Multiple Linear Regression - Estimated Regression Equation
Concernovermistakes[t] = + 19.6666666666666 + 1.99346405228764Month[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)19.66666666666662.3385588.409700
Month1.993464052287642.3839710.83620.4043160.202158


Multiple Linear Regression - Regression Statistics
Multiple R0.0665874887665842
R-squared0.00443389366023998
Adjusted R-squared-0.00190729173045923
F-TEST (value)0.699221578782946
F-TEST (DF numerator)1
F-TEST (DF denominator)157
p-value0.404316242205358
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation5.72827389810518
Sum Squared Residuals5151.66013071895


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
12419.66666666666684.3333333333332
22519.66666666666665.33333333333339
31719.6666666666666-2.66666666666661
41819.6666666666666-1.66666666666661
51819.6666666666666-1.66666666666661
61619.6666666666666-3.66666666666661
72021.6601307189542-1.66013071895425
81621.6601307189542-5.66013071895425
91821.6601307189542-3.66013071895425
101721.6601307189542-4.66013071895425
112321.66013071895421.33986928104575
123021.66013071895428.33986928104575
132321.66013071895421.33986928104575
141821.6601307189542-3.66013071895425
151521.6601307189542-6.66013071895425
161221.6601307189542-9.66013071895425
172121.6601307189542-0.660130718954249
181521.6601307189542-6.66013071895425
192021.6601307189542-1.66013071895425
203121.66013071895429.33986928104575
212721.66013071895425.33986928104575
223421.660130718954212.3398692810458
232121.6601307189542-0.660130718954249
243121.66013071895429.33986928104575
251921.6601307189542-2.66013071895425
261621.6601307189542-5.66013071895425
272021.6601307189542-1.66013071895425
282121.6601307189542-0.660130718954249
292221.66013071895420.339869281045751
301721.6601307189542-4.66013071895425
312421.66013071895422.33986928104575
322521.66013071895423.33986928104575
332621.66013071895424.33986928104575
342521.66013071895423.33986928104575
351721.6601307189542-4.66013071895425
363221.660130718954210.3398692810458
373321.660130718954211.3398692810458
381321.6601307189542-8.66013071895425
393221.660130718954210.3398692810458
402521.66013071895423.33986928104575
412921.66013071895427.33986928104575
422221.66013071895420.339869281045751
431821.6601307189542-3.66013071895425
441721.6601307189542-4.66013071895425
452021.6601307189542-1.66013071895425
461521.6601307189542-6.66013071895425
472021.6601307189542-1.66013071895425
483321.660130718954211.3398692810458
492921.66013071895427.33986928104575
502321.66013071895421.33986928104575
512621.66013071895424.33986928104575
521821.6601307189542-3.66013071895425
532021.6601307189542-1.66013071895425
541121.6601307189542-10.6601307189542
552821.66013071895426.33986928104575
562621.66013071895424.33986928104575
572221.66013071895420.339869281045751
581721.6601307189542-4.66013071895425
591221.6601307189542-9.66013071895425
601421.6601307189542-7.66013071895425
611721.6601307189542-4.66013071895425
622121.6601307189542-0.660130718954249
631921.6601307189542-2.66013071895425
641821.6601307189542-3.66013071895425
651021.6601307189542-11.6601307189542
662921.66013071895427.33986928104575
673121.66013071895429.33986928104575
681921.6601307189542-2.66013071895425
69921.6601307189542-12.6601307189542
702021.6601307189542-1.66013071895425
712821.66013071895426.33986928104575
721921.6601307189542-2.66013071895425
733021.66013071895428.33986928104575
742921.66013071895427.33986928104575
752621.66013071895424.33986928104575
762321.66013071895421.33986928104575
771321.6601307189542-8.66013071895425
782121.6601307189542-0.660130718954249
791921.6601307189542-2.66013071895425
802821.66013071895426.33986928104575
812321.66013071895421.33986928104575
821821.6601307189542-3.66013071895425
832121.6601307189542-0.660130718954249
842021.6601307189542-1.66013071895425
852321.66013071895421.33986928104575
862121.6601307189542-0.660130718954249
872121.6601307189542-0.660130718954249
881521.6601307189542-6.66013071895425
892821.66013071895426.33986928104575
901921.6601307189542-2.66013071895425
912621.66013071895424.33986928104575
921021.6601307189542-11.6601307189542
931621.6601307189542-5.66013071895425
942221.66013071895420.339869281045751
951921.6601307189542-2.66013071895425
963121.66013071895429.33986928104575
973121.66013071895429.33986928104575
982921.66013071895427.33986928104575
991921.6601307189542-2.66013071895425
1002221.66013071895420.339869281045751
1012321.66013071895421.33986928104575
1021521.6601307189542-6.66013071895425
1032021.6601307189542-1.66013071895425
1041821.6601307189542-3.66013071895425
1052321.66013071895421.33986928104575
1062521.66013071895423.33986928104575
1072121.6601307189542-0.660130718954249
1082421.66013071895422.33986928104575
1092521.66013071895423.33986928104575
1101721.6601307189542-4.66013071895425
1111321.6601307189542-8.66013071895425
1122821.66013071895426.33986928104575
1132121.6601307189542-0.660130718954249
1142521.66013071895423.33986928104575
115921.6601307189542-12.6601307189542
1161621.6601307189542-5.66013071895425
1171921.6601307189542-2.66013071895425
1181721.6601307189542-4.66013071895425
1192521.66013071895423.33986928104575
1202021.6601307189542-1.66013071895425
1212921.66013071895427.33986928104575
1221421.6601307189542-7.66013071895425
1232221.66013071895420.339869281045751
1241521.6601307189542-6.66013071895425
1251921.6601307189542-2.66013071895425
1262021.6601307189542-1.66013071895425
1271521.6601307189542-6.66013071895425
1282021.6601307189542-1.66013071895425
1291821.6601307189542-3.66013071895425
1303321.660130718954211.3398692810458
1312221.66013071895420.339869281045751
1321621.6601307189542-5.66013071895425
1331721.6601307189542-4.66013071895425
1341621.6601307189542-5.66013071895425
1352121.6601307189542-0.660130718954249
1362621.66013071895424.33986928104575
1371821.6601307189542-3.66013071895425
1381821.6601307189542-3.66013071895425
1391721.6601307189542-4.66013071895425
1402221.66013071895420.339869281045751
1413021.66013071895428.33986928104575
1423021.66013071895428.33986928104575
1432421.66013071895422.33986928104575
1442121.6601307189542-0.660130718954249
1452121.6601307189542-0.660130718954249
1462921.66013071895427.33986928104575
1473121.66013071895429.33986928104575
1482021.6601307189542-1.66013071895425
1491621.6601307189542-5.66013071895425
1502221.66013071895420.339869281045751
1512021.6601307189542-1.66013071895425
1522821.66013071895426.33986928104575
1533821.660130718954216.3398692810458
1542221.66013071895420.339869281045751
1552021.6601307189542-1.66013071895425
1561721.6601307189542-4.66013071895425
1572821.66013071895426.33986928104575
1582221.66013071895420.339869281045751
1593121.66013071895429.33986928104575


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
50.364858766057140.729717532114280.63514123394286
60.2971586065851390.5943172131702780.702841393414861
70.1752957630977480.3505915261954960.824704236902252
80.1222114278261490.2444228556522980.87778857217385
90.06657688315802640.1331537663160530.933423116841974
100.03548024124239360.07096048248478720.964519758757606
110.03887159804693870.07774319609387740.961128401953061
120.1989304053366440.3978608106732870.801069594663356
130.1461236716976860.2922473433953720.853876328302314
140.1114577359675190.2229154719350370.888542264032481
150.1169134299123840.2338268598247690.883086570087616
160.1782318119877090.3564636239754170.821768188012291
170.1330303182890250.2660606365780500.866969681710975
180.1210272685959150.2420545371918290.878972731404085
190.08651243039220710.1730248607844140.913487569607793
200.2505832481562510.5011664963125020.749416751843749
210.2793822046508540.5587644093017070.720617795349146
220.56540478406120.86919043187760.4345952159388
230.4981076126124110.9962152252248230.501892387387589
240.6051202044928210.7897595910143570.394879795507179
250.5550975365131790.8898049269736420.444902463486821
260.5485198774695290.9029602450609420.451480122530471
270.4893366126157170.9786732252314330.510663387384283
280.4278262448083410.8556524896166810.572173755191659
290.3691754881867970.7383509763735930.630824511813203
300.3449631078763150.6899262157526290.655036892123686
310.3034988511784150.6069977023568310.696501148821585
320.2736979059232550.547395811846510.726302094076745
330.2563213626554350.5126427253108710.743678637344565
340.2273667820748560.4547335641497120.772633217925144
350.2137316935212760.4274633870425520.786268306478724
360.322834599152910.645669198305820.67716540084709
370.4679141859853940.9358283719707880.532085814014606
380.5438485122764300.9123029754471390.456151487723570
390.6458709975540610.7082580048918780.354129002445939
400.608348029740140.783303940519720.39165197025986
410.6274453945446620.7451092109106770.372554605455338
420.5774806337910410.8450387324179180.422519366208959
430.5530091679268180.8939816641463650.446990832073182
440.541261232751180.9174775344976410.458738767248821
450.4964939614384040.9929879228768070.503506038561596
460.5185818030268160.9628363939463680.481418196973184
470.4733685060627790.9467370121255580.526631493937221
480.6052125118495190.7895749763009620.394787488150481
490.6263536948525480.7472926102949040.373646305147452
500.5803103165689310.8393793668621370.419689683431069
510.5544625564075090.8910748871849830.445537443592491
520.5303105383169190.9393789233661620.469689461683081
530.487970530615490.975941061230980.51202946938451
540.6106991033796880.7786017932406250.389300896620312
550.6156542159031060.7686915681937870.384345784096894
560.5923856162233940.8152287675532120.407614383776606
570.5457479783942980.9085040432114040.454252021605702
580.5328412529363320.9343174941273360.467158747063668
590.6199808697544320.7600382604911370.380019130245568
600.654523219951280.690953560097440.34547678004872
610.6394987885740610.7210024228518780.360501211425939
620.5954573008605530.8090853982788930.404542699139447
630.5594507529884450.881098494023110.440549247011555
640.5316184469464630.9367631061070750.468381553053537
650.6659767442169620.6680465115660760.334023255783038
660.6915925194391420.6168149611217160.308407480560858
670.7528342266908870.4943315466182270.247165773309113
680.723218330193970.5535633396120590.276781669806030
690.8465254883690460.3069490232619080.153474511630954
700.820167660453750.35966467909250.17983233954625
710.8262337661658850.347532467668230.173766233834115
720.8019715089679940.3960569820640110.198028491032006
730.8344253727759760.3311492544480480.165574627224024
740.8510901755687160.2978196488625670.148909824431284
750.8391645955423730.3216708089152540.160835404457627
760.8113609356405820.3772781287188360.188639064359418
770.8474032512767470.3051934974465050.152596748723253
780.8192739305237030.3614521389525930.180726069476297
790.7946285272455740.4107429455088530.205371472754426
800.8012900965135260.3974198069729490.198709903486474
810.7697851002082070.4604297995835870.230214899791793
820.748454771914850.5030904561703010.251545228085151
830.7111254889023580.5777490221952850.288874511097642
840.6742245979940260.6515508040119480.325775402005974
850.6342800055663130.7314399888673730.365719994433687
860.590965583482730.818068833034540.40903441651727
870.5464747065918510.9070505868162980.453525293408149
880.5613916526494270.8772166947011450.438608347350573
890.5704031620483260.8591936759033480.429596837951674
900.5344985797017810.9310028405964380.465501420298219
910.5143767905888720.9712464188222550.485623209411128
920.6529640355975350.6940719288049290.347035964402464
930.6523542715709760.6952914568580480.347645728429024
940.608583068217690.7828338635646210.391416931782311
950.5735832175141460.8528335649717070.426416782485854
960.6446942464575230.7106115070849540.355305753542477
970.7130709565402430.5738580869195140.286929043459757
980.7387918750761130.5224162498477750.261208124923887
990.7073547214454370.5852905571091250.292645278554563
1000.6654214016456890.6691571967086220.334578598354311
1010.6236441430372770.7527117139254460.376355856962723
1020.638428256905780.723143486188440.36157174309422
1030.5964327935730220.8071344128539560.403567206426978
1040.5685996159766650.8628007680466710.431400384023335
1050.5231277965357610.9537444069284770.476872203464239
1060.4906853480513660.9813706961027320.509314651948634
1070.4428995970506430.8857991941012860.557100402949357
1080.402824161411170.805648322822340.59717583858883
1090.3715798600722690.7431597201445380.62842013992773
1100.354455028637820.708910057275640.64554497136218
1110.4127104074093770.8254208148187540.587289592590623
1120.4207354216204450.841470843240890.579264578379555
1130.3729044982621740.7458089965243470.627095501737826
1140.3410087874673240.6820175749346480.658991212532676
1150.5303194608925890.9393610782148210.469680539107411
1160.5322624780801750.935475043839650.467737521919825
1170.4939105698043350.987821139608670.506089430195665
1180.4810454024691710.9620908049383420.518954597530829
1190.4424016595549440.8848033191098880.557598340445056
1200.3969131636345220.7938263272690440.603086836365478
1210.4200733384665870.8401466769331740.579926661533413
1220.4688954551629400.9377909103258790.53110454483706
1230.414933128542160.829866257084320.58506687145784
1240.4440668689915150.888133737983030.555933131008485
1250.4073306655631990.8146613311263970.592669334436801
1260.3627212322719780.7254424645439550.637278767728022
1270.3991951639536510.7983903279073030.600804836046349
1280.3562030077756140.7124060155512280.643796992224386
1290.3386951673346770.6773903346693550.661304832665323
1300.4612873162239530.9225746324479070.538712683776047
1310.4028348149844280.8056696299688570.597165185015572
1320.4239334018171670.8478668036343330.576066598182833
1330.428071751971780.856143503943560.57192824802822
1340.4640389766663930.9280779533327850.535961023333607
1350.4122118197632940.8244236395265870.587788180236706
1360.3632134739375290.7264269478750570.636786526062471
1370.3566693133152190.7133386266304380.643330686684781
1380.3555927412681940.7111854825363870.644407258731806
1390.3880817276180790.7761634552361590.611918272381921
1400.3332889714452840.6665779428905680.666711028554716
1410.3342277481591060.6684554963182110.665772251840894
1420.3396293412770540.6792586825541070.660370658722947
1430.2729087034814630.5458174069629270.727091296518537
1440.2258782436362610.4517564872725230.774121756363739
1450.1843489950479420.3686979900958850.815651004952058
1460.1651138706648570.3302277413297140.834886129335143
1470.1862587699665350.3725175399330700.813741230033465
1480.1483082014809860.2966164029619710.851691798519014
1490.1898281322857720.3796562645715440.810171867714228
1500.1389691106453570.2779382212907140.861030889354643
1510.1188232491427610.2376464982855230.881176750857239
1520.07774737062075570.1554947412415110.922252629379244
1530.3979173723924550.7958347447849090.602082627607545
1540.2603703959356250.5207407918712490.739629604064375


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 level20.0133333333333333OK