021178
320.2182863609328530.4365727218657070.781713639067147
330.3035728642013540.6071457284027090.696427135798646
340.5199764599805480.9600470800389040.480023540019452
350.4703273849669170.9406547699338330.529672615033083
360.477197878354430.954395756708860.52280212164557
370.4390928171321680.8781856342643360.560907182867832
380.4688913116812890.9377826233625780.531108688318711
390.4160642342853650.832128468570730.583935765714635
400.4422206903109180.8844413806218360.557779309689082
410.4325939786516780.8651879573033560.567406021348322
420.3823175596910780.7646351193821560.617682440308922
430.5935699033805340.8128601932389330.406430096619466
440.555139652780360.8897206944392810.44486034721964
450.5417994624942510.9164010750114970.458200537505749
460.503485339228550.99302932154290.49651466077145
470.5275450363200120.9449099273599760.472454963679988
480.6040246424317870.7919507151364260.395975357568213
490.5738966906887210.8522066186225580.426103309311279
500.5445301986974390.9109396026051210.455469801302561
510.5067728358781860.9864543282436280.493227164121814
520.4822346953744590.9644693907489180.517765304625541
530.5420383593664410.9159232812671170.457961640633559
540.5196499448668810.9607001102662380.480350055133119
550.5415717180010030.9168565639979940.458428281998997
560.5172282634915090.9655434730169820.482771736508491
570.4730438873092590.9460877746185180.526956112690741
580.4370269246820280.8740538493640560.562973075317972
590.3911213756227720.7822427512455450.608878624377228
600.3588281344382490.7176562688764990.641171865561751
610.3214090744543710.6428181489087420.678590925545629
620.287047696003950.57409539200790.71295230399605
630.2511225547303470.5022451094606940.748877445269653
640.2666858087665330.5333716175330660.733314191233467
650.2309913417720860.4619826835441720.769008658227914
660.2393880594829660.4787761189659320.760611940517034
670.325787745537040.6515754910740810.67421225446296
680.3835115225924250.7670230451848490.616488477407575
690.3460888537582040.6921777075164080.653911146241796
700.3280864792706640.6561729585413290.671913520729336
710.4219110962239030.8438221924478060.578088903776097
720.3805870270403220.7611740540806430.619412972959678
730.3468214166331670.6936428332663340.653178583366833
740.3197232658866620.6394465317733240.680276734113338
750.2955486889979140.5910973779958290.704451311002086
760.2742375205903490.5484750411806980.725762479409651
770.2554859001749830.5109718003499660.744514099825017
780.2220829921412310.4441659842824620.777917007858769
790.1914497904946980.3828995809893960.808550209505302
800.1691749821725430.3383499643450870.830825017827457
810.151373914628040.3027478292560790.84862608537196
820.2370008817382360.4740017634764720.762999118261764
830.2165460647169560.4330921294339110.783453935283044
840.1905245078201370.3810490156402750.809475492179862
850.1882707148200230.3765414296400470.811729285179977
860.1805176779551490.3610353559102980.819482322044851
870.1969384581087520.3938769162175030.803061541891248
880.1920268820690320.3840537641380640.807973117930968
890.1869700163354740.3739400326709480.813029983664526
900.1844095204967170.3688190409934340.815590479503283
910.2439201077217890.4878402154435780.756079892278211
920.2084096284178740.4168192568357470.791590371582126
930.186249858358830.372499716717660.81375014164117
940.1590043181548980.3180086363097970.840995681845102
950.1393464503664770.2786929007329540.860653549633523
960.1541916192471470.3083832384942940.845808380752853
970.1456983301142270.2913966602284550.854301669885773
980.1327881914340420.2655763828680850.867211808565958
990.1199699406733070.2399398813466130.880030059326693
1000.1097075361899590.2194150723799180.890292463810041
1010.08985471714296060.1797094342859210.910145282857039
1020.07245056457998350.1449011291599670.927549435420017
1030.05714926471001750.1142985294200350.942850735289983
1040.04502665378141750.09005330756283510.954973346218582
1050.04595455373318260.09190910746636510.954045446266817
1060.03685709577249710.07371419154499410.963142904227503
1070.03236092348534670.06472184697069340.967639076514653
1080.02962589002216280.05925178004432560.970374109977837
1090.02333455766980110.04666911533960220.976665442330199
1100.02422052390895330.04844104781790670.975779476091047
1110.03404209635046580.06808419270093170.965957903649534
1120.2349767701501450.469953540300290.765023229849855
1130.2474928219535890.4949856439071780.752507178046411
1140.6059989473663670.7880021052672660.394001052633633
1150.8651558243698180.2696883512603640.134844175630182
1160.8336914448481460.3326171103037080.166308555151854
1170.8631133490050830.2737733019898350.136886650994917
1180.8344859960190110.3310280079619770.165514003980989
1190.8128580040534680.3742839918930630.187141995946532
1200.8690668927486690.2618662145026620.130933107251331
1210.8416952732787810.3166094534424390.158304726721219
1220.8069660577661390.3860678844677220.193033942233861
1230.8151220725298970.3697558549402070.184877927470103
1240.7714562090075410.4570875819849170.228543790992459
1250.7367995567907320.5264008864185370.263200443209268
1260.6976967462481020.6046065075037950.302303253751898
1270.6488824923881050.702235015223790.351117507611895
1280.596281405803020.807437188393960.40371859419698
1290.5409657309752050.9180685380495910.459034269024796
1300.4897388388030710.9794776776061430.510261161196929
1310.4612472291117720.9224944582235440.538752770888228
1320.4846459758603470.9692919517206940.515354024139653
1330.4196619159123530.8393238318247050.580338084087647
1340.3903036743217820.7806073486435640.609696325678218
1350.6910763844065840.6178472311868310.308923615593416
1360.6219947205760280.7560105588479430.378005279423972
1370.6079209324675140.7841581350649720.392079067532486
1380.552063011598180.8958739768036410.44793698840182
1390.5756137373693290.8487725252613410.424386262630671
1400.498889616226110.9977792324522210.50111038377389
1410.4366529084895710.8733058169791420.563347091510429
1420.393752184975430.787504369950860.60624781502457
1430.4121081428384770.8242162856769540.587891857161523
1440.3524302428042630.7048604856085250.647569757195737
1450.2529538611569670.5059077223139350.747046138843033
1460.2160731281626150.4321462563252290.783926871837386
1470.1748569856346320.3497139712692640.825143014365368
1480.09686044374374830.1937208874874970.903139556256252


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level30.0217391304347826OK
10% type I error level100.072463768115942OK