Multiple Linear Regression - Estimated Regression Equation
y[t] = + 12.6172699237137 + 0.874533354974842x[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)12.61726992371370.63347119.917700
x0.8745333549748420.3739022.33890.0205750.010287


Multiple Linear Regression - Regression Statistics
Multiple R0.181826835929637
R-squared0.0330609982641832
Adjusted R-squared0.0270176295033342
F-TEST (value)5.47062401327624
F-TEST (DF numerator)1
F-TEST (DF denominator)160
p-value0.0205749436237584
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation2.30582339712113
Sum Squared Residuals850.6914461938


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
11414.3663366336634-0.366336633663402
21814.36633663366343.63366336633664
31114.3663366336634-3.36633663366337
41213.4918032786885-1.49180327868852
51614.36633663366341.63366336633663
61814.36633663366343.63366336633663
71414.3663366336634-0.366336633663366
81414.3663366336634-0.366336633663366
91514.36633663366340.633663366336634
101514.36633663366340.633663366336634
111713.49180327868853.50819672131148
121914.36633663366344.63366336633663
131013.4918032786885-3.49180327868853
141614.36633663366341.63366336633663
151814.36633663366343.63366336633663
161413.49180327868850.508196721311475
171413.49180327868850.508196721311475
181714.36633663366342.63366336633663
191413.49180327868850.508196721311475
201614.36633663366341.63366336633663
211813.49180327868854.50819672131148
221114.3663366336634-3.36633663366337
231414.3663366336634-0.366336633663366
241214.3663366336634-2.36633663366337
251713.49180327868853.50819672131148
26914.3663366336634-5.36633663366337
271613.49180327868852.50819672131148
281414.3663366336634-0.366336633663366
291514.36633663366340.633663366336634
301113.4918032786885-2.49180327868852
311614.36633663366341.63366336633663
321313.4918032786885-0.491803278688525
331714.36633663366342.63366336633663
341514.36633663366340.633663366336634
351413.49180327868850.508196721311475
361613.49180327868852.50819672131148
37913.4918032786885-4.49180327868852
381513.49180327868851.50819672131148
391714.36633663366342.63366336633663
401313.4918032786885-0.491803278688525
411513.49180327868851.50819672131148
421614.36633663366341.63366336633663
431613.49180327868852.50819672131148
441213.4918032786885-1.49180327868852
451214.3663366336634-2.36633663366337
461114.3663366336634-3.36633663366337
471514.36633663366340.633663366336634
481514.36633663366340.633663366336634
491714.36633663366342.63366336633663
501313.4918032786885-0.491803278688525
511614.36633663366341.63366336633663
521413.49180327868850.508196721311475
531113.4918032786885-2.49180327868852
541214.3663366336634-2.36633663366337
551213.4918032786885-1.49180327868852
561514.36633663366340.633663366336634
571614.36633663366341.63366336633663
581514.36633663366340.633663366336634
591213.4918032786885-1.49180327868852
601214.3663366336634-2.36633663366337
61813.4918032786885-5.49180327868852
621313.4918032786885-0.491803278688525
631114.3663366336634-3.36633663366337
641414.3663366336634-0.366336633663366
651514.36633663366340.633663366336634
661013.4918032786885-3.49180327868853
671114.3663366336634-3.36633663366337
681213.4918032786885-1.49180327868852
691514.36633663366340.633663366336634
701513.49180327868851.50819672131148
711413.49180327868850.508196721311475
721614.36633663366341.63366336633663
731514.36633663366340.633663366336634
741513.49180327868851.50819672131148
751313.4918032786885-0.491803278688525
761214.3663366336634-2.36633663366337
771714.36633663366342.63366336633663
781314.3663366336634-1.36633663366337
791513.49180327868851.50819672131148
801313.4918032786885-0.491803278688525
811513.49180327868851.50819672131148
821613.49180327868852.50819672131148
831514.36633663366340.633663366336634
841613.49180327868852.50819672131148
851514.36633663366340.633663366336634
861414.3663366336634-0.366336633663366
871513.49180327868851.50819672131148
881414.3663366336634-0.366336633663366
891314.3663366336634-1.36633663366337
90714.3663366336634-7.36633663366337
911714.36633663366342.63366336633663
921314.3663366336634-1.36633663366337
931514.36633663366340.633663366336634
941414.3663366336634-0.366336633663366
951314.3663366336634-1.36633663366337
961614.36633663366341.63366336633663
971214.3663366336634-2.36633663366337
981414.3663366336634-0.366336633663366
991713.49180327868853.50819672131148
1001513.49180327868851.50819672131148
1011714.36633663366342.63366336633663
1021213.4918032786885-1.49180327868852
1031614.36633663366341.63366336633663
1041113.4918032786885-2.49180327868852
1051514.36633663366340.633663366336634
106913.4918032786885-4.49180327868852
1071614.36633663366341.63366336633663
1081513.49180327868851.50819672131148
1091013.4918032786885-3.49180327868853
1101014.3663366336634-4.36633663366337
1111514.36633663366340.633663366336634
1121114.3663366336634-3.36633663366337
1131314.3663366336634-1.36633663366337
1141413.49180327868850.508196721311475
1151814.36633663366343.63366336633663
1161613.49180327868852.50819672131148
1171414.3663366336634-0.366336633663366
1181414.3663366336634-0.366336633663366
1191414.3663366336634-0.366336633663366
1201414.3663366336634-0.366336633663366
1211214.3663366336634-2.36633663366337
1221414.3663366336634-0.366336633663366
1231514.36633663366340.633663366336634
1241514.36633663366340.633663366336634
1251514.36633663366340.633663366336634
1261314.3663366336634-1.36633663366337
1271713.49180327868853.50819672131148
1281714.36633663366342.63366336633663
1291914.36633663366344.63366336633663
1301514.36633663366340.633663366336634
1311313.4918032786885-0.491803278688525
132913.4918032786885-4.49180327868852
1331514.36633663366340.633663366336634
1341513.49180327868851.50819672131148
1351513.49180327868851.50819672131148
1361614.36633663366341.63366336633663
1371113.4918032786885-2.49180327868852
1381413.49180327868850.508196721311475
1391114.3663366336634-3.36633663366337
1401514.36633663366340.633663366336634
1411313.4918032786885-0.491803278688525
1421514.36633663366340.633663366336634
1431613.49180327868852.50819672131148
1441414.3663366336634-0.366336633663366
1451513.49180327868851.50819672131148
1461614.36633663366341.63366336633663
1471614.36633663366341.63366336633663
1481113.4918032786885-2.49180327868852
1491213.4918032786885-1.49180327868852
150913.4918032786885-4.49180327868852
1511614.36633663366341.63366336633663
1521314.3663366336634-1.36633663366337
1531613.49180327868852.50819672131148
1541214.3663366336634-2.36633663366337
155914.3663366336634-5.36633663366337
1561314.3663366336634-1.36633663366337
1571314.3663366336634-1.36633663366337
1581414.3663366336634-0.366336633663366
1591914.36633663366344.63366336633663
1601314.3663366336634-1.36633663366337
1611214.3663366336634-2.36633663366337
1621314.3663366336634-1.36633663366337


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
50.8271208033374380.3457583933251240.172879196662562
60.8421540005557980.3156919988884040.157845999444202
70.7711095714351180.4577808571297650.228890428564882
80.686645734266830.6267085314663390.313354265733169
90.5775980848950570.8448038302098860.422401915104943
100.4680311126628520.9360622253257050.531968887337148
110.5987596912386160.8024806175227690.401240308761384
120.7324621659539550.5350756680920910.267537834046046
130.8116233000142330.3767533999715340.188376699985767
140.7552513782274990.4894972435450020.244748621772501
150.7639353578780070.4721292842439860.236064642121993
160.7064865332510130.5870269334979750.293513466748987
170.6416289747078460.7167420505843090.358371025292154
180.5994881219362040.8010237561275920.400511878063796
190.5301888850903070.9396222298193860.469811114909693
200.4629933670891530.9259867341783050.537006632910847
210.6274587974811470.7450824050377070.372541202518853
220.7752607186137190.4494785627725620.224739281386281
230.7389721824213540.5220556351572920.261027817578646
240.7746832006427110.4506335987145770.225316799357289
250.7940993872478220.4118012255043560.205900612752178
260.9398626513533440.1202746972933120.0601373486466562
270.9307253758503750.1385492482992500.0692746241496248
280.9108812814356060.1782374371287880.0891187185643941
290.885607423814010.2287851523719790.114392576185990
300.9060616711485850.1878766577028290.0939383288514147
310.8882016108859070.2235967782281850.111798389114093
320.8653488910180730.2693022179638530.134651108981927
330.8621419030636670.2757161938726650.137858096936333
340.8303067916453970.3393864167092050.169693208354603
350.7942282535593320.4115434928813360.205771746440668
360.7838793417489730.4322413165020550.216120658251027
370.8890549555757340.2218900888485310.110945044424266
380.8696262596712740.2607474806574510.130373740328725
390.8668762458982240.2662475082035520.133123754101776
400.8407404282809440.3185191434381120.159259571719056
410.817108270137770.3657834597244580.182891729862229
420.792005738531870.415988522936260.20799426146813
430.787723404600790.4245531907984210.212276595399210
440.7735818791227610.4528362417544770.226418120877239
450.7886286727690590.4227426544618830.211371327230941
460.8366103629823620.3267792740352760.163389637017638
470.805599112075860.388801775848280.19440088792414
480.7714470942363720.4571058115272570.228552905763628
490.7729738400020150.4540523199959690.227026159997985
500.7392637583855190.5214724832289620.260736241614481
510.7133409133471280.5733181733057440.286659086652872
520.6722558441477220.6554883117045570.327744155852278
530.6869887775860590.6260224448278820.313011222413941
540.699248794242130.6015024115157410.300751205757870
550.6776725441917550.644654911616490.322327455808245
560.6362092394962940.7275815210074110.363790760503706
570.6086787813365630.7826424373268750.391321218663437
580.5652450540982230.8695098918035540.434754945901777
590.5405608752729150.918878249454170.459439124727085
600.5525878869796540.8948242260406910.447412113020346
610.7488848042673380.5022303914653250.251115195732662
620.712154355805070.5756912883898610.287845644194931
630.7600002327693490.4799995344613030.239999767230651
640.7247376145099780.5505247709800450.275262385490022
650.6876300777091210.6247398445817580.312369922290879
660.7349454532258430.5301090935483140.265054546774157
670.7774692437357420.4450615125285160.222530756264258
680.7563400074033030.4873199851933950.243659992596697
690.7218072768454920.5563854463090150.278192723154508
700.7001185103813170.5997629792373670.299881489618683
710.6617512673034260.6764974653931470.338248732696573
720.6393777481524980.7212445036950040.360622251847502
730.599244454038750.8015110919224990.400755545961249
740.5740481235751660.8519037528496670.425951876424834
750.5312928082198470.9374143835603070.468707191780153
760.5351978640784320.9296042718431370.464802135921568
770.5468561479415630.9062877041168730.453143852058437
780.5186450138741950.962709972251610.481354986125805
790.4925420812377070.9850841624754140.507457918762293
800.4496712460288190.8993424920576390.55032875397118
810.4237735135399130.8475470270798260.576226486460087
820.4311517923158320.8623035846316650.568848207684168
830.3906770306546570.7813540613093140.609322969345343
840.398708802115360.797417604230720.60129119788464
850.3592249925980950.7184499851961910.640775007401905
860.3193276236516050.6386552473032110.680672376348395
870.2973364371146140.5946728742292280.702663562885386
880.2606258697955220.5212517395910440.739374130204478
890.2373368048716190.4746736097432390.76266319512838
900.6210100181821090.7579799636357830.378989981817891
910.6342389772118120.7315220455763760.365761022788188
920.6054039775772350.789192044845530.394596022422765
930.5644205428256940.8711589143486120.435579457174306
940.5200121183115540.9599757633768910.479987881688446
950.4895484578805480.9790969157610960.510451542119452
960.4670477358826490.9340954717652980.532952264117351
970.4675833268441360.9351666536882710.532416673155864
980.4229754765184140.8459509530368270.577024523481586
990.488995747645470.977991495290940.51100425235453
1000.4681291044175150.936258208835030.531870895582485
1010.4829317231025860.9658634462051720.517068276897414
1020.4516922240175440.9033844480350870.548307775982456
1030.4298652856861110.8597305713722220.570134714313889
1040.4298784594634660.8597569189269320.570121540536534
1050.3882946518158640.7765893036317290.611705348184136
1060.5073293580675360.9853412838649270.492670641932464
1070.4861850991470820.9723701982941640.513814900852918
1080.4607024649917970.9214049299835940.539297535008203
1090.5177451082722480.9645097834555050.482254891727752
1100.6322748098168860.7354503803662280.367725190183114
1110.5896803304504070.8206393390991850.410319669549593
1120.6395228636413960.7209542727172080.360477136358604
1130.6085583635235850.7828832729528310.391441636476415
1140.5623307097647950.875338580470410.437669290235205
1150.6358881796990770.7282236406018460.364111820300923
1160.6481183408594840.7037633182810310.351881659140516
1170.600545710036690.798908579926620.39945428996331
1180.5511865417769890.8976269164460220.448813458223011
1190.500768825928050.99846234814390.49923117407195
1200.4500813126910690.9001626253821380.549918687308931
1210.4502110084976060.9004220169952110.549788991502394
1220.3999710777572460.7999421555144920.600028922242754
1230.3533067545278170.7066135090556350.646693245472183
1240.3086224101942430.6172448203884860.691377589805757
1250.2664989117199910.5329978234399820.733501088280009
1260.2370865322849460.4741730645698930.762913467715054
1270.304248557015150.60849711403030.69575144298485
1280.3179570138823520.6359140277647040.682042986117648
1290.4925580046186270.9851160092372550.507441995381373
1300.4449431695590550.889886339118110.555056830440945
1310.3891148901709090.7782297803418190.610885109829091
1320.5241354461744770.9517291076510470.475864553825523
1330.4755248457338310.9510496914676610.524475154266169
1340.4463097313940920.8926194627881840.553690268605908
1350.4226996140313340.8453992280626680.577300385968666
1360.4097726987962820.8195453975925630.590227301203718
1370.401922775777380.803845551554760.59807722422262
1380.3471062822272970.6942125644545930.652893717772703
1390.3810212330985730.7620424661971460.618978766901427
1400.3304908701684150.660981740336830.669509129831585
1410.2718796697897150.5437593395794290.728120330210285
1420.2283863486494650.456772697298930.771613651350535
1430.2591008689053320.5182017378106650.740899131094668
1440.2045355030029150.4090710060058310.795464496997085
1450.2094328816938590.4188657633877190.79056711830614
1460.2006109834334910.4012219668669820.799389016566509
1470.1995693626098720.3991387252197440.800430637390128
1480.1625198872744730.3250397745489460.837480112725527
1490.1188487661693740.2376975323387480.881151233830626
1500.2934063232345080.5868126464690170.706593676765492
1510.3131087903124410.6262175806248820.686891209687559
1520.2327797174027700.4655594348055390.76722028259723
1530.1652892041192510.3305784082385020.834710795880749
1540.1190802191762810.2381604383525610.88091978082372
1550.2966517404139460.5933034808278910.703348259586054
1560.2029970897073110.4059941794146210.79700291029269
1570.1252204259260810.2504408518521610.87477957407392


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 level00OK