Multiple Linear Regression - Estimated Regression Equation
CorrectAnalysis[t] = + 0.019302128684081 -0.0356310600070104PR4[t] + 0.0196818913779413UseLimit[t] -0.0204004840824279T[t] + 0.030932151490127PR_T[t] + 0.240886186179452Used[t] -0.248989269264305T_Used[t] + 0.550914039104012PR_T_Used[t] + 0.0282262083942369Useful[t] -0.0305769395691072Outcome[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)0.0193021286840810.0376020.51330.6085140.304257
PR4-0.03563106000701040.043389-0.82120.4128850.206443
UseLimit0.01968189137794130.0404590.48650.6273790.313689
T-0.02040048408242790.085858-0.23760.8125240.406262
PR_T0.0309321514901270.1125040.27490.7837540.391877
Used0.2408861861794520.0520184.63088e-064e-06
T_Used-0.2489892692643050.120785-2.06140.0410610.02053
PR_T_Used0.5509140391040120.1457063.7810.0002280.000114
Useful0.02822620839423690.0438120.64430.5204370.260219
Outcome-0.03057693956910720.037951-0.80570.4217510.210875


Multiple Linear Regression - Regression Statistics
Multiple R0.592495998607993
R-squared0.351051508366482
Adjusted R-squared0.310492227639387
F-TEST (value)8.65526957266698
F-TEST (DF numerator)9
F-TEST (DF denominator)144
p-value2.56308974044828e-10
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.223304925438483
Sum Squared Residuals7.18057292041243


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
10-0.01669231210639620.0166923121063962
20-0.01632893132292950.0163289313229295
30-0.01632893132292940.0163289313229294
40-0.01632893132292940.0163289313229294
50-0.01632893132292940.0163289313229294
600.0010022288801416-0.0010022288801416
70-0.01632893132292940.0163289313229294
80-0.005797263915230350.00579726391523035
90-0.04690587089203660.0469058708920366
1000.0033529600550119-0.0033529600550119
1100.013884627462711-0.013884627462711
120-0.01632893132292940.0163289313229294
1300.25278346325076-0.25278346325076
1400.013884627462711-0.013884627462711
1500.222206523681652-0.222206523681652
1600.534662960929059-0.534662960929059
1710.5849217918761070.415078208123893
1800.013884627462711-0.013884627462711
190-0.04690587089203660.0469058708920366
2010.5346629609290590.465337039070941
2100.0315791684492488-0.0315791684492488
2200.241888415059594-0.241888415059594
230-0.01867966249779970.0186796624977997
2400.00100222888014162-0.00100222888014162
2500.506436752534822-0.506436752534822
2600.25278346325076-0.25278346325076
270-0.02722397951409520.0272239795140952
2800.224557254856523-0.224557254856523
290-0.04690587089203660.0469058708920366
3000.0118972770713075-0.0118972770713075
310-0.01632893132292940.0163289313229294
3200.00335296005501194-0.00335296005501194
3300.0315791684492488-0.0315791684492488
340-0.03637420348433750.0363742034843375
350-0.01632893132292940.0163289313229294
360-0.01632893132292940.0163289313229294
3700.584921791876107-0.584921791876107
3800.193980315287416-0.193980315287416
390-0.01867966249779970.0186796624977997
4000.0224289444790065-0.0224289444790065
4110.2222065236816520.777793476318348
4200.193980315287416-0.193980315287416
4300.00100222888014162-0.00100222888014162
4400.013884627462711-0.013884627462711
4500.0118972770713075-0.0118972770713075
460-0.01867966249779970.0186796624977997
470-0.01632893132292940.0163289313229294
480-0.04690587089203660.0469058708920366
490-0.01867966249779970.0186796624977997
500-0.01632893132292940.0163289313229294
5100.537013692103929-0.537013692103929
5210.5849217918761070.415078208123893
530-0.04690587089203660.0469058708920366
5410.2245572548565230.775442745143477
550-0.01632893132292940.0163289313229294
5600.506436752534822-0.506436752534822
5700.222206523681652-0.222206523681652
580-0.04690587089203660.0469058708920366
590-0.04690587089203660.0469058708920366
6010.5543448523070.445655147693
610-0.01669231210639620.0166923121063962
6200.25278346325076-0.25278346325076
630-0.01632893132292940.0163289313229294
640-0.01669231210639620.0166923121063962
650-0.01632893132292940.0163289313229294
660-0.01632893132292940.0163289313229294
6710.5652399004981660.434760099501834
6800.00335296005501194-0.00335296005501194
690-0.04690587089203660.0469058708920366
7000.224557254856523-0.224557254856523
710-0.01632893132292940.0163289313229294
720-0.04690587089203660.0469058708920366
7300.193980315287416-0.193980315287416
7400.244239146234464-0.244239146234464
750-0.04690587089203660.0469058708920366
760-0.008147995090100650.00814799509010065
770-0.04690587089203660.0469058708920366
7800.222206523681652-0.222206523681652
7910.5064367525348220.493563247465178
8000.0224289444790065-0.0224289444790065
810-0.01632893132292940.0163289313229294
8200.213662206665357-0.213662206665357
830-0.01632893132292940.0163289313229294
8410.2245572548565230.775442745143477
850-0.01867966249779970.0186796624977997
8600.00335296005501194-0.00335296005501194
8700.00840708049291515-0.00840708049291515
880-0.02009648667436590.0200964866743659
8900.019302128684081-0.019302128684081
900-0.01127481088502620.0112748108850262
9100.0475283370783178-0.0475283370783178
9200.0185835359795944-0.0185835359795944
9300.0672102284562592-0.0672102284562592
9400.019302128684081-0.019302128684081
950-0.001098355398346950.00109835539834695
960-0.01127481088502620.0112748108850262
9700.0185835359795944-0.0185835359795944
9800.019302128684081-0.019302128684081
9900.0389840200620223-0.0389840200620223
1000-0.01127481088502620.0112748108850262
10100.00840708049291515-0.00840708049291515
10200.019302128684081-0.019302128684081
10300.019302128684081-0.019302128684081
10400.019302128684081-0.019302128684081
1050-0.009201438483200010.00920143848320001
10600.019302128684081-0.019302128684081
10700.019302128684081-0.019302128684081
10800.0104804528947413-0.0104804528947413
10900.019302128684081-0.019302128684081
11000.0389840200620223-0.0389840200620223
11100.0387066612889782-0.0387066612889782
1120-0.001098355398346950.00109835539834695
11300.260188314863533-0.260188314863533
11400.0104804528947413-0.0104804528947413
11500.0389840200620223-0.0389840200620223
11600.019302128684081-0.019302128684081
11700.00840708049291515-0.00840708049291515
11800.0389840200620223-0.0389840200620223
11900.019302128684081-0.019302128684081
1200-0.01127481088502620.0112748108850262
12100.0389840200620223-0.0389840200620223
12200.019302128684081-0.019302128684081
12300.0104804528947413-0.0104804528947413
12400.257837583688663-0.257837583688663
1250-0.01127481088502620.0112748108850262
1260-0.001098355398346950.00109835539834695
12700.0475283370783178-0.0475283370783178
1280-0.01127481088502620.0112748108850262
12900.019302128684081-0.019302128684081
1300-0.01127481088502620.0112748108850262
13100.0389840200620223-0.0389840200620223
13200.00840708049291515-0.00840708049291515
13300.279870206241474-0.279870206241474
13400.019302128684081-0.019302128684081
13500.019302128684081-0.019302128684081
13600.019302128684081-0.019302128684081
13700.277519475066604-0.277519475066604
13800.00812972171987101-0.00812972171987101
1390-0.001098355398346950.00109835539834695
14000.019302128684081-0.019302128684081
14110.2296113752944260.770388624705574
1420-0.03977837805230720.0397783780523072
14300.0389840200620223-0.0389840200620223
14400.0169513975092107-0.0169513975092107
14500.0475283370783178-0.0475283370783178
1460-0.03167529496745420.0316752949674542
1470-0.009201438483200010.00920143848320001
1480-0.001098355398346950.00109835539834695
14900.0389840200620223-0.0389840200620223
15000.0169513975092107-0.0169513975092107
1510-0.01127481088502620.0112748108850262
15210.2798702062414740.720129793758526
15310.3080964146357110.691903585364289
15400.279870206241474-0.279870206241474


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
13001
14001
15001
16001
170.4698982194131870.9397964388263750.530101780586813
180.3730633462058580.7461266924117160.626936653794142
190.3109160986638610.6218321973277210.689083901336139
200.6869721205027430.6260557589945130.313027879497257
210.6047959550590730.7904080898818550.395204044940927
220.5340325548154670.9319348903690670.465967445184533
230.4631500692743790.9263001385487580.536849930725621
240.3808763085171680.7617526170343350.619123691482832
250.6297963134532660.7404073730934670.370203686546734
260.5750363850437590.8499272299124810.424963614956241
270.5085059170263460.9829881659473090.491494082973655
280.4569607851338650.913921570267730.543039214866135
290.4027944520979520.8055889041959040.597205547902048
300.3467430491263840.6934860982527690.653256950873616
310.2843667390805950.568733478161190.715633260919405
320.231765951588660.4635319031773210.76823404841134
330.1986689801987740.3973379603975480.801331019801226
340.161759554238020.323519108476040.83824044576198
350.124432326789540.2488646535790790.87556767321046
360.0938911662240930.1877823324481860.906108833775907
370.3233414932154340.6466829864308680.676658506784566
380.2866795123378880.5733590246757760.713320487662112
390.2371599759954250.4743199519908510.762840024004575
400.1952417718377170.3904835436754330.804758228162283
410.8765060507284020.2469878985431960.123493949271598
420.8572996213288620.2854007573422770.142700378671138
430.8248116086043530.3503767827912940.175188391395647
440.7868044799109930.4263910401780130.213195520089007
450.7462860606708610.5074278786582790.253713939329139
460.7026384299468310.5947231401063380.297361570053169
470.6542039582329780.6915920835340450.345796041767022
480.6038317378398930.7923365243202150.396168262160107
490.5532679454925860.8934641090148290.446732054507414
500.5002399696522060.9995200606955870.499760030347794
510.6934166096321110.6131667807357780.306583390367889
520.8354561491868710.3290877016262580.164543850813129
530.8031174510986920.3937650978026160.196882548901308
540.9898066794836930.02038664103261470.0101933205163073
550.9858507928364680.02829841432706370.0141492071635318
560.9990949616690870.001810076661825590.000905038330912793
570.9990414270164120.001917145967176730.000958572983588364
580.9985945125710890.00281097485782110.00140548742891055
590.9979656848527750.00406863029444930.00203431514722465
600.9990514625147390.001897074970522240.00094853748526112
610.9985664673123720.002867065375255760.00143353268762788
620.998652974523390.002694050953220430.00134702547661022
630.9980020780306980.003995843938603420.00199792196930171
640.9970636021277040.005872795744592430.00293639787229622
650.9957686260264510.008462747947097040.00423137397354852
660.9939895849225950.01202083015481010.00601041507740504
670.9961102736972080.007779452605583240.00388972630279162
680.9944885668348630.01102286633027340.00551143316513672
690.9924467545177990.01510649096440240.00755324548220118
700.9928698054780980.01426038904380350.00713019452190174
710.9900582273744440.0198835452511120.00994177262555601
720.9866465310747820.02670693785043680.0133534689252184
730.9869655038035020.0260689923929960.013034496196498
740.989763979967630.02047204006473910.0102360200323695
750.9860355680134910.02792886397301760.0139644319865088
760.9811738462205590.03765230755888190.018826153779441
770.9749709920991120.05005801580177650.0250290079008882
780.981098617547950.03780276490410080.0189013824520504
790.9876377827821580.02472443443568410.012362217217842
800.9831436020153290.03371279596934290.0168563979846715
810.9775468357104740.04490632857905220.0224531642895261
820.9893342659533840.02133146809323240.0106657340466162
830.9873708270010380.02525834599792370.0126291729989618
840.9991468219103060.001706356179387150.000853178089693574
850.99869744989250.002605100215000010.00130255010750001
860.9980352055209530.003929588958093580.00196479447904679
870.9970761266517660.005847746696468210.0029238733482341
880.9957095241292030.008580951741593980.00429047587079699
890.993799851157520.01240029768495960.0062001488424798
900.99116381922640.01767236154719940.00883618077359969
910.9876685016218820.02466299675623690.0123314983781184
920.9828891450737820.0342217098524360.017110854926218
930.9767074614737040.04658507705259140.0232925385262957
940.9685516869143690.06289662617126290.0314483130856315
950.9581283805273660.08374323894526710.0418716194726335
960.9451568867780170.1096862264439670.0548431132219835
970.928982796493560.142034407012880.0710172035064398
980.9092596496308480.1814807007383030.0907403503691517
990.8856931306127760.2286137387744470.114306869387224
1000.8581014434624310.2837971130751380.141898556537569
1010.8260218915210390.3479562169579230.173978108478961
1020.7893733866542290.4212532266915420.210626613345771
1030.7483458294901480.5033083410197040.251654170509852
1040.7032136890478830.5935726219042350.296786310952117
1050.6545369402260750.6909261195478510.345463059773925
1060.6027739916256820.7944520167486360.397226008374318
1070.5488280957133180.9023438085733640.451171904286682
1080.493825680927120.987651361854240.50617431907288
1090.4384278393257940.8768556786515880.561572160674206
1100.3840332008906320.7680664017812640.615966799109368
1110.3319557360315830.6639114720631650.668044263968417
1120.2820466343193840.5640932686387670.717953365680616
1130.3661932997320170.7323865994640330.633806700267983
1140.3129461215851090.6258922431702190.687053878414891
1150.262915458155380.5258309163107610.73708454184462
1160.2174572477804820.4349144955609650.782542752219518
1170.1769952920422150.353990584084430.823004707957785
1180.140613617373120.281227234746240.85938638262688
1190.1097727524033190.2195455048066370.890227247596681
1200.08369925443791430.1673985088758290.916300745562086
1210.06227906129207230.1245581225841450.937720938707928
1220.04545128552707320.09090257105414650.954548714472927
1230.03219549007238010.06439098014476020.96780450992762
1240.06788530898881550.1357706179776310.932114691011184
1250.04885807832634430.09771615665268860.951141921673656
1260.03404605293045450.06809210586090910.965953947069546
1270.02324409420966730.04648818841933470.976755905790333
1280.01527063152869710.03054126305739410.984729368471303
1290.009739322628118760.01947864525623750.990260677371881
1300.005965357045254810.01193071409050960.994034642954745
1310.003662857247422160.007325714494844320.996337142752578
1320.002379300080342010.004758600160684020.997620699919658
1330.009438894213223820.01887778842644760.990561105786776
1340.005473559442162480.0109471188843250.994526440557838
1350.003035927523639370.006071855047278740.996964072476361
1360.001615226723442770.003230453446885550.998384773276557
1370.0219078050430550.043815610086110.978092194956945
1380.01159268199276140.02318536398552290.988407318007239
1390.005556535213532730.01111307042706550.994443464786467
1400.002377994813289270.004755989626578540.997622005186711
1410.006462059155645510.0129241183112910.993537940844355


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level250.193798449612403NOK
5% type I error level580.449612403100775NOK
10% type I error level650.503875968992248NOK