Multiple Linear Regression - Estimated Regression Equation
PersonalStandards[t] = + 21.0638481525474 -1.33226514613105month[t] + 0.331360289672297ConcernoverMistakes[t] -0.355719150002528Doubtsaboutactions[t] + 0.197976188475ParentalExpectations[t] + 0.00683989436930336ParentalCriticism[t] + 0.387508988376619`Organization `[t] -0.00225008961774506t + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)21.063848152547415.1650431.3890.1668860.083443
month-1.332265146131051.523395-0.87450.3832150.191607
ConcernoverMistakes0.3313602896722970.0557695.941600
Doubtsaboutactions-0.3557191500025280.107595-3.30610.0011820.000591
ParentalExpectations0.1979761884750.1020081.94080.0541470.027074
ParentalCriticism0.006839894369303360.1300450.05260.9581230.479062
`Organization `0.3875089883766190.0741045.22931e-060
t-0.002250089617745060.006424-0.35030.7266330.363316


Multiple Linear Regression - Regression Statistics
Multiple R0.609951812691802
R-squared0.372041213806015
Adjusted R-squared0.342930541598346
F-TEST (value)12.7802343811220
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
12424.3788411032984-0.378841103298412
22523.79331745685371.20668254314629
33025.67356066137354.32643933862652
41921.7075046653346-2.70750466533463
52221.98088749353980.0191125064601897
62224.4658886196-2.4658886196
72522.6882827174512.31171728254899
82319.50271562622023.4972843737798
91718.9427159653088-1.94271596530881
102121.7482044896363-0.748204489636267
111922.8673445099921-3.86734450999215
121923.5975542560347-4.59755425603468
131523.2588137498524-8.25881374985245
141617.2526667160132-1.25266671601317
152319.52259401449243.47740598550761
162724.10589621255802.89410378744205
172221.05356341396180.946436586038194
181416.7079113118806-2.70791131188055
192224.1935877676244-2.19358776762441
202324.1793095883575-1.17930958835751
212321.68187125883611.31812874116394
222124.6554281666088-3.65542816660885
231922.4448123844842-3.44481238448417
241823.9264831925835-5.92648319258348
252023.1505882072638-3.15058820726385
262322.47012339339960.529876606600380
272523.41707562936061.58292437063938
281923.3707531355731-4.37075313557309
292423.9062829126760.0937170873239819
302221.63278312616390.367216873836121
312525.1274850906094-0.127485090609402
322623.23492008873372.76507991126628
332922.94233327047896.05766672952114
343225.21426591772136.78573408227866
352521.65893913832983.34106086167018
362924.4702750947544.52972490524597
372825.02794509131472.97205490868526
381717.2069821292941-0.206982129294115
392826.15919053489521.84080946510476
402923.00287080325155.99712919674848
412627.5355633049122-1.53556330491216
422523.48107937069531.51892062930467
431419.6637513362319-5.66375133623185
442522.18837054257112.81162945742886
452621.65714472422574.34285527577433
462020.2596490514696-0.259649051469628
471821.4228614759953-3.4228614759953
483224.71105463226527.2889453677348
492525.0263393497554-0.0263393497553649
502521.82107399334623.17892600665381
512320.86775949306222.13224050693777
522122.117854032886-1.11785403288601
532023.9726413261168-3.97264132611681
541516.5457006606119-1.54570066061186
553026.68818285138343.31181714861657
562425.2744043336664-1.27440433366639
572624.23885255861381.76114744138620
582421.73596696696792.26403303303208
592221.35817540118730.641824598812666
601415.7380015387017-1.73800153870174
612422.16059181939991.83940818060007
622422.91801125545931.08198874454068
632423.29645432284270.703545677157297
642419.88291149793234.11708850206774
651918.47599654051490.524003459485107
663126.73048334635464.26951665364540
672226.5495294158872-4.54952941588722
682721.44866211201955.55133788798047
691917.65236012501161.34763987498842
702522.21816749900782.78183250099224
712024.9625665057518-4.96256650575181
722121.4159350820325-0.415935082032485
732727.4227120635285-0.422712063528469
742324.399868173257-1.39986817325701
752525.6847420541193-0.684742054119261
762022.2024072152892-2.20240721528923
772119.19800998218131.80199001781872
782222.3890673931533-0.389067393153251
792322.86289701780470.137102982195293
802524.06629454329020.933705456709783
812523.30499007466371.69500992533628
821723.6945505826395-6.69455058263948
831921.397982885467-2.39798288546698
842523.86987543710391.13012456289610
851922.2719093019712-3.27190930197122
862023.1090584144252-3.10905841442521
872622.45896674369643.54103325630361
882320.60779056407582.39220943592424
892724.33897230710742.66102769289259
901720.8386249075823-3.83862490758231
911723.2983394821097-6.29833948210969
921919.9942601881693-0.994260188169338
931719.6494842422993-2.64948424229929
942222.0232851008073-0.0232851008072933
952123.3306910343887-2.33069103438874
963228.5549779559483.44502204405199
972124.6245509755056-3.62455097550557
982124.2891262400522-3.28912624005225
991821.1740932510251-3.17409325102513
1001821.2400029865128-3.24000298651281
1012322.75376332900920.246236670990792
1021920.5465002291185-1.54650022911846
1032020.9652612427763-0.965261242776257
1042122.1891589001762-1.18915890017616
1052023.6300535236411-3.63005352364107
1061718.8311987042487-1.83119870424873
1071820.2285439329738-2.22854393297381
1081920.7040858341501-1.70408583415010
1092221.98244648577100.0175535142289650
1101518.7011860415034-3.7011860415034
1111418.7396316108277-4.7396316108277
1121826.471435033924-8.47143503392401
1132421.20695374939942.79304625060058
1143523.505122699618511.4948773003815
1152918.902119170756310.0978808292437
1162121.8443033733754-0.84430337337535
1172520.48490700602134.51509299397873
1182018.38139623239081.61860376760922
1192223.1087927659848-1.10879276598484
1201316.8342670146989-3.83426701469886
1212623.10386423904642.89613576095364
1221716.81655649956740.183443500432643
1232519.98387019687755.01612980312253
1242020.503457930182-0.503457930182017
1251917.96081147054241.03918852945757
1262122.5050016345108-1.50500163451080
1272220.88742363811361.11257636188644
1282422.47517128955521.52482871044484
1292122.7666882303897-1.76668823038966
1302625.32368843767530.676311562324669
1312420.44754175309153.55245824690852
1321620.1125993189920-4.11259931899195
1332322.16075858934670.839241410653308
1341820.61754812361-2.61754812361002
1351622.1819493252509-6.18194932525092
1362623.97932354214912.02067645785094
1371918.94000407312250.0599959268775127
1382116.79940608645384.20059391354616
1392121.9532949908417-0.953294990841725
1402218.36902928166053.63097071833953
1412319.65314522813973.34685477186026
1422924.65710237075934.3428976292407
1432119.15532902255131.84467097744868
1442119.76021113157231.23978886842772
1452321.71518261617221.28481738382783
1462722.84961876798194.15038123201806
1472525.2709551798013-0.270955179801295
1482120.80971397257630.190286027423701
1491016.9811157828466-6.98111578284664
1502022.4381017712208-2.43810177122084
1512622.30309976922003.69690023078004
1522423.50831867171680.49168132828322
1532931.5188532187234-2.51885321872343
1541918.94595077825720.0540492217428360
1552421.90535010773782.09464989226215
1561920.5742538575748-1.57425385757476
1572423.21862558125810.781374418741888
1582221.61449946949450.38550053050552
1591723.5852606802824-6.58526068028241


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
110.04722829156910360.09445658313820720.952771708430896
120.01423475691522680.02846951383045370.985765243084773
130.06428842912713740.1285768582542750.935711570872863
140.1235894120732940.2471788241465880.876410587926706
150.5752572659621580.8494854680756840.424742734037842
160.5190109299240040.9619781401519930.480989070075996
170.5652978009178070.8694043981643870.434702199082193
180.5237397530751650.952520493849670.476260246924835
190.4452285568544380.8904571137088760.554771443145562
200.5534619081530670.8930761836938650.446538091846933
210.5678230267072470.8643539465855060.432176973292753
220.5002354966453130.9995290067093730.499764503354687
230.4407071025270540.8814142050541070.559292897472946
240.4538287454854840.9076574909709680.546171254514516
250.4004178210394170.8008356420788350.599582178960583
260.3481241895193250.696248379038650.651875810480675
270.3140563948690640.6281127897381280.685943605130936
280.2969530275009170.5939060550018350.703046972499083
290.2589750824994860.5179501649989710.741024917500514
300.2079097080670840.4158194161341670.792090291932916
310.1776962699788220.3553925399576440.822303730021178
320.2182863609328520.4365727218657050.781713639067148
330.3035728642013540.6071457284027090.696427135798646
340.5199764599805460.9600470800389070.480023540019454
350.4703273849669140.9406547699338280.529672615033086
360.4771978783544280.9543957567088570.522802121645572
370.4390928171321650.878185634264330.560907182867835
380.468891311681290.937782623362580.53110868831871
390.4160642342853620.8321284685707250.583935765714638
400.4422206903109190.8844413806218380.557779309689081
410.4325939786516780.8651879573033570.567406021348322
420.3823175596910760.7646351193821510.617682440308924
430.5935699033805350.8128601932389310.406430096619465
440.5551396527803620.8897206944392760.444860347219638
450.5417994624942520.9164010750114960.458200537505748
460.5034853392285490.9930293215429020.496514660771451
470.5275450363200130.9449099273599740.472454963679987
480.604024642431790.791950715136420.39597535756821
490.5738966906887220.8522066186225560.426103309311278
500.5445301986974380.9109396026051240.455469801302562
510.5067728358781870.9864543282436250.493227164121813
520.4822346953744610.9644693907489230.517765304625539
530.5420383593664410.9159232812671190.457961640633559
540.519649944866880.960700110266240.48035005513312
550.5415717180010040.9168565639979910.458428281998996
560.517228263491510.965543473016980.48277173650849
570.4730438873092570.9460877746185150.526956112690742
580.4370269246820280.8740538493640550.562973075317972
590.3911213756227730.7822427512455470.608878624377227
600.3588281344382470.7176562688764940.641171865561753
610.321409074454370.642818148908740.67859092554563
620.2870476960039480.5740953920078960.712952303996052
630.2511225547303470.5022451094606950.748877445269653
640.2666858087665330.5333716175330670.733314191233467
650.2309913417720840.4619826835441690.769008658227916
660.2393880594829660.4787761189659330.760611940517034
670.3257877455370410.6515754910740820.674212254462959
680.3835115225924260.7670230451848520.616488477407574
690.3460888537582030.6921777075164060.653911146241797
700.3280864792706630.6561729585413260.671913520729337
710.4219110962239030.8438221924478050.578088903776097
720.3805870270403220.7611740540806450.619412972959678
730.3468214166331660.6936428332663330.653178583366834
740.319723265886660.639446531773320.68027673411334
750.2955486889979150.591097377995830.704451311002085
760.2742375205903480.5484750411806960.725762479409652
770.2554859001749830.5109718003499660.744514099825017
780.2220829921412310.4441659842824620.777917007858769
790.1914497904946970.3828995809893940.808550209505303
800.1691749821725430.3383499643450850.830825017827457
810.1513739146280400.3027478292560810.84862608537196
820.2370008817382350.474001763476470.762999118261765
830.2165460647169560.4330921294339110.783453935283044
840.1905245078201380.3810490156402760.809475492179862
850.1882707148200230.3765414296400450.811729285179977
860.1805176779551460.3610353559102930.819482322044854
870.1969384581087520.3938769162175050.803061541891248
880.1920268820690320.3840537641380640.807973117930968
890.1869700163354730.3739400326709470.813029983664527
900.1844095204967190.3688190409934370.815590479503281
910.2439201077217890.4878402154435780.756079892278211
920.2084096284178740.4168192568357470.791590371582126
930.1862498583588290.3724997167176580.813750141641171
940.1590043181548980.3180086363097970.840995681845102
950.1393464503664770.2786929007329530.860653549633523
960.1541916192471500.3083832384942990.84580838075285
970.1456983301142280.2913966602284560.854301669885772
980.1327881914340420.2655763828680840.867211808565958
990.1199699406733060.2399398813466120.880030059326694
1000.1097075361899590.2194150723799190.89029246381004
1010.08985471714296090.1797094342859220.91014528285704
1020.07245056457998330.1449011291599670.927549435420017
1030.05714926471001740.1142985294200350.942850735289983
1040.04502665378141750.0900533075628350.954973346218583
1050.04595455373318270.09190910746636540.954045446266817
1060.03685709577249710.07371419154499420.963142904227503
1070.03236092348534660.06472184697069320.967639076514653
1080.02962589002216290.05925178004432580.970374109977837
1090.02333455766980110.04666911533960220.976665442330199
1100.02422052390895340.04844104781790680.975779476091047
1110.03404209635046680.06808419270093370.965957903649533
1120.2349767701501450.4699535403002910.765023229849855
1130.2474928219535890.4949856439071780.752507178046411
1140.605998947366370.788002105267260.39400105263363
1150.8651558243698190.2696883512603630.134844175630181
1160.8336914448481460.3326171103037080.166308555151854
1170.8631133490050830.2737733019898340.136886650994917
1180.8344859960190120.3310280079619760.165514003980988
1190.8128580040534670.3742839918930650.187141995946533
1200.8690668927486690.2618662145026620.130933107251331
1210.841695273278780.3166094534424390.158304726721219
1220.8069660577661380.3860678844677230.193033942233862
1230.8151220725298960.3697558549402070.184877927470104
1240.7714562090075410.4570875819849170.228543790992459
1250.7367995567907310.5264008864185370.263200443209269
1260.6976967462481030.6046065075037930.302303253751897
1270.6488824923881050.702235015223790.351117507611895
1280.5962814058030190.8074371883939620.403718594196981
1290.5409657309752050.918068538049590.459034269024795
1300.4897388388030710.9794776776061420.510261161196929
1310.4612472291117730.9224944582235460.538752770888227
1320.4846459758603470.9692919517206940.515354024139653
1330.4196619159123520.8393238318247040.580338084087648
1340.3903036743217810.7806073486435620.609696325678219
1350.6910763844065840.6178472311868320.308923615593416
1360.6219947205760270.7560105588479460.378005279423973
1370.6079209324675130.7841581350649740.392079067532487
1380.552063011598180.8958739768036410.447936988401820
1390.5756137373693280.8487725252613450.424386262630673
1400.4988896162261120.9977792324522250.501110383773888
1410.436652908489570.873305816979140.56334709151043
1420.3937521849754310.7875043699508610.606247815024569
1430.4121081428384770.8242162856769540.587891857161523
1440.3524302428042630.7048604856085260.647569757195737
1450.2529538611569670.5059077223139340.747046138843033
1460.2160731281626150.4321462563252300.783926871837385
1470.1748569856346320.3497139712692630.825143014365368
1480.09686044374374780.1937208874874960.903139556256252


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