Multiple Linear Regression - Estimated Regression Equation
Organization[t] = + 29.5494632738196 -15.2181794105887Browser[t] -0.380081606319418CoM[t] + 0.317358735332188CoM_b[t] + 0.0209368771515603DaA[t] + 0.207544690798768DaA_b[t] -0.541638217696424PExp[t] + 0.410737731232435PExp_b[t] + 0.275927135451115PCri[t] -0.509480209169093PCri_b[t] + 0.251134847979606PSta[t] + 0.221717890089252PSta_b[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)29.54946327381966.4114444.60899e-064e-06
Browser-15.21817941058876.7603-2.25110.0258620.012931
CoM-0.3800816063194180.283486-1.34070.1820720.091036
CoM_b0.3173587353321880.2907921.09140.27690.13845
DaA0.02093687715156030.4221670.04960.9605130.480257
DaA_b0.2075446907987680.4380690.47380.6363650.318183
PExp-0.5416382176964240.625067-0.86650.3876130.193806
PExp_b0.4107377312324350.633940.64790.5180520.259026
PCri0.2759271354511150.7447980.37050.7115640.355782
PCri_b-0.5094802091690930.756683-0.67330.5018090.250904
PSta0.2511348479796060.2897650.86670.3875270.193763
PSta_b0.2217178900892520.3011740.73620.4627950.231397


Multiple Linear Regression - Regression Statistics
Multiple R0.508836076808852
R-squared0.258914153062224
Adjusted R-squared0.203458749549874
F-TEST (value)4.66887150148608
F-TEST (DF numerator)11
F-TEST (DF denominator)147
p-value4.20709262227703e-06
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.48517056052898
Sum Squared Residuals1785.52283388875


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
12623.13060038877462.86939961122538
22324.3130997927335-1.31309979273345
32523.74731005145671.25268994854331
42321.75082356978931.24917643021073
51921.7601014655486-2.76010146554857
62924.63432433557654.3656756644235
72524.80884292873520.191157071264772
82122.7076389884709-1.70763898847091
92221.69079646624290.309203533757118
102522.37162196328992.6283780367101
112420.20787654207563.79212345792442
121819.7456400517226-1.74564005172262
132218.03386535687643.96613464312358
141520.3322653555827-5.3322653555827
152223.4710210806121-1.47102108061208
162824.36184001921293.63815998078714
172022.1931158799292-2.19311587992918
181218.5299017341414-6.52990173414137
192421.44725943869012.55274056130987
202021.6668377087295-1.66683770872951
212123.3987198268486-2.39871982684864
222020.8590262690668-0.859026269066769
232119.18584293853071.81415706146925
242320.91953664478712.08046335521293
252821.80157138245666.19842861754342
262421.96569848619992.03430151380007
272423.5896532674930.410346732507013
282420.25095571986663.74904428013335
292322.15979507983170.840204920168255
302322.62106463917610.378935360823919
312924.35264627027834.64735372972168
322422.62003042970621.37996957029375
331825.4025417440717-7.40254174407171
342526.5166748967625-1.5166748967625
352122.8153616863728-1.81536168637277
362627.1131636623579-1.11316366235788
372225.4351802135502-3.43518021355015
382222.471516968615-0.471516968614979
392218.23150784772363.76849215227641
402326.0120429543572-3.01204295435724
413023.31349425216456.68650574783547
422322.89444879082860.105551209171420
431718.2750943112244-1.27509431122438
442323.8804744677087-0.880474467708669
452324.4783838583962-1.47838385839616
462522.28094443435582.71905556564417
472420.61878013235473.3812198676453
482428.0120358696766-4.01203586967657
492323.1792243085143-0.179224308514249
502124.048538447637-3.04853844763699
512425.64309255316-1.64309255316003
522421.74928336914802.25071663085198
532821.37946645705506.62053354294497
541620.3853975474503-4.38539754745034
552020.7758050117615-0.775805011761512
562923.57998488725815.42001511274193
572724.09113714349372.90886285650628
582223.2073880608995-1.20738806089948
592823.73022492443154.26977507556854
601619.9301946078529-3.93019460785292
612522.99701138062392.00298861937615
622423.54436019931520.455639800684796
632822.95494653148775.04505346851227
642424.3718167272939-0.371816727293888
652322.36540213647640.634597863523596
663027.33818298542362.66181701457637
672421.30915770289652.69084229710346
682124.3927764401100-3.39277644010995
692523.01091712406061.98908287593937
702524.70590468453670.294095315463260
712220.65427342697451.34572657302549
722322.31281503127070.687184968729264
732623.20747081260452.79252918739554
742321.88986453219031.11013546780969
752523.21331604156961.78668395843040
762121.1912978440933-0.191297844093341
772523.54151122480781.45848877519221
782422.22405815146021.77594184853978
792923.57951165107755.42048834892253
802223.8066344084238-1.80663440842378
812723.8714811723393.128518827661
822623.35230472758092.64769527241908
832221.16995349743560.830046502564387
842422.29605891820681.70394108179324
852722.91879465589154.08120534410854
862421.25517628188022.74482371811984
872424.9854197220989-0.985419722098875
882924.41826675739104.58173324260896
892222.7196954033760-0.71969540337603
902122.2384052767202-1.23840527672021
912420.23669631579843.76330368420159
922421.38214268239872.61785731760125
932324.4726473550171-1.47264735501707
942022.2741308792623-2.27413087926228
952721.35035483718885.64964516281117
962624.2514310599741.74856894002601
972522.03790297532042.96209702467963
982120.25364284643400.746357153566042
992120.50155535767220.498444642327803
1001920.1774147524789-1.17741475247887
1012121.750048451472-0.750048451471994
1022121.0018895175073-0.00188951750729827
1031619.7675753364208-3.76757533642083
1042220.66099419436981.33900580563023
1052921.76901845492277.23098154507731
1061520.0314470942041-5.03144709420414
1071720.4094290206754-3.40942902067538
1081519.829234033187-4.82923403318698
1092121.832123169512-0.83212316951201
1102122.3041191665550-1.30411916655496
1111918.75800006336980.241999936630182
1122418.01720063639095.98279936360905
1132022.4432336406806-2.44323364068061
1141722.2694115066078-5.26941150660785
1152325.234109133435-2.234109133435
1162422.21600627786211.78399372213790
1171422.2380243142653-8.2380243142653
1181922.6559242447950-3.65592424479497
1192422.29922931694801.70077068305203
1201319.7557930992512-6.75579309925122
1212225.4692733417253-3.46927334172529
1221620.7992801104402-4.79928011044015
1231923.2114188566167-4.21141885661666
1242522.48862674231042.51137325768959
1252524.01130728905060.988692710949376
1262321.42629833075431.57370166924572
1272425.2280272166323-1.22802721663230
1282623.63025946374482.36974053625522
1292621.48241089045244.5175891095476
1302524.44601232089950.553987679100513
1311822.5423535276884-4.54235352768841
1322119.51046542077821.48953457922181
1332623.58927142389092.41072857610911
1342321.55460308322951.44539691677054
1352319.42533263379243.57466736620763
1362223.0113803242479-1.01138032424792
1372022.1846103122476-2.18461031224758
1381322.0702745128170-9.07027451281704
1392421.34997159846692.65002840153305
1401521.7174055264794-6.71740552647938
1411423.2438706188646-9.2438706188646
1422220.31586629052911.68413370947092
1431018.1419112607927-8.14191126079268
1442424.2871658173622-0.28716581736218
1452222.0655848506515-0.0655848506514869
1462426.0938258262539-2.09382582625388
1471921.9372414925515-2.93724149255154
1482023.3835644028641-3.38356440286408
1491316.4397959186471-3.43979591864706
1502020.068150458816-0.0681504588159815
1512223.4284855943632-1.42848559436321
1522423.61638190327860.383618096721361
1532923.7900596853975.20994031460298
1541220.7579915835694-8.75799158356937
1552021.284389716979-1.28438971697900
1562121.2025064249695-0.202506424969506
1572423.81392119969790.186078800302076
1582222.0253632882414-0.0253632882413528
1592017.85711807469912.14288192530085


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
150.910952404085670.1780951918286590.0890475959143296
160.8719804734681230.2560390530637530.128019526531877
170.8042686710876470.3914626578247050.195731328912353
180.8337641647236890.3324716705526220.166235835276311
190.7571437697566830.4857124604866340.242856230243317
200.7816483364017020.4367033271965970.218351663598299
210.723861243473020.552277513053960.27613875652698
220.652161982398570.6956760352028610.347838017601430
230.5726633092118140.8546733815763710.427336690788186
240.5861428002619160.8277143994761670.413857199738084
250.7414110631144720.5171778737710560.258588936885528
260.6776374739570330.6447250520859340.322362526042967
270.6080045122562320.7839909754875350.391995487743768
280.5969709657651450.806058068469710.403029034234855
290.5258358474491820.9483283051016360.474164152550818
300.4526997098213760.9053994196427530.547300290178624
310.4773982292800020.9547964585600050.522601770719998
320.4102706692918060.8205413385836120.589729330708194
330.6621384343692260.6757231312615480.337861565630774
340.6166384385416560.7667231229166870.383361561458344
350.5740599940717290.8518800118565410.425940005928271
360.5114364311452440.9771271377095120.488563568854756
370.4883474166299520.9766948332599050.511652583370048
380.4261913826403050.852382765280610.573808617359695
390.3855031682210570.7710063364421130.614496831778943
400.3536248979175950.707249795835190.646375102082405
410.5166385960749120.9667228078501760.483361403925088
420.4575796031155130.9151592062310270.542420396884487
430.4136920446428150.827384089285630.586307955357185
440.3599765236402110.7199530472804220.640023476359789
450.3152131684641650.630426336928330.684786831535835
460.2930933098299830.5861866196599650.706906690170017
470.2785221319620220.5570442639240440.721477868037978
480.2670623403419890.5341246806839790.73293765965801
490.2238589094867990.4477178189735980.776141090513201
500.2110857055083550.422171411016710.788914294491645
510.1790316183604840.3580632367209670.820968381639516
520.1562195235576410.3124390471152820.84378047644236
530.2486740899148080.4973481798296150.751325910085192
540.27191485429930.54382970859860.7280851457007
550.2648381020810690.5296762041621380.735161897918931
560.3342043325474850.6684086650949710.665795667452515
570.3207773305820860.6415546611641720.679222669417914
580.2806323654992120.5612647309984240.719367634500788
590.3033344799169160.6066689598338320.696665520083084
600.326888374073780.653776748147560.67311162592622
610.2927484786399500.5854969572799010.70725152136005
620.2513900772540900.5027801545081810.74860992274591
630.2882737382349710.5765474764699430.711726261765029
640.2480017952436870.4960035904873750.751998204756313
650.2106103631473360.4212207262946730.789389636852664
660.2011944712306370.4023889424612740.798805528769363
670.1849194491427370.3698388982854740.815080550857263
680.1870771404848330.3741542809696650.812922859515167
690.1654304776853150.3308609553706300.834569522314685
700.1363734214530620.2727468429061240.863626578546938
710.1140236170500830.2280472341001660.885976382949917
720.09259549199204180.1851909839840840.907404508007958
730.08491273501998870.1698254700399770.915087264980011
740.06870950797279140.1374190159455830.931290492027209
750.05731665265320190.1146333053064040.942683347346798
760.04490676782866030.08981353565732050.95509323217134
770.03628120722604490.07256241445208970.963718792773955
780.02936422974454360.05872845948908720.970635770255456
790.04347561031746950.0869512206349390.95652438968253
800.03573889967440080.07147779934880160.9642611003256
810.03393192810525410.06786385621050830.966068071894746
820.02770323002897090.05540646005794190.97229676997103
830.02111574117537740.04223148235075480.978884258824623
840.01684322487924820.03368644975849630.983156775120752
850.01390753370936250.02781506741872490.986092466290638
860.01235201998375560.02470403996751120.987647980016244
870.009121197971889840.01824239594377970.99087880202811
880.01231613227091920.02463226454183850.98768386772908
890.00944254097797950.01888508195595900.99055745902202
900.01118855215509410.02237710431018820.988811447844906
910.01174991982444350.0234998396488870.988250080175556
920.01055593996455680.02111187992911360.989444060035443
930.00903036213011180.01806072426022360.990969637869888
940.007431582921171260.01486316584234250.992568417078829
950.01377391799745190.02754783599490370.986226082002548
960.01101159043989820.02202318087979640.988988409560102
970.01018047399534070.02036094799068150.98981952600466
980.00757179988845360.01514359977690720.992428200111546
990.00548598702625890.01097197405251780.994514012973741
1000.004059026516962450.00811805303392490.995940973483038
1010.002908874290788320.005817748581576650.997091125709212
1020.002003864287638070.004007728575276140.997996135712362
1030.002154030274295830.004308060548591660.997845969725704
1040.001622749237575240.003245498475150490.998377250762425
1050.007481117524037350.01496223504807470.992518882475963
1060.01173297792077500.02346595584155010.988267022079225
1070.01114822851969040.02229645703938070.98885177148031
1080.01412479682610950.0282495936522190.98587520317389
1090.01053075645804420.02106151291608830.989469243541956
1100.007509778497235330.01501955699447070.992490221502765
1110.005305572843806230.01061114568761250.994694427156194
1120.01481731582583040.02963463165166070.98518268417417
1130.01244794147535720.02489588295071450.987552058524643
1140.01571316257928830.03142632515857660.984286837420712
1150.01245017887720140.02490035775440290.987549821122799
1160.009549473778547420.01909894755709480.990450526221453
1170.03903279479461510.07806558958923010.960967205205385
1180.03631025902865510.07262051805731020.963689740971345
1190.03015275226836040.06030550453672080.96984724773164
1200.05553186020893220.1110637204178640.944468139791068
1210.05242840845979280.1048568169195860.947571591540207
1220.06442661819303780.1288532363860760.935573381806962
1230.05881392343197980.1176278468639600.94118607656802
1240.05620024421682550.1124004884336510.943799755783175
1250.0485435566702990.0970871133405980.951456443329701
1260.03568177831539730.07136355663079470.964318221684603
1270.02547686528839000.05095373057678010.97452313471161
1280.02497964481874750.04995928963749490.975020355181253
1290.0388028939823760.0776057879647520.961197106017624
1300.02996200454405230.05992400908810450.970037995455948
1310.02456926250371490.04913852500742990.975430737496285
1320.01929227276532760.03858454553065520.980707727234672
1330.01617175476651620.03234350953303240.983828245233484
1340.01167618931648480.02335237863296960.988323810683515
1350.01712543606056190.03425087212112380.982874563939438
1360.01068470145416430.02136940290832860.989315298545836
1370.006361122659351490.01272224531870300.993638877340649
1380.02147609255685530.04295218511371070.978523907443145
1390.03253666467815420.06507332935630850.967463335321846
1400.02564654773474330.05129309546948660.974353452265257
1410.08979870892414680.1795974178482940.910201291075853
1420.0518632442750280.1037264885500560.948136755724972
1430.1572617930210370.3145235860420740.842738206978963
1440.1003605200639180.2007210401278350.899639479936082


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level50.0384615384615385NOK
5% type I error level430.330769230769231NOK
10% type I error level600.461538461538462NOK