Multiple Linear Regression - Estimated Regression Equation
Review[t] = + 24.8712210910794 + 0.000181483338713392Grootte[t] + 0.000228445322752162Tijd[t] + 0.0183647958759403Hyperlinks[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)24.87122109107948.8039112.8250.005330.002665
Grootte0.0001814833387133920.0001811.00510.3163840.158192
Tijd0.0002284453227521620.0002141.06890.2867260.143363
Hyperlinks0.01836479587594030.1893240.0970.9228460.461423


Multiple Linear Regression - Regression Statistics
Multiple R0.27808746920463
R-squared0.0773326405286362
Adjusted R-squared0.0600326275385481
F-TEST (value)4.4700914717777
F-TEST (DF numerator)3
F-TEST (DF denominator)160
p-value0.00481798674128575
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation51.769892551807
Sum Squared Residuals428819.483972103


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
17070.695051286215-0.695051286215051
24456.6655760207152-12.6655760207152
33654.495830410402-18.495830410402
411959.188053290002159.8119467099979
53043.6366643965436-13.6366643965436
62342.9890359895146-19.9890359895146
74677.8904846934162-31.8904846934162
83930.6676713733168.33232862668401
95853.53403859176764.4659614082324
105150.26463815923720.735361840762817
116561.43760730026163.56239269973845
124050.9530981981258-10.9530981981258
134248.0872207541104-6.08722075411035
147656.23978294200919.760217057991
153148.7062301265927-17.7062301265927
168368.500575232686714.4994247673133
173671.3807616090469-35.3807616090469
186256.95378337684655.04621662315352
192860.1085756789452-32.1085756789452
203858.2961046628857-20.2961046628857
217064.13284035702335.86715964297673
227660.944384146292115.0556158537079
233344.1491401220422-11.1491401220422
244054.6177288212204-14.6177288212204
2512653.399187438729272.6008125612708
265655.24561353312610.754386466873932
276360.26551061887622.73448938112382
284659.3609010152178-13.3609010152178
293541.2649621011479-6.26496210114793
3010862.862701604903645.1372983950964
313472.6441205576352-38.6441205576352
325449.82231640592424.17768359407576
333567.5691043732682-32.5691043732682
342335.9308858249931-12.9308858249931
354678.2355236917148-32.2355236917148
364947.44500537826881.55499462173121
375668.3656856888103-12.3656856888103
383848.9670445335209-10.9670445335209
391940.9010548321719-21.9010548321719
402962.7798526828287-33.7798526828287
412659.8493860090769-33.8493860090769
425243.96465648266168.03534351733843
435458.171215523093-4.17121552309303
444540.57712766636974.42287233363025
455647.4257575874658.57424241253496
4659659.6357620393597536.36423796064
475744.265712595412.7342874046
485555.6882607685731-0.688260768573136
499978.251023692730520.7489763072695
505153.6991642461741-2.69916424617408
512155.0297358378506-34.0297358378506
522029.5174741896529-9.51747418965294
535868.6413232412431-10.6413232412431
542136.9003795719178-15.9003795719178
556641.735470737085624.2645292629144
564760.0475280200725-13.0475280200725
575570.1359519757152-15.1359519757152
5815877.843796408123280.1562035918768
594673.6605750477553-27.6605750477553
604547.6546586951928-2.65465869519275
614680.975320600226-34.975320600226
6211782.213222987673934.7867770123261
635644.977554950823411.0224450491766
643056.1158707582504-26.1158707582503
654562.6987106497334-17.6987106497334
663853.2547309518906-15.2547309518906
673356.9077088086677-23.9077088086677
686155.72739961317085.27260038682916
696355.97472562744187.02527437255824
704151.9586793145028-10.9586793145028
713350.8111532107482-17.8111532107482
723634.89597730812081.10402269187916
733553.5528083073362-18.5528083073362
747352.951427583859720.0485724161403
754650.0140825733455-4.01408257334547
765458.3999596529742-4.39995965297421
772468.1747384589728-44.1747384589728
782778.6784060530191-51.6784060530191
793246.0737866672181-14.0737866672181
805247.31614800861144.68385199138857
813144.0349408326441-13.0349408326441
828964.502911378475824.4970886215242
833647.5779068971215-11.5779068971215
843756.3170461169792-19.3170461169792
853148.9761150993781-17.9761150993781
8614233.913900589908108.086099410092
874452.2152616587177-8.21526165871772
8822257.4531826743298164.54681732567
895256.3774387176652-4.37743871766515
905158.8474741925728-7.8474741925728
914545.5285552897729-0.528555289772925
925160.4022768150346-9.40227681503464
936444.028855631907419.9711443680926
946651.04712149162614.952878508374
958159.644041035544121.3559589644559
964359.1666395280459-16.1666395280459
974576.4631783336326-31.4631783336326
983581.8250077162127-46.8250077162127
999766.935116051570930.0648839484291
1004185.8657755163921-44.8657755163921
1014461.6517672705996-17.6517672705996
1026175.3845649362792-14.3845649362792
1033541.1624192370777-6.16241923707768
1044338.19537384333634.8046261566637
1055747.73880854954439.26119145045571
1063259.2034944891641-27.2034944891641
1076659.39917362402296.60082637597707
1083262.2052552916023-30.2052552916023
1092477.1083657511846-53.1083657511846
1105540.604999680377714.3950003196223
1113867.8409402139382-29.8409402139382
1124352.6108328684095-9.6108328684095
113926.6195555155274-17.6195555155274
1143651.4085208798485-15.4085208798485
1152535.6290529248706-10.6290529248706
1167837.005634690145740.9943653098543
1174272.6122889522536-30.6122889522535
118226.6126134564479-24.6126134564479
1194663.2425000972125-17.2425000972125
1202231.154465160324-9.15446516032399
12113162.512337500134868.4876624998652
1225156.3329877956169-5.33298779561688
1236740.327072942057526.6729270579425
1243846.5169027861691-8.51690278616912
1255229.951562103670522.0484378963295
1266449.298356353936314.7016436460637
1277561.454699058589213.5453009414108
1283760.1207349953934-23.1207349953934
12910770.093567615311136.9064323846889
1308472.64096488694511.359035113055
1316893.5922229546078-25.5922229546078
1323053.9852717817198-23.9852717817198
1333143.1110061122416-12.1110061122416
13410954.287790049415154.7122099505849
13510873.192571065291434.8074289347086
1363338.1849619043784-5.18496190437837
13710668.75513678631837.244863213682
1385043.70556102660996.29443897339006
1395262.324913012451-10.324913012451
14013448.343953153232185.6560468467679
1413936.06927023743772.93072976256234
1427862.278245533817215.7217544661828
1434062.1163879069016-22.1163879069016
1443734.4134168554252.58658314457495
1454159.1825785082235-18.1825785082235
1469547.789764144292847.2102358557072
1473765.9567961766933-28.9567961766933
1483872.8848513452672-34.8848513452672
149024.8712210910794-24.8712210910794
150027.8729448713778-27.8729448713778
151024.8712210910794-24.8712210910794
152024.8712210910794-24.8712210910794
153024.8712210910794-24.8712210910794
154024.8712210910794-24.8712210910794
1553648.5800205071783-12.5800205071783
1566558.90499380674126.09500619325884
157024.8712210910794-24.8712210910794
158024.8712210910794-24.8712210910794
159026.2495188702628-26.2495188702628
160731.1449794344529-24.1449794344529
161327.3909946920051-24.3909946920051
1625331.849983921273921.1500160787261
163024.8712210910794-24.8712210910794
1642544.1378173337735-19.1378173337735


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
70.03117074106566490.06234148213132980.968829258934335
80.01905605361223860.03811210722447710.980943946387761
90.005235784495837460.01047156899167490.994764215504162
100.001457474552875080.002914949105750170.998542525447125
110.0008673407622005930.001734681524401190.999132659237799
120.0007442422913254230.001488484582650850.999255757708675
130.0002106405485552660.0004212810971105320.999789359451445
140.000134201733695810.000268403467391620.999865798266304
155.99595726307378e-050.0001199191452614760.999940040427369
162.89137968572658e-055.78275937145317e-050.999971086203143
176.80389943214933e-050.0001360779886429870.999931961005678
183.36222984216537e-056.72445968433074e-050.999966377701578
190.0001356658052550020.0002713316105100040.999864334194745
200.0001113477302209180.0002226954604418360.999888652269779
215.5387585496253e-050.0001107751709925060.999944612414504
222.86207107816885e-055.7241421563377e-050.999971379289218
231.13076741899623e-052.26153483799246e-050.99998869232581
245.65194314703584e-061.13038862940717e-050.999994348056853
254.0832783632458e-058.16655672649159e-050.999959167216368
261.75758001468909e-053.51516002937818e-050.999982424199853
277.89914164514358e-061.57982832902872e-050.999992100858355
283.97595433620531e-067.95190867241062e-060.999996024045664
291.730464690075e-063.46092938015001e-060.99999826953531
303.51416914932139e-067.02833829864278e-060.999996485830851
311.62613457965919e-063.25226915931838e-060.99999837386542
327.32029107808501e-071.464058215617e-060.999999267970892
334.58938565849222e-079.17877131698443e-070.999999541061434
341.85017361255453e-073.70034722510906e-070.999999814982639
351.45785025312438e-072.91570050624875e-070.999999854214975
365.78137318154511e-081.15627463630902e-070.999999942186268
372.46082096138278e-084.92164192276556e-080.99999997539179
381.13044979635981e-082.26089959271961e-080.999999988695502
395.99920069338934e-091.19984013867787e-080.999999994000799
404.4319635509521e-098.8639271019042e-090.999999995568036
412.75064592346271e-095.50129184692542e-090.999999997249354
421.04250515119602e-092.08501030239203e-090.999999998957495
434.91474490004878e-109.82948980009756e-100.999999999508525
441.82197923325826e-103.64395846651652e-100.999999999817802
451.0920326782271e-102.18406535645421e-100.999999999890797
4615.46227729081711e-162.73113864540856e-16
470.9999999999999991.33300442127444e-156.66502210637218e-16
480.9999999999999983.43005088934515e-151.71502544467257e-15
490.9999999999999975.60816104513648e-152.80408052256824e-15
500.9999999999999931.38853492353074e-146.94267461765368e-15
510.9999999999999892.25094843828566e-141.12547421914283e-14
520.9999999999999735.42844692949118e-142.71422346474559e-14
530.9999999999999371.25672192910828e-136.28360964554139e-14
540.9999999999998752.49156681507787e-131.24578340753893e-13
550.9999999999997714.58538623176201e-132.292693115881e-13
560.9999999999995119.77679888003552e-134.88839944001776e-13
570.9999999999992861.42797313665274e-127.1398656832637e-13
580.9999999999999051.90108445068085e-139.50542225340425e-14
590.9999999999998293.42120374866348e-131.71060187433174e-13
600.9999999999996237.53377958515257e-133.76688979257628e-13
610.9999999999995798.41379150830567e-134.20689575415283e-13
620.9999999999993721.25684525132116e-126.28422625660582e-13
630.9999999999986422.71568895910949e-121.35784447955474e-12
640.9999999999978194.36109220553618e-122.18054610276809e-12
650.9999999999957928.41573300891623e-124.20786650445811e-12
660.9999999999916561.66876625710526e-118.34383128552629e-12
670.999999999988552.29002706552325e-111.14501353276163e-11
680.9999999999751754.96500390484977e-112.48250195242488e-11
690.9999999999484971.03006768787825e-105.15033843939123e-11
700.9999999998956722.08656055879129e-101.04328027939565e-10
710.9999999998046613.90678822972152e-101.95339411486076e-10
720.9999999995926448.14711148351121e-104.0735557417556e-10
730.9999999992675221.46495601870156e-097.32478009350778e-10
740.9999999987364982.52700476769789e-091.26350238384894e-09
750.9999999974608785.07824474438323e-092.53912237219161e-09
760.999999995020449.95911997997305e-094.97955998998653e-09
770.9999999951101589.77968345274091e-094.88984172637046e-09
780.9999999975528464.89430826144917e-092.44715413072459e-09
790.9999999953560479.28790615465869e-094.64395307732935e-09
800.9999999908915471.82169050988505e-089.10845254942527e-09
810.9999999832299653.35400699275627e-081.67700349637814e-08
820.9999999725748285.48503430983317e-082.74251715491659e-08
830.9999999509683129.80633760619039e-084.9031688030952e-08
840.9999999150302311.69939538689379e-078.49697693446896e-08
850.9999998538078832.92384234286178e-071.46192117143089e-07
860.9999999931960891.36078226535046e-086.80391132675229e-09
870.9999999866907412.66185181111773e-081.33092590555887e-08
880.9999999999998562.87717925918111e-131.43858962959055e-13
890.9999999999996447.12979953810361e-133.5648997690518e-13
900.9999999999991441.71221042105044e-128.5610521052522e-13
910.9999999999979254.15070927883687e-122.07535463941844e-12
920.9999999999952049.5912132749736e-124.7956066374868e-12
930.9999999999914371.71269349766101e-118.56346748830505e-12
940.9999999999827493.45009930405985e-111.72504965202993e-11
950.9999999999716995.66016345145808e-112.83008172572904e-11
960.9999999999385211.22959045413721e-106.14795227068606e-11
970.9999999999003711.99257791119163e-109.96288955595814e-11
980.9999999999143231.71353352843424e-108.5676676421712e-11
990.9999999998901792.19643069894238e-101.09821534947119e-10
1000.9999999999337461.3250707596561e-106.62535379828049e-11
1010.9999999998550962.89808062755107e-101.44904031377553e-10
1020.9999999997129645.74071354940282e-102.87035677470141e-10
1030.9999999993549531.29009335203121e-096.45046676015604e-10
1040.9999999986027192.79456201977515e-091.39728100988757e-09
1050.9999999970884465.8231078529484e-092.9115539264742e-09
1060.999999996740766.5184797697372e-093.2592398848686e-09
1070.9999999932032971.35934069208151e-086.79670346040755e-09
1080.9999999908680091.82639822826886e-089.13199114134428e-09
1090.9999999923234591.53530813920977e-087.67654069604884e-09
1100.9999999849203913.01592174650366e-081.50796087325183e-08
1110.9999999791741994.16516024375478e-082.08258012187739e-08
1120.9999999573767168.52465682752318e-084.26232841376159e-08
1130.9999999146230241.70753951592177e-078.53769757960886e-08
1140.9999998406474863.18705026935626e-071.59352513467813e-07
1150.9999996744620616.51075878857519e-073.25537939428759e-07
1160.9999997355658075.28868385593727e-072.64434192796864e-07
1170.9999997321141055.35771789994652e-072.67885894997326e-07
1180.9999995093132099.81373581410893e-074.90686790705446e-07
1190.9999992154322941.56913541175951e-067.84567705879753e-07
1200.9999983945526843.21089463280256e-061.60544731640128e-06
1210.9999995415009819.16998038631286e-074.58499019315643e-07
1220.999999048550861.9028982808201e-069.51449140410048e-07
1230.9999987540751172.49184976597741e-061.2459248829887e-06
1240.999997417502865.16499427915024e-062.58249713957512e-06
1250.9999967601878586.47962428370322e-063.23981214185161e-06
1260.9999943193845081.13612309838261e-055.68061549191307e-06
1270.9999889431997932.21136004137326e-051.10568002068663e-05
1280.9999851568579282.96862841444658e-051.48431420722329e-05
1290.9999849229287363.01541425286819e-051.50770712643409e-05
1300.9999711861837555.76276324900758e-052.88138162450379e-05
1310.999973668796455.26624070991506e-052.63312035495753e-05
1320.9999578548281018.42903437971362e-054.21451718985681e-05
1330.9999151318606490.0001697362787028518.48681393514255e-05
1340.999952040885479.59182290604379e-054.7959114530219e-05
1350.9999359113192910.0001281773614188766.4088680709438e-05
1360.999866863997660.000266272004680810.000133136002340405
1370.9998444496036970.0003111007926053740.000155550396302687
1380.9997046477797850.0005907044404298030.000295352220214902
1390.9994055805354460.001188838929108070.000594419464554035
1400.9999985191110332.96177793307858e-061.48088896653929e-06
1410.9999962827432727.43451345691275e-063.71725672845638e-06
1420.9999949282790041.01434419916316e-055.07172099581582e-06
1430.999988721823732.25563525390434e-051.12781762695217e-05
1440.9999724634365475.50731269069798e-052.75365634534899e-05
1450.9999243886463280.0001512227073439087.56113536719538e-05
1460.9999993550240471.28995190681613e-066.44975953408065e-07
1470.9999974959861115.0080277782605e-062.50401388913025e-06
1480.9999994329026361.13419472868737e-065.67097364343683e-07
1490.9999973671949065.26561018714726e-062.63280509357363e-06
1500.9999885289788362.29420423279173e-051.14710211639587e-05
1510.999950933020569.81339588798337e-054.90669794399169e-05
1520.9998002350043170.0003995299913652360.000199764995682618
1530.9992304722718990.001539055456201160.000769527728100582
1540.9972157116436910.005568576712617070.00278428835630853
1550.9939629759698950.01207404806021040.00603702403010518
1560.9879331238476920.02413375230461650.0120668761523082
1570.9578349785013470.08433004299730640.0421650214986532


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level1450.960264900662252NOK
5% type I error level1490.986754966887417NOK
10% type I error level1511NOK