Multiple Linear Regression - Estimated Regression Equation
PersonalStandards[t] = + 8.36783562150566 -0.118995175185963DoubtsAboutActions[t] + 0.330380406024557ParentalExpectations[t] + 0.104695476872945ParentalCriticism[t] + 0.446177005333338`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)8.367835621505662.4774773.37760.0009260.000463
DoubtsAboutActions-0.1189951751859630.109196-1.08970.277530.138765
ParentalExpectations0.3303804060245570.1084353.04680.0027220.001361
ParentalCriticism0.1046954768729450.141260.74120.4597270.229864
`Organization `0.4461770053333380.0788355.659600


Multiple Linear Regression - Regression Statistics
Multiple R0.471880297692617
R-squared0.222671015350473
Adjusted R-squared0.202480652112823
F-TEST (value)11.0285789675763
F-TEST (DF numerator)4
F-TEST (DF denominator)154
p-value6.84458814070865e-08
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.76591016754695
Sum Squared Residuals2184.04022606516


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
12423.19303549631440.806964503685572
22520.47118647428234.52881352571771
33025.26232042112444.73767957887564
41921.34333251717-2.34333251717
52220.80006148550261.19993851449745
62224.8144502347181-2.81445023471812
72522.38527537674142.61472462325863
82321.21444051833271.78555948166732
91720.9772401462690-3.97724014626897
102123.2411274442234-2.24112744422336
111923.4108178789074-4.41081787890738
121921.3041208803965-2.30412088039654
131521.9129075723510-6.91290757235096
141617.7739164745033-1.77391647450329
152321.34653109304721.65346890695282
162725.75929906795541.24070093204461
172220.13610209757631.86389790242374
181417.2417465652717-3.24174656527169
192224.4734575885461-2.47345758854614
202322.39356042358880.606439576411209
212320.52906886384292.47093113615707
222122.4859504792414-1.48595047924142
231922.6529630405242-3.65296304052416
241821.1053421667981-3.10534216679807
252024.0235931250472-4.02359312504721
262324.0220877302429-1.02208773024292
272523.58900612443811.41099387556188
281923.2423317430078-4.24233174300784
292423.78729595574820.212704044251827
302222.4820683070557-0.482068307055666
312523.71861353977151.28138646022850
322624.79413588493951.2058641150605
332921.56039948326697.43960051673311
343223.26773256375678.7322674362433
352523.22532235110611.77467764889395
362921.66611147265577.33388852734429
372820.47637932725227.52362067274783
381720.7678491925231-3.76784919252308
392823.95898066752494.0410193324751
402921.89939785234627.10060214765384
412627.0810154060738-1.08101540607378
422523.12653514369911.87346485630094
431420.5561628656647-6.55616286566468
442523.36851404825641.63148595174361
452621.58132286754194.41867713245808
462022.5660669338612-2.56606693386123
471823.0824317499755-5.08243174997553
483221.011747812361010.9882521876390
492522.24208367959102.75791632040896
502522.42095552143032.57904447856965
512319.24284488414493.75715511585508
522122.8072558601103-1.80725586011034
532024.4729687062577-4.47296870625773
541517.1937609993624-2.1937609993624
553026.36245360873303.63754639126702
562424.5621601860332-0.562160186033174
572624.02679170092441.97320829907561
582422.48526688293281.51473311706715
592222.7592702942010-0.759270294201049
601418.8542491723524-4.85424917235241
612423.35812834231660.641871657683379
622422.80925013720301.19074986279696
632424.7910436910620-0.791043691061968
642421.11444901214122.88555098785880
651921.5976168429476-2.59761684294764
663123.94109989304597.05890010695407
672222.5958706292717-0.595870629271744
682721.79910525013495.20089474986512
691921.9073003989048-2.90730039890482
702522.68506210904722.31493789095281
712021.9292015477567-1.92920154775668
722121.2652421598304-0.265242159830383
732724.79544656572362.20455343427637
742323.9434766704274-0.943476670427398
752524.03518312977150.964816870228544
762021.3497296689244-1.34972966892436
772122.7794464417925-1.77944644179253
782223.2157266234745-1.21572662347451
792324.02039454917-1.02039454917002
802521.79790095135043.2020990486496
812524.0905823599510.909417640049017
821723.7262149903103-6.72621499031035
831921.8882967299103-2.88829672991033
842524.45716361314040.54283638685958
851921.9152029454635-2.91520294546347
862023.7860916569637-3.78609165696369
872622.0437938482813.95620615171902
882323.4520237927735-0.45202379277354
892723.50761080922173.49238919077833
901721.2450341920514-4.24503419205142
911722.8730407962296-5.87304079622963
921921.7523239830101-2.75232398301007
931720.8178608557126-3.81786085571257
942221.68530292791880.314697072081198
952124.0247974238317-3.02479742383169
963226.97282025730385.02717974269615
972123.185922928064-2.18592292806399
982123.3938084870056-2.39380848700559
991821.3640293672374-3.36402936723738
1001820.7877560642822-2.78775606428224
1012322.55026184074390.449738159256078
1021921.4973242407364-2.49732424073636
1032021.7598936133614-1.75989361336142
1042123.2344291964492-2.23442919644919
1052024.3221755585685-4.32217555856854
1061717.5522200995371-0.552220099537088
1071819.0375557090409-1.03755570904088
1081919.3314341718807-0.331434171880745
1092222.178976616873-0.178976616873015
1101520.6643580144346-5.66435801443462
1111420.5906705317567-6.59067053175667
1121824.6665545668863-6.66655456688631
1132420.46448822650813.53551177349188
1143522.218376039915112.7816239600849
1152921.71062918685557.2893708131445
1162122.9425450107020-1.94254501070202
1172520.35437336245764.64562663754237
1182019.13784831125220.86215168874784
1192223.3081166791271-1.30811667912714
1201315.9210149194817-2.92101491948168
1212619.60622756145726.39377243854283
1221718.8951539901988-1.89515399019876
1232520.95624220018184.04375779981822
1242021.1807546507364-1.18075465073641
1251920.5182688374269-1.51826883742691
1262123.7749905345279-2.77499053452786
1272221.84670831575540.153291684244595
1282423.13123911438050.86876088561947
1292124.3460709845131-3.34607098451311
1302622.32807658348933.67192341651070
1312420.53667031438183.46332968561822
1321621.4687248441103-5.46872484411032
1332323.0551430341336-0.05514303413362
1341821.0701509043975-3.07015090439751
1351622.2420836795910-6.24208367959104
1362624.29135535064221.70864464935784
1371920.3371761842872-1.33717618428724
1382117.97739915878323.02260084121677
1392123.0309465121692-2.03094651216925
1402218.83915949573123.16084050426883
1412316.86406418964646.13593581035358
1422922.75844849570536.24155150429467
1432121.1867125042838-0.186712504283820
1442120.12729634825290.872703651747063
1452323.4049096094414-0.40490960944143
1462721.43451827403815.56548172596185
1472522.33296834043942.66703165956062
1482120.58747195587950.412528044120516
1491018.0040042783166-8.00400427831657
1502022.0116947797580-2.01169477975795
1512621.9272072706644.07279272933602
1522423.29581125790680.704188742093177
1532927.66887871375321.33112128624683
1541917.90450165441351.09549834558649
1552423.95107812096620.048921879033757
1561921.589714296389-2.58971429638899
1572421.88189957815602.11810042184404
1582222.6394533205194-0.639453320519371
1591723.3398082696307-6.3398082696307


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
80.5774583686076180.8450832627847640.422541631392382
90.4113982853181620.8227965706363240.588601714681838
100.3041584107038530.6083168214077070.695841589296147
110.2489941803935470.4979883607870930.751005819606454
120.1591833135468830.3183666270937660.840816686453117
130.6581643102418840.6836713795162320.341835689758116
140.5662091564464780.8675816871070430.433790843553522
150.4964106844482570.9928213688965150.503589315551743
160.4147904146320670.8295808292641330.585209585367934
170.3349791281647120.6699582563294240.665020871835288
180.3115154596306050.6230309192612090.688484540369395
190.2519324719906050.503864943981210.748067528009395
200.2617790237655040.5235580475310080.738220976234496
210.2627925434717930.5255850869435850.737207456528207
220.2075787899413510.4151575798827020.792421210058649
230.1802417138450240.3604834276900490.819758286154976
240.1631112956205530.3262225912411060.836888704379447
250.1705747350513060.3411494701026120.829425264948694
260.1295291707418510.2590583414837030.870470829258149
270.102450350498940.204900700997880.89754964950106
280.1033791990197930.2067583980395850.896620800980207
290.0787279152650830.1574558305301660.921272084734917
300.05716917866190780.1143383573238160.942830821338092
310.04224019621009920.08448039242019840.9577598037899
320.04267218902563780.08534437805127560.957327810974362
330.1015307116189160.2030614232378320.898469288381084
340.2981448158949040.5962896317898090.701855184105096
350.2569801890624730.5139603781249450.743019810937527
360.3686950419988320.7373900839976630.631304958001168
370.488526482080690.977052964161380.51147351791931
380.5534740817715170.8930518364569660.446525918228483
390.5818544734037040.8362910531925910.418145526596296
400.679083785593230.641832428813540.32091621440677
410.6355896080687240.7288207838625520.364410391931276
420.5952778062317840.8094443875364310.404722193768216
430.6964648621991420.6070702756017150.303535137800858
440.6545822983926320.6908354032147370.345417701607368
450.6618502024378880.6762995951242240.338149797562112
460.644137006044610.711725987910780.35586299395539
470.6759831254972290.6480337490055410.324016874502771
480.8846757126159630.2306485747680730.115324287384037
490.8696803874299590.2606392251400820.130319612570041
500.8522237456070890.2955525087858210.147776254392911
510.8384430535060260.3231138929879490.161556946493974
520.8166795642274030.3666408715451940.183320435772597
530.8364536539732350.327092692053530.163546346026765
540.8262684103920880.3474631792158240.173731589607912
550.867380914187940.2652381716241210.132619085812060
560.8421032284560810.3157935430878370.157896771543919
570.8181256070655350.3637487858689290.181874392934464
580.7893474709690260.4213050580619490.210652529030974
590.7579805308335970.4840389383328050.242019469166403
600.7827724061413150.434455187717370.217227593858685
610.7468988800895430.5062022398209140.253101119910457
620.7115988354983740.5768023290032510.288401164501626
630.6761547315504860.6476905368990280.323845268449514
640.6561731809920210.6876536380159570.343826819007979
650.6379607488039580.7240785023920830.362039251196042
660.7314798798710370.5370402402579250.268520120128963
670.6929429193144520.6141141613710960.307057080685548
680.7303400481955130.5393199036089740.269659951804487
690.7193849414647060.5612301170705890.280615058535294
700.6948875021686040.6102249956627910.305112497831396
710.6644819585921220.6710360828157570.335518041407878
720.6219729075269480.7560541849461050.378027092473052
730.5945942580120020.8108114839759950.405405741987998
740.5515198197912280.8969603604175440.448480180208772
750.5128430298017740.974313940396450.487156970198226
760.4717891987368180.9435783974736360.528210801263182
770.4394652507473760.8789305014947530.560534749252624
780.3986887581761640.7973775163523270.601311241823836
790.3606976257749340.7213952515498680.639302374225066
800.3523806262674480.7047612525348960.647619373732552
810.3141280465086300.6282560930172590.68587195349137
820.4022441186657820.8044882373315640.597755881334218
830.3820379820139470.7640759640278940.617962017986053
840.3402282178740800.6804564357481610.65977178212592
850.3245206771937690.6490413543875370.675479322806231
860.321712200040270.643424400080540.67828779995973
870.3326596487977040.6653192975954080.667340351202296
880.2928272331374780.5856544662749560.707172766862522
890.2888557807577660.5777115615155310.711144219242234
900.2945976712222060.5891953424444130.705402328777794
910.3450428477091590.6900856954183190.654957152290841
920.3214123996487210.6428247992974410.67858760035128
930.3169264363990770.6338528727981540.683073563600923
940.2771984104900160.5543968209800310.722801589509984
950.2610150387939450.5220300775878910.738984961206055
960.2983464904760310.5966929809520620.701653509523969
970.2692373555498530.5384747110997060.730762644450147
980.2438506715098860.4877013430197720.756149328490114
990.2319892870370040.4639785740740090.768010712962996
1000.2132668913127240.4265337826254480.786733108687276
1010.1807054061376980.3614108122753970.819294593862302
1020.1607625414600460.3215250829200920.839237458539954
1030.1373750744439360.2747501488878720.862624925556064
1040.1196554977595470.2393109955190950.880344502240453
1050.1264351162612690.2528702325225380.873564883738731
1060.1030654109006940.2061308218013880.896934589099306
1070.08467617162386370.1693523432477270.915323828376136
1080.06836157758190380.1367231551638080.931638422418096
1090.05367179966571760.1073435993314350.946328200334282
1100.06981061260060680.1396212252012140.930189387399393
1110.1093200217317620.2186400434635240.890679978268238
1120.1728751432447490.3457502864894980.827124856755251
1130.1608636637001230.3217273274002450.839136336299877
1140.6181455848733640.7637088302532720.381854415126636
1150.7518475017454190.4963049965091630.248152498254581
1160.7164229438645420.5671541122709170.283577056135458
1170.7647540457260610.4704919085478790.235245954273939
1180.721733987371550.55653202525690.27826601262845
1190.6846945022031980.6306109955936040.315305497796802
1200.6874335694126760.6251328611746490.312566430587324
1210.7587987943491620.4824024113016760.241201205650838
1220.7312424621749780.5375150756500450.268757537825022
1230.7278364337384810.5443271325230370.272163566261519
1240.6781703345446950.6436593309106110.321829665455305
1250.7050896736405870.5898206527188260.294910326359413
1260.6775099515985620.6449800968028750.322490048401438
1270.6229428510262560.7541142979474880.377057148973744
1280.5678882665428790.8642234669142420.432111733457121
1290.5357924042596960.9284151914806080.464207595740304
1300.504801347311990.990397305376020.49519865268801
1310.5041347838979220.9917304322041570.495865216102078
1320.5444457235774950.9111085528450110.455554276422505
1330.477874165436420.955748330872840.52212583456358
1340.4531710012478370.9063420024956740.546828998752163
1350.5853304520022160.8293390959955690.414669547997784
1360.5252433129194680.9495133741610640.474756687080532
1370.4998977659024430.9997955318048850.500102234097557
1380.4493984594198150.898796918839630.550601540580185
1390.401302181294510.802604362589020.59869781870549
1400.3678403495974610.7356806991949210.632159650402540
1410.4900071439018710.9800142878037420.509992856098129
1420.6198212943244290.7603574113511420.380178705675571
1430.7482128119620310.5035743760759380.251787188037969
1440.6946479178211160.6107041643577680.305352082178884
1450.6030406226053370.7939187547893250.396959377394663
1460.6162542076099860.7674915847800290.383745792390014
1470.6081787349942460.7836425300115070.391821265005754
1480.4882391621923350.976478324384670.511760837807665
1490.7008164030434730.5983671939130540.299183596956527
1500.6334879224747540.7330241550504910.366512077525246
1510.5792083405852750.841583318829450.420791659414725


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 level20.0138888888888889OK