Multiple Linear Regression - Estimated Regression Equation
Grootte[t] = + 3784.51410218301 + 0.360017897882307Tijd[t] + 836.903810623239Review[t] + 200.377528622736Hyperlinks[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)3784.514102183016180.9212950.61230.5412150.270608
Tijd0.3600178978823070.0743854.83993e-062e-06
Review836.903810623239235.1259323.55940.000490.000245
Hyperlinks200.37752862273669.9573492.86430.0047410.00237


Multiple Linear Regression - Regression Statistics
Multiple R0.826644604701013
R-squared0.683341302481293
Adjusted R-squared0.677403951902818
F-TEST (value)115.091957843716
F-TEST (DF numerator)3
F-TEST (DF denominator)160
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation29541.0952126192
Sum Squared Residuals139628209017.765


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
1140824135648.1219066175175.87809338284
2110459100279.68777293510179.3122270652
310507999101.30089081535977.69910918475
4112098103474.4737897458623.52621025515
54392977295.4005418238-33366.4005418238
67617360014.2174566116158.78254339
7187326158811.83378146128514.1662185386
82280722317.8729907025489.127009297541
914440898856.261338093745551.7386619063
106648589961.9948182207-23476.9948182207
1179089130762.004580527-51673.0045805271
1281625103599.99915932-21974.9991593198
136878873236.6337027625-4448.63370276251
14103297112608.496541016-9311.49654101564
156944699910.9422325235-30464.9422325235
16114948142748.867708796-27800.8677087956
17167949132525.0443831435423.9556168599
18125081107945.90100584217135.0989941583
19125818102121.36558611923696.6344138812
20136588130658.6763489835929.3236510167
21112431121612.650942975-9181.65094297512
22103037118757.595241082-15720.5952410815
238231779802.32832818682514.67167181321
24118906109856.9106123199049.08938768084
2583515100994.756591458-17479.756591458
26104581100641.6908145633939.30918543683
27103129124571.261640286-21442.2616402864
2883243118312.752589587-35069.752589587
293711067653.5295303652-30543.5295303652
30113344149775.491938826-36431.4919388262
31139165138938.165230873226.834769127042
3286652116457.705515967-29805.7055159673
33112302147607.868252523-35305.8682525227
346965253112.262536075616539.7374639244
35119442144602.566552339-25160.5665523389
366986790863.085952814-20996.085952814
37101629130154.422456709-28525.4224567089
387016893966.4042821308-23798.4042821307
393108147249.1626315561-16168.1626315561
40103925127417.241953069-23492.241953069
4192622107673.711168163-15051.7111681632
427901185313.2379729113-6302.23797291127
4393487100721.64390377-7234.64390377005
446452073189.4894945665-8669.48949456645
459347395732.9979255702-2259.9979255702
4611436078387.203939305535972.7960606945
473303250261.440886024-17229.440886024
4896125116636.971986575-20511.9719865752
49151911147068.1575885694842.84241143055
5089256106449.446316451-17193.4463164512
5195671120796.628009217-25125.6280092169
52595013952.681390266-8002.68139026598
53149695142498.4356915997196.56430840134
543255132096.4001924056454.59980759436
553170139011.841105263-7310.84110526299
56100087108899.95806877-8812.95806876971
57169707161124.89624758582.10375250036
58150491155498.000482493-5007.00048249258
59120192150744.056816017-30552.0568160168
609589383778.189682847212114.8103171528
61151715147745.5863600343969.41363996557
62176225160432.67464082815792.3253591719
635990090218.251731014-30318.251731014
64104767106467.886396412-1700.88639641191
65114799116169.274052102-1370.27405210186
6672128106596.324874082-34468.3248740823
67143592105764.5166927537827.4833072499
6889626116828.235215458-27202.2352154579
69131072115127.08216438215944.9178356176
7012681782018.6521373344798.34786267
7181351100482.360492516-19131.3604925159
722261836820.1838898568-14202.1838898568
7388977104653.278113287-15676.2781132873
749205993909.1193502808-1850.11935028076
758189795958.5196059439-14061.5196059439
7610814699226.94713717628919.05286282382
77126372130085.177148772-3713.17714877237
78249771117142.814544072132628.185455928
797115487156.7501576785-16002.7501576785
807157182707.3586525921-11136.3586525921
815591870069.7878627583-14151.7878627583
82160141137970.5603653822170.4396346201
833869257848.3867028198-19156.3867028198
84102812122348.538828121-19536.5388281214
855662242388.137334560114233.8626654399
861598640848.0805188496-24862.0805188496
8712353491050.646855330132483.3531446699
8810853595169.504687866513365.4953121335
8993879131302.93538675-37423.9353867497
90144551101580.97274695242970.0272530484
915675096059.0245801481-39309.0245801481
92127654114678.5421109212975.4578890801
936559482372.6358132748-16778.6358132748
945993885015.3214537757-25077.3214537757
95146975112787.74751297334187.2524870269
9614337298716.603670804544655.3963291955
97168553126852.34125753341700.6587424673
98183500155205.11958539228294.8804146078
99165986162386.7006672173599.29933278298
100184923171832.05763630613090.9423636941
101140358108792.67956975331565.3204302475
102149959150301.442379022-342.442379021692
1035722477588.2949468155-20364.2949468155
1044375036571.33674196837178.66325803165
1054802971374.0854544823-23345.0854544823
106104978128686.050455219-23708.0504552186
107100046106001.97143632-5955.97143631954
108101047114020.854397189-12973.8543971886
109197426105133.19270879792292.8072912033
11016090290404.700423153170497.2995768469
111147172123895.22097896823276.7790210319
112109432111998.567587219-2566.5675872186
11311688928.43526918691-7760.43526918691
1148324898131.2275390576-14883.2275390576
1152516228062.1998732271-2900.19987322706
1164572494590.706504301-48866.706504301
117110529163080.45429633-52551.4542963303
1188556970.0627364506-6115.0627364506
11910138295087.33110754696294.66889245309
1201411623030.5036500974-8914.50365009741
12189506119254.18642234-29748.1864223396
12213535697796.320424983537559.6795750165
12311606657833.415915042658232.5840849574
12414424482060.649399638862183.3506003612
125877318719.915311221-9946.91531122102
12610215379509.394365549222643.6056344508
127117440132241.209678668-14801.2096786676
128104128122894.410455909-18766.4104559086
129134238145478.913674967-11240.9136749674
130134047161677.490945778-27630.4909457779
131279488189513.53969384789974.4603061525
1327975699407.9971485758-19651.9971485758
1336608966034.866538342854.1334616571783
13410207091037.675070343711032.3249296563
135146760150240.951487579-3480.95148757854
13615477146212.3704193332108558.629580667
137165933127132.34304470738800.6569552933
1386459380579.9189270801-15986.9189270801
13992280119195.821436796-26915.821436796
14067150109265.62780876-42115.6278087602
14112869294887.780713067233804.2192869328
142124089108392.80646112815696.1935388717
143125386129688.014090043-4302.01409004339
1443723828490.08968804998747.91031195014
145140015128986.74184873711028.258151263
14615004799357.01448039550689.985519605
147154451113362.44635179841088.5536482018
148156349141203.8210449615145.1789550401
14903784.51410218301-3784.51410218301
15060237649.62408715469-1626.62408715469
15103784.51410218301-3784.51410218301
15203784.51410218301-3784.51410218301
15303784.51410218301-3784.51410218301
15403784.51410218301-3784.51410218301
1558460197745.1927172674-13144.1927172674
15668946140838.767901512-71892.7679015119
15703784.51410218301-3784.51410218301
15803784.51410218301-3784.51410218301
15916446515.05525042983-4871.05525042983
160617918317.5659929453-12138.5659929453
16139267983.88777543176-4057.88777543176
1625278952427.1519742875361.848025712511
16303784.51410218301-3784.51410218301
16410035073077.612648427627272.3873515724


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
70.3019404986387490.6038809972774990.698059501361251
80.259514529118930.5190290582378590.74048547088107
90.3661560137806750.7323120275613510.633843986219325
100.3514788547317870.7029577094635740.648521145268213
110.5952097371386060.8095805257227870.404790262861394
120.5066110949137060.9867778101725880.493388905086294
130.4044060389667450.8088120779334910.595593961033255
140.3186772736653740.6373545473307480.681322726334626
150.2605595956166070.5211191912332140.739440404383393
160.1961833486037430.3923666972074850.803816651396257
170.1474033994331990.2948067988663990.852596600566801
180.1475841541324540.2951683082649080.852415845867546
190.1149441151058850.2298882302117690.885055884894115
200.08471311506522850.1694262301304570.915286884934772
210.0583128902657940.1166257805315880.941687109734206
220.04408459045326160.08816918090652320.955915409546738
230.02882041802734370.05764083605468750.971179581972656
240.02620081502936740.05240163005873480.973799184970633
250.02453863800871790.04907727601743570.975461361991282
260.01622673514908880.03245347029817750.983773264850911
270.01318541155555820.02637082311111640.986814588444442
280.01526231176723680.03052462353447360.984737688232763
290.01628178096762180.03256356193524350.983718219032378
300.01281756635284850.0256351327056970.987182433647152
310.009467757355959550.01893551471191910.99053224264404
320.0127035517361650.02540710347233010.987296448263835
330.01072106941512790.02144213883025580.989278930584872
340.0132400049100770.0264800098201540.986759995089923
350.01393481810496060.02786963620992110.986065181895039
360.009821569272576190.01964313854515240.990178430727424
370.007225156847682390.01445031369536480.992774843152318
380.006474962707721090.01294992541544220.993525037292279
390.005654140491590240.01130828098318050.99434585950841
400.004623238325208070.009246476650416140.995376761674792
410.003171155632030420.006342311264060830.99682884436797
420.0020513771562890.004102754312578010.997948622843711
430.001386557454369560.002773114908739130.99861344254563
440.0008768800591697560.001753760118339510.99912311994083
450.0009439834732805650.001887966946561130.999056016526719
460.002287746973246990.004575493946493990.997712253026753
470.001675649894015570.003351299788031140.998324350105984
480.001261417577094310.002522835154188620.998738582422906
490.001004755324864580.002009510649729160.998995244675135
500.0007186994324382210.001437398864876440.999281300567562
510.0005578021420106230.001115604284021250.999442197857989
520.0004323842612084580.0008647685224169170.999567615738791
530.0003440119547738950.0006880239095477910.999655988045226
540.0002117907277453390.0004235814554906780.999788209272255
550.000136714443618560.000273428887237120.999863285556381
568.49460135667128e-050.0001698920271334260.999915053986433
578.30346992811801e-050.000166069398562360.999916965300719
585.44015967344765e-050.0001088031934689530.999945598403266
595.95044084300475e-050.0001190088168600950.99994049559157
604.25508256892021e-058.51016513784043e-050.999957449174311
613.03409448089921e-056.06818896179843e-050.999969659055191
621.94240655608655e-053.8848131121731e-050.999980575934439
631.84835857569116e-053.69671715138232e-050.999981516414243
641.09332593524989e-052.18665187049978e-050.999989066740647
656.6129553985644e-061.32259107971288e-050.999993387044601
669.00885500838896e-061.80177100167779e-050.999990991144992
671.62483585456709e-053.24967170913417e-050.999983751641454
681.4842213099681e-052.96844261993619e-050.9999851577869
699.63767778094736e-061.92753555618947e-050.999990362322219
702.86731469720913e-055.73462939441825e-050.999971326853028
712.07707387483687e-054.15414774967373e-050.999979229261252
721.43966796387946e-052.87933592775892e-050.999985603320361
739.71999303525589e-061.94399860705118e-050.999990280006965
745.68932968105504e-061.13786593621101e-050.999994310670319
754.01988507387782e-068.03977014775564e-060.999995980114926
762.65307223857145e-065.30614447714289e-060.999997346927761
771.52740104241136e-063.05480208482272e-060.999998472598958
780.03617076261688380.07234152523376770.963829237383116
790.03021470755111570.06042941510223140.969785292448884
800.02423127653880570.04846255307761150.975768723461194
810.01984210248365990.03968420496731980.98015789751634
820.01809761924985010.03619523849970010.98190238075015
830.01559656443597420.03119312887194840.984403435564026
840.01332326691256410.02664653382512810.986676733087436
850.01047653678850570.02095307357701140.989523463211494
860.009823834828415990.0196476696568320.990176165171584
870.01082644676633960.02165289353267920.98917355323366
880.008592570916785550.01718514183357110.991407429083214
890.01157824562595060.02315649125190120.988421754374049
900.01727711294019460.03455422588038910.982722887059805
910.02336972388546770.04673944777093550.976630276114532
920.01918615805752030.03837231611504060.98081384194248
930.0163599354603070.0327198709206140.983640064539693
940.01569794127507310.03139588255014620.984302058724927
950.01715766216599390.03431532433198780.982842337834006
960.02409149482667090.04818298965334180.975908505173329
970.03093950761426660.06187901522853330.969060492385733
980.03016823762498340.06033647524996690.969831762375017
990.02356404469730810.04712808939461630.976435955302692
1000.02635976211977390.05271952423954780.973640237880226
1010.02683770166470740.05367540332941470.973162298335293
1020.0207231199216680.0414462398433360.979276880078332
1030.02024887492711970.04049774985423940.97975112507288
1040.01538244341559540.03076488683119080.984617556584405
1050.01419709968776280.02839419937552550.985802900312237
1060.01208172191003040.02416344382006070.98791827808997
1070.009525628537249590.01905125707449920.99047437146275
1080.007590886920334160.01518177384066830.992409113079666
1090.05903439983791070.1180687996758210.940965600162089
1100.1357003614225190.2714007228450380.864299638577481
1110.1301362569438830.2602725138877660.869863743056117
1120.1088977504969670.2177955009939350.891102249503033
1130.08970139928777130.1794027985755430.910298600712229
1140.0776693499969220.1553386999938440.922330650003078
1150.06164553750212930.1232910750042590.938354462497871
1160.1356338516107670.2712677032215350.864366148389233
1170.1733364513068020.3466729026136050.826663548693198
1180.1444036811241720.2888073622483440.855596318875828
1190.1204458761463010.2408917522926020.879554123853699
1200.1006369957474850.2012739914949690.899363004252515
1210.0960461846077460.1920923692154920.903953815392254
1220.09504662541712950.1900932508342590.904953374582871
1230.1265840347490490.2531680694980980.873415965250951
1240.2140955202016490.4281910404032970.785904479798351
1250.1814110509830990.3628221019661980.818588949016901
1260.1590669825831020.3181339651662040.840933017416898
1270.1391805278017980.2783610556035970.860819472198202
1280.1415238161990040.2830476323980090.858476183800996
1290.1162189102836070.2324378205672130.883781089716393
1300.1072708288332840.2145416576665690.892729171166716
1310.5865998024562180.8268003950875650.413400197543782
1320.5434407487755350.913118502448930.456559251224465
1330.4971810208476220.9943620416952440.502818979152378
1340.4416057136713960.8832114273427920.558394286328604
1350.3938069082226910.7876138164453820.606193091777309
1360.8758107134778930.2483785730442130.124189286522107
1370.9118339197110380.1763321605779240.0881660802889619
1380.9004498659217180.1991002681565640.099550134078282
1390.8784667545838310.2430664908323380.121533245416169
1400.9435501253413490.1128997493173010.0564498746586506
1410.9441965837574390.1116068324851220.0558034162425608
1420.9388098227046480.1223803545907030.0611901772953516
1430.9937168300024530.01256633999509370.00628316999754684
1440.9907950557508080.01840988849838330.00920494424919163
1450.9840068087396690.0319863825206630.0159931912603315
1460.9791516214134970.04169675717300540.0208483785865027
1470.9940620433734610.01187591325307850.00593795662653925
1480.994964667760690.0100706644786190.0050353322393095
1490.989610157439320.02077968512136080.0103898425606804
1500.9796765259290070.04064694814198550.0203234740709928
1510.9612225119630040.07755497607399140.0387774880369957
1520.929399266947580.1412014661048390.0706007330524196
1530.8777817744661890.2444364510676210.122218225533811
1540.7996375794320090.4007248411359830.200362420567991
1550.6988983678007620.6022032643984760.301101632199238
1560.9993491557884520.001301688423096710.000650844211548355
1570.9951225570471860.009754885905627530.00487744295281377


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level400.264900662251656NOK
5% type I error level880.582781456953642NOK
10% type I error level980.649006622516556NOK