Multiple Linear Regression - Estimated Regression Equation
UseLimit[t] = -0.213810071598671 + 0.132554010438934Weeks[t] -0.128607933450428T40[t] -0.0840656770554428T20[t] + 0.075387794529008Used[t] -0.0343701246133239CorrectAnalysis[t] + 0.065212162045852Useful[t] + 0.0745616972837747Outcome[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)-0.2138100715986711.112946-0.19210.8479220.423961
Weeks0.1325540104389340.3625270.36560.7151640.357582
T40-0.1286079334504280.058763-2.18860.0302150.015108
T20-0.08406567705544280.137493-0.61140.5418740.270937
Used0.0753877945290080.09920.760.4485070.224254
CorrectAnalysis-0.03437012461332390.165011-0.20830.8352930.417646
Useful0.0652121620458520.090940.71710.4744650.237233
Outcome0.07456169728377470.0788230.94590.3457450.172873


Multiple Linear Regression - Regression Statistics
Multiple R0.258868448639325
R-squared0.0670128737009306
Adjusted R-squared0.0222806142208383
F-TEST (value)1.49808828080223
F-TEST (DF numerator)7
F-TEST (DF denominator)146
p-value0.172271071411246
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.464518172871729
Sum Squared Residuals31.503461407501


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
110.383917087825960.61608291217404
200.201262918208877-0.201262918208877
300.201262918208877-0.201262918208877
400.201262918208877-0.201262918208877
500.201262918208877-0.201262918208877
610.1919133829709540.808086617029046
700.201262918208877-0.201262918208877
800.458478785109733-0.458478785109733
900.126701220925102-0.126701220925102
1010.2012629182088770.798737081791123
1110.4584787851097330.541521214890267
1200.201262918208877-0.201262918208877
1300.341862874783737-0.341862874783737
1410.4584787851097330.541521214890267
1500.267301177499962-0.267301177499962
1600.524517044400818-0.524517044400818
1710.5647086170712690.435291382928731
1810.4584787851097330.541521214890267
1900.126701220925102-0.126701220925102
2000.490146919787494-0.490146919787494
2110.2664750802547290.733524919745271
2210.2673011774999620.732698822500038
2300.191913382970955-0.191913382970955
2410.1919133829709540.808086617029046
2500.459304882354966-0.459304882354966
2600.341862874783737-0.341862874783737
2710.1267012209251020.873298779074898
2800.276650712737885-0.276650712737885
2900.126701220925102-0.126701220925102
3000.266475080254729-0.266475080254729
3100.201262918208877-0.201262918208877
3210.2012629182088770.798737081791123
3310.2664750802547290.733524919745271
3400.383917087825958-0.383917087825958
3500.201262918208877-0.201262918208877
3600.201262918208877-0.201262918208877
3710.5990787416845930.400921258315407
3800.20208901545411-0.20208901545411
3900.191913382970955-0.191913382970955
4000.523690947155585-0.523690947155585
4100.232931052886639-0.232931052886639
4200.20208901545411-0.20208901545411
4310.1919133829709540.808086617029046
4410.4584787851097330.541521214890267
4500.266475080254729-0.266475080254729
4600.191913382970955-0.191913382970955
4700.201262918208877-0.201262918208877
4800.126701220925102-0.126701220925102
4900.191913382970955-0.191913382970955
5000.201262918208877-0.201262918208877
5100.533866579638741-0.533866579638741
5210.5647086170712690.435291382928731
5300.126701220925102-0.126701220925102
5400.242280588124561-0.242280588124561
5500.201262918208877-0.201262918208877
5600.459304882354966-0.459304882354966
5700.267301177499962-0.267301177499962
5800.126701220925102-0.126701220925102
5900.126701220925102-0.126701220925102
6010.4901469197874940.509853080212506
6110.3839170878259580.616082912174042
6200.341862874783737-0.341862874783737
6300.201262918208877-0.201262918208877
6410.3839170878259580.616082912174042
6500.201262918208877-0.201262918208877
6600.201262918208877-0.201262918208877
6700.564708617071269-0.564708617071269
6810.2012629182088770.798737081791123
6900.126701220925102-0.126701220925102
7000.276650712737885-0.276650712737885
7100.201262918208877-0.201262918208877
7200.126701220925102-0.126701220925102
7300.20208901545411-0.20208901545411
7410.2766507127378850.723349287262115
7500.126701220925102-0.126701220925102
7600.44912924987181-0.44912924987181
7700.126701220925102-0.126701220925102
7800.267301177499962-0.267301177499962
7900.424934757741642-0.424934757741642
8000.523690947155585-0.523690947155585
8100.201262918208877-0.201262918208877
8210.202089015454110.79791098454589
8300.201262918208877-0.201262918208877
8400.242280588124561-0.242280588124561
8500.191913382970955-0.191913382970955
8610.2012629182088770.798737081791123
8710.2819215853244490.718078414675551
8810.44137505690890.5586249430911
8900.356483282608224-0.356483282608224
9000.281921585324449-0.281921585324449
9100.421695444654076-0.421695444654076
9210.4405489596636660.559451040336334
9310.4216954446540750.578304555345925
9400.356483282608224-0.356483282608224
9500.440548959663666-0.440548959663666
9600.281921585324449-0.281921585324449
9710.4405489596636660.559451040336334
9800.356483282608224-0.356483282608224
9910.3564832826082230.643516717391777
10000.281921585324449-0.281921585324449
10110.2819215853244490.718078414675551
10200.356483282608224-0.356483282608224
10300.356483282608224-0.356483282608224
10400.356483282608224-0.356483282608224
10500.515936754192674-0.515936754192674
10600.356483282608224-0.356483282608224
10700.356483282608224-0.356483282608224
10810.5159367541926740.484063245807326
10900.356483282608224-0.356483282608224
11010.3564832826082230.643516717391777
11110.5811489162385260.418851083761474
11200.440548959663666-0.440548959663666
11300.431871077137232-0.431871077137232
11410.5159367541926740.484063245807326
11510.3564832826082230.643516717391777
11600.356483282608224-0.356483282608224
11710.2819215853244490.718078414675551
11810.3564832826082230.643516717391777
11900.356483282608224-0.356483282608224
12000.281921585324449-0.281921585324449
12110.3564832826082230.643516717391777
12200.356483282608224-0.356483282608224
12310.5159367541926740.484063245807326
12400.422521541899309-0.422521541899309
12500.281921585324449-0.281921585324449
12600.440548959663666-0.440548959663666
12700.421695444654076-0.421695444654076
12800.281921585324449-0.281921585324449
12900.356483282608224-0.356483282608224
13000.281921585324449-0.281921585324449
13110.3564832826082230.643516717391777
13210.2819215853244490.718078414675551
13310.4318710771372320.568128922862768
13400.356483282608224-0.356483282608224
13500.356483282608224-0.356483282608224
13600.356483282608224-0.356483282608224
13710.4225215418993090.577478458100691
13810.5065872189547520.493412781045248
13900.440548959663666-0.440548959663666
14000.356483282608224-0.356483282608224
14100.322939255240133-0.322939255240133
14200.441375056908899-0.441375056908899
14310.3564832826082230.643516717391777
14400.347133747370301-0.347133747370301
14500.421695444654076-0.421695444654076
14600.365987262379892-0.365987262379892
14700.515936754192674-0.515936754192674
14800.440548959663666-0.440548959663666
14910.3564832826082230.643516717391777
15000.347133747370301-0.347133747370301
15100.281921585324449-0.281921585324449
15210.3975009525239080.602499047476092
15310.462713114569760.53728688543024
15410.4318710771372320.568128922862768


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
110.9222071246319540.1555857507360920.0777928753680461
120.8568541518737080.2862916962525840.143145848126292
130.7695678542398210.4608642915203580.230432145760179
140.7130135886000270.5739728227999470.286986411399973
150.6101080960249930.7797838079500140.389891903975007
160.6026012563868260.7947974872263480.397398743613174
170.5068842636959570.9862314726080850.493115736304043
180.4586301784376910.9172603568753820.541369821562309
190.3716744561134360.7433489122268720.628325543886564
200.4353021775212760.8706043550425530.564697822478724
210.3760229756662640.7520459513325290.623977024333736
220.687562717872840.624874564254320.31243728212716
230.7605843850420530.4788312299158940.239415614957947
240.7503923133199570.4992153733600860.249607686680043
250.6970705519683460.6058588960633090.302929448031655
260.646678725092310.7066425498153790.35332127490769
270.7719198114331950.456160377133610.228080188566805
280.7434109974649650.5131780050700710.256589002535035
290.6995764028636830.6008471942726350.300423597136317
300.7316789053906380.5366421892187250.268321094609362
310.688176960096750.62364607980650.31182303990325
320.7700927185002180.4598145629995640.229907281499782
330.776732768348920.4465344633021590.22326723165108
340.7893594084152790.4212811831694420.210640591584721
350.7574330654547120.4851338690905760.242566934545288
360.721622294581240.556755410837520.27837770541876
370.7081966709137360.5836066581725280.291803329086264
380.6708842218310830.6582315563378330.329115778168917
390.672930043006350.65413991398730.32706995699365
400.7555254710456650.4889490579086690.244474528954335
410.7151322848796850.569735430240630.284867715120315
420.6709239100034970.6581521799930060.329076089996503
430.7206043204973770.5587913590052470.279395679502623
440.7271721254133780.5456557491732440.272827874586622
450.721759522238030.556480955523940.27824047776197
460.7043159266158270.5913681467683450.295684073384173
470.6672220932440.6655558135120010.332777906756
480.623885089634020.752229820731960.37611491036598
490.5977171580178310.8045656839643370.402282841982169
500.5561528912971770.8876942174056460.443847108702823
510.550736219778340.8985275604433210.44926378022166
520.5515009369972380.8969981260055230.448499063002762
530.5038552538802460.9922894922395070.496144746119754
540.4580113273353960.9160226546707930.541988672664603
550.4163266460315260.8326532920630520.583673353968474
560.4079081450462510.8158162900925030.592091854953749
570.3670142651511530.7340285303023060.632985734848847
580.3230804559425240.6461609118850490.676919544057476
590.2814000412739050.562800082547810.718599958726095
600.290657484382040.581314968764080.70934251561796
610.3178567155307590.6357134310615190.682143284469241
620.2892673427819230.5785346855638450.710732657218078
630.254726071230010.509452142460020.74527392876999
640.308378432474160.616756864948320.69162156752584
650.2729357184518150.5458714369036290.727064281548185
660.2397554021118350.479510804223670.760244597888165
670.2519483111401630.5038966222803270.748051688859837
680.3508786840513930.7017573681027860.649121315948607
690.3107327749958220.6214655499916440.689267225004178
700.2928368780664240.5856737561328480.707163121933576
710.2593273247103590.5186546494207180.740672675289641
720.2246628479735540.4493256959471090.775337152026446
730.2081884767340610.4163769534681230.791811523265939
740.3002469014292960.6004938028585930.699753098570704
750.2627602313882330.5255204627764660.737239768611767
760.2745776615520370.5491553231040740.725422338447963
770.2385335232243930.4770670464487870.761466476775607
780.2239148825044470.4478297650088950.776085117495553
790.1982441021327330.3964882042654650.801755897867267
800.2067059593816220.4134119187632450.793294040618378
810.1833566400539770.3667132801079530.816643359946023
820.2421183629130210.4842367258260420.757881637086979
830.2148508142072950.429701628414590.785149185792705
840.2184154509243610.4368309018487220.781584549075639
850.2213567711235590.4427135422471170.778643228876441
860.233586101467610.467172202935220.76641389853239
870.2532512379100680.5065024758201350.746748762089932
880.2378247439649010.4756494879298020.762175256035099
890.2545877274135990.5091754548271990.745412272586401
900.231153732982080.4623074659641590.76884626701792
910.2203674919622850.440734983924570.779632508037715
920.2362772760932180.4725545521864360.763722723906782
930.265446112145680.530892224291360.73455388785432
940.2463176348689320.4926352697378640.753682365131068
950.2686727684755740.5373455369511490.731327231524426
960.2377061468650530.4754122937301070.762293853134947
970.2738375861105060.5476751722210130.726162413889494
980.2503584752502220.5007169505004430.749641524749778
990.2999909966947250.5999819933894510.700009003305275
1000.2674417796409750.5348835592819510.732558220359025
1010.3479038163675160.6958076327350320.652096183632484
1020.3237179483930160.6474358967860310.676282051606984
1030.2997463545112690.5994927090225370.700253645488731
1040.2766158768458810.5532317536917620.723384123154119
1050.3115295083717810.6230590167435620.688470491628219
1060.288516366944390.5770327338887810.71148363305561
1070.2672413598871880.5344827197743760.732758640112812
1080.2517740646410190.5035481292820380.748225935358981
1090.2329427811732270.4658855623464540.767057218826773
1100.2752747156563380.5505494313126750.724725284343662
1110.2612703114190670.5225406228381350.738729688580933
1120.2481984848040640.4963969696081280.751801515195936
1130.3236451861856030.6472903723712070.676354813814397
1140.3058650406094270.6117300812188540.694134959390573
1150.3515105463208850.703021092641770.648489453679115
1160.3304305941276770.6608611882553530.669569405872323
1170.4478495033505160.8956990067010320.552150496649484
1180.5079504938850440.9840990122299110.492049506114956
1190.4815991437941110.9631982875882220.518400856205889
1200.4290425778672920.8580851557345850.570957422132708
1210.4954831217162160.9909662434324320.504516878283784
1220.4644577143232220.9289154286464430.535542285676778
1230.4522286799219990.9044573598439980.547771320078001
1240.515683019367080.968633961265840.48431698063292
1250.4596912753259530.9193825506519070.540308724674047
1260.4167961735931640.8335923471863270.583203826406836
1270.3961737702306450.7923475404612910.603826229769355
1280.3398164732424470.6796329464848940.660183526757553
1290.3119207112228770.6238414224457540.688079288777123
1300.2627231932107080.5254463864214170.737276806789292
1310.3159766999453060.6319533998906120.684023300054694
1320.5137147484360450.972570503127910.486285251563955
1330.4545860527638810.9091721055277620.545413947236119
1340.4011823550914560.8023647101829120.598817644908544
1350.3549799407258930.7099598814517860.645020059274107
1360.3205309587918140.6410619175836280.679469041208186
1370.2750799762613650.5501599525227310.724920023738635
1380.5424736897100110.9150526205799790.457526310289989
1390.4467899874301880.8935799748603770.553210012569812
1400.576595642760510.846808714478980.42340435723949
1410.6940736763575980.6118526472848040.305926323642402
1420.5737980951375760.8524038097248490.426201904862424
1430.4716748838953480.9433497677906960.528325116104652


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