Multiple Linear Regression - Estimated Regression Equation
Review[t] = + 24.8791505123095 + 0.000180608151104009Grootte[t] + 0.000226734023499813Tijd[t] + 0.0200528413238195Hyperlinks[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)24.87915051230958.8056452.82540.0053250.002662
Grootte0.0001806081511040090.00018110.3188110.159405
Tijd0.0002267340234998130.0002141.06070.2904340.145217
Hyperlinks0.02005284132381950.1893620.10590.9157970.457898


Multiple Linear Regression - Regression Statistics
Multiple R0.277573229094232
R-squared0.0770468975097992
Adjusted R-squared0.0597415268381079
F-TEST (value)4.45219573573395
F-TEST (DF numerator)3
F-TEST (DF denominator)160
p-value0.00493090430652543
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation51.7800847809825
Sum Squared Residuals428988.348788118


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
17070.6378440493058-0.637844049305819
24456.6260640743859-12.6260640743859
33654.4365015488341-18.4365015488341
411959.180192390553659.8198076094464
53043.6122658655054-13.6122658655054
62342.9469112610555-19.9469112610555
74677.7699909522793-31.7699909522793
83930.65235308420198.34764691579808
95853.47975822312614.52024177687395
105150.22647933879240.773520661207644
116561.37767890556163.6223210944384
124050.9277297927164-10.9277297927164
134248.0460880228793-6.0460880228793
147656.25497896597119.745021034029
153148.6838453607134-17.6838453607134
168268.444174228382213.5558257716178
173671.3161564486221-35.3161564486221
186256.89221597380585.1077840261942
192860.1040460849149-32.1040460849149
203858.3032516989478-20.3032516989478
217064.06538158838285.93461841161718
227660.893455209827315.1065447901727
233344.1091449573317-11.1091449573317
244054.6251436498129-14.6251436498129
2512653.415403477951972.5845965220481
265655.19403912628250.805960873717484
276360.19904952101032.80095047898974
284659.3184768024556-13.3184768024556
293541.2471311280663-6.24713112806632
3010862.78775079082645.2122492091741
313472.508994377718-38.5089943777179
325449.84426788496954.15573211503053
333567.4637581780849-32.4637581780849
342335.9012656742942-12.9012656742942
354678.1533386613562-32.1533386613562
364947.40401058723611.59598941276393
375668.224552362492-12.2245523624919
383848.9408041050293-10.9408041050293
391940.8640502535348-21.8640502535348
402962.7135756808754-33.7135756808754
412659.7716640534344-33.7716640534344
425243.96576834377628.03423165622383
435458.0674532518498-4.06745325184985
444540.56691279472054.43308720527952
455647.35689897427768.64310102572244
4659659.5422415237584536.457758476242
475744.182692478114712.8173075218853
485555.6850861333905-0.685086133390498
499978.146251755661620.8537482443384
505153.7084825304404-2.70848253044036
512154.9972429018907-33.9972429018907
522029.5062592202937-9.50625922029374
535868.5996746923141-10.5996746923141
542136.8723007027531-15.8723007027531
556641.696318849646824.3036811503532
564760.0035030374095-13.0035030374095
575570.0421291667093-15.0421291667093
5815877.887516559219880.1124834407802
594673.6181567503617-27.6181567503617
604547.6230498090364-2.62304980903642
614680.8294085187052-34.8294085187052
6211782.124511350946634.8754886490533
635644.9473845860711.05261541393
643056.0751858675075-26.0751858675075
654562.6178009225684-17.6178009225684
663853.2157846111177-15.2157846111177
673356.879429082257-23.879429082257
686155.68342747490655.31657252509346
696356.00195866214526.99804133785478
704151.9310914159867-10.9310914159867
713350.7795959985905-17.7795959985905
723634.88723092425881.1127690757412
733553.494668956948-18.494668956948
747352.943317440725920.0566825592741
754650.0438227242022-4.04382272420216
765458.3706830281511-4.37068302815112
772468.0956255593182-44.0956255593182
782778.4743536542783-51.4743536542783
793246.094366572633-14.094366572633
805247.29849209800384.7015079019962
813144.0008493746831-13.0008493746831
828964.440503951131324.5594960488687
833647.5000672135179-11.5000672135179
843756.3450093289106-19.3450093289106
853148.9386075213276-17.9386075213276
8614233.9108553607253108.089144639275
874452.2068542106075-8.20685421060753
8822257.360981532521164.639018467479
895256.2543797309288-4.25437973092877
905158.8772773441513-7.8772773441513
914545.5013505637183-0.501350563718295
925160.4583488841916-9.4583488841916
936444.006300569535619.9936994304644
946651.037488942831314.9625110571687
958159.601807978944821.3981920210552
964359.1013060693619-16.1013060693619
974576.4082559427709-31.4082559427709
983581.7380392417773-46.7380392417773
999766.852546019403430.1474539805966
1004185.8492022825637-44.8492022825637
1014461.540061363332-17.540061363332
1026175.3290074689327-14.3290074689327
1033541.1136988327952-6.11369883279522
1044338.21413522927844.78586477072164
1055747.71628477683319.28371522316687
1063259.245672103627-27.245672103627
1076659.33262657465126.6673734253488
1083262.1612756234739-30.1612756234739
1092476.9046459638539-52.9046459638539
1105540.619949932487314.3800500675127
1113867.7185685239399-29.7185685239399
1124352.6184040584973-9.6184040584973
113926.6350355186234-17.6350355186234
1143651.4013608008424-15.4013608008424
1152535.6251752097574-10.6251752097574
1167837.055183858690240.9448161413098
1174272.564632622651-30.564632622651
118226.6152145504144-24.6152145504144
1194163.1415132136751-22.1415132136751
1202231.1933620640627-9.19336206406266
12113162.426863655804568.5731363441955
1225156.2731434538977-5.27314345389775
1236740.293135159104926.7068648408951
1243846.4989993193396-8.4989993193396
1255229.954893133723922.0451068662761
1266449.243647828762114.7563521712379
1277561.419146966211713.5808530337883
1283760.1263817175542-23.1263817175542
12910770.007855774141536.9921442258585
1308472.56651426457811.433485735422
1316893.454267908468-25.454267908468
1323053.9394055953823-23.9394055953823
1333143.0543131651317-12.0543131651317
13410954.260840116580354.7391598834197
13510873.129559728851934.8704402711481
1363338.1387530517402-5.13875305174021
13710668.695084949464337.3049150505357
1385043.70298075788866.29701924211142
1395262.2620834530904-10.2620834530904
14013448.373676088126285.6263239118738
1413936.08192581689842.91807418310155
1427862.211377735104515.7886222648955
1434062.1739774180138-22.1739774180138
1443734.39710989447312.60289010552686
1454159.1470168836156-18.1470168836156
1469547.753704146748547.2462958532515
1473765.8676289280797-28.8676289280797
1483872.8663971629378-34.8663971629378
149024.8791505123095-24.8791505123095
150027.870433301922-27.870433301922
151024.8791505123095-24.8791505123095
152024.8791505123095-24.8791505123095
153024.8791505123095-24.8791505123095
154024.8791505123095-24.8791505123095
1553648.5770095469372-12.5770095469372
1566558.89953190807816.1004680919219
157024.8791505123095-24.8791505123095
158024.8791505123095-24.8791505123095
159026.2588732904241-26.2588732904241
160731.1326373266483-24.1326373266483
161327.3874265977588-24.3874265977588
1625331.849750615554721.1502493844453
163024.8791505123095-24.8791505123095
1642544.1147456199938-19.1147456199938


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
70.03115166241661170.06230332483322330.968848337583388
80.01904083945003510.03808167890007020.980959160549965
90.005230522530003230.01046104506000650.994769477469997
100.001455707252679660.002911414505359320.99854429274732
110.000866128224943730.001732256449887460.999133871775056
120.0007430692246366750.001486138449273350.999256930775363
130.0002102629494263960.0004205258988527920.999789737050574
140.0001339355500081970.0002678711000163940.999866064449992
155.98281124005982e-050.0001196562248011960.9999401718876
162.74000501852791e-055.48001003705581e-050.999972599949815
176.5060687793502e-050.0001301213755870040.999934939312206
183.21247662101883e-056.42495324203766e-050.99996787523379
190.0001308355082564390.0002616710165128790.999869164491744
200.0001072806573890420.0002145613147780840.99989271934261
215.33847673512747e-050.0001067695347025490.999946615232649
222.77104508620905e-055.5420901724181e-050.999972289549138
231.09253350859642e-052.18506701719284e-050.999989074664914
245.45487266598474e-061.09097453319695e-050.999994545127334
253.99933543656136e-057.99867087312271e-050.999960006645634
261.72025722276015e-053.4405144455203e-050.999982797427772
277.7331383971166e-061.54662767942332e-050.999992266861603
283.87885203525846e-067.75770407051692e-060.999996121147965
291.68607485412681e-063.37214970825362e-060.999998313925146
303.46234280251554e-066.92468560503107e-060.999996537657198
311.59980952140634e-063.19961904281269e-060.999998400190479
327.19360694584096e-071.43872138916819e-060.999999280639305
334.49129564627445e-078.9825912925489e-070.999999550870435
341.80934578021963e-073.61869156043927e-070.999999819065422
351.4173734254858e-072.83474685097159e-070.999999858262657
365.61511994561722e-081.12302398912344e-070.9999999438488
372.38988692903511e-084.77977385807021e-080.99999997610113
381.09633128784452e-082.19266257568904e-080.999999989036687
395.81631048982128e-091.16326209796426e-080.99999999418369
404.28613728710957e-098.57227457421914e-090.999999995713863
412.65455062602344e-095.30910125204688e-090.99999999734545
421.00495478270334e-092.00990956540667e-090.999999998995045
434.73533500964994e-109.47067001929989e-100.999999999526466
441.75337977096171e-103.50675954192341e-100.999999999824662
451.04929847936177e-102.09859695872355e-100.99999999989507
4615.74747010102218e-162.87373505051109e-16
4711.40009413232967e-157.00047066164834e-16
480.9999999999999983.59990439417049e-151.79995219708525e-15
490.9999999999999975.87321010762927e-152.93660505381463e-15
500.9999999999999931.45297132932107e-147.26485664660533e-15
510.9999999999999882.35802929287269e-141.17901464643634e-14
520.9999999999999725.6839207299903e-142.84196036499515e-14
530.9999999999999341.31563349141534e-136.5781674570767e-14
540.999999999999872.60694508298125e-131.30347254149062e-13
550.999999999999764.79153416524146e-132.39576708262073e-13
560.999999999999491.02153303051481e-125.10766515257406e-13
570.9999999999992541.49225157707706e-127.46125788538532e-13
580.99999999999991.99796469550144e-139.9898234775072e-14
590.999999999999823.59899657157452e-131.79949828578726e-13
600.9999999999996047.91823595364872e-133.95911797682436e-13
610.9999999999995568.8883174479434e-134.4441587239717e-13
620.9999999999993381.32388375870937e-126.61941879354685e-13
630.9999999999985712.85718705619457e-121.42859352809729e-12
640.9999999999977054.59020063387228e-122.29510031693614e-12
650.9999999999955678.86517608558472e-124.43258804279236e-12
660.9999999999912081.7584043144978e-118.79202157248898e-12
670.9999999999879422.41160378688633e-111.20580189344317e-11
680.9999999999738875.22266691628155e-112.61133345814077e-11
690.9999999999458461.08308233602475e-105.41541168012374e-11
700.999999999890372.19259982081762e-101.09629991040881e-10
710.9999999997947764.10448184061209e-102.05224092030604e-10
720.9999999995724338.55134320228589e-104.27567160114294e-10
730.999999999230881.53823842650097e-097.69119213250485e-10
740.999999998674072.65185895663942e-091.32592947831971e-09
750.9999999973377655.32447048781531e-092.66223524390765e-09
760.9999999947836411.04327178433531e-085.21635892167653e-09
770.9999999948544721.02910553372882e-085.14552766864412e-09
780.9999999974169575.16608698928152e-092.58304349464076e-09
790.9999999951039559.7920901261359e-094.89604506306795e-09
800.9999999904083631.9183274549052e-089.59163727452598e-09
810.999999982346813.53063777545722e-081.76531888772861e-08
820.999999971189515.76209810978706e-082.88104905489353e-08
830.9999999484627961.03074407244415e-075.15372036222077e-08
840.9999999108043471.7839130499944e-078.91956524997198e-08
850.9999998465743663.06851268851358e-071.53425634425679e-07
860.999999992792571.44148603101769e-087.20743015508846e-09
870.9999999859186612.81626776153051e-081.40813388076525e-08
880.9999999999998463.07505000576495e-131.53752500288248e-13
890.999999999999627.61600469208437e-133.80800234604218e-13
900.9999999999990871.82679267319302e-129.1339633659651e-13
910.9999999999977894.42261992833631e-122.21130996416816e-12
920.9999999999949041.01922608360907e-115.09613041804534e-12
930.9999999999909181.81642184169279e-119.08210920846396e-12
940.9999999999817253.6550582835675e-111.82752914178375e-11
950.9999999999700865.98273519057383e-112.99136759528692e-11
960.9999999999350191.29962057463739e-106.49810287318695e-11
970.999999999894562.10878856525732e-101.05439428262866e-10
980.9999999999084861.83027589011246e-109.1513794505623e-11
990.9999999998834662.33067901789922e-101.16533950894961e-10
1000.9999999999295271.40946221750046e-107.0473110875023e-11
1010.9999999998457023.08595079486753e-101.54297539743376e-10
1020.9999999996939576.12085968191167e-103.06042984095584e-10
1030.999999999313561.3728781484411e-096.86439074220551e-10
1040.9999999985141212.97175803203089e-091.48587901601544e-09
1050.9999999969110746.17785119073571e-093.08892559536785e-09
1060.9999999965609256.87815101456072e-093.43907550728036e-09
1070.9999999928520791.42958429693234e-087.1479214846617e-09
1080.9999999903580271.92839459273879e-089.64197296369395e-09
1090.9999999916434751.67130498687581e-088.35652493437906e-09
1100.9999999835927853.28144304796698e-081.64072152398349e-08
1110.9999999769638254.60723495466733e-082.30361747733367e-08
1120.9999999530192449.39615114209029e-084.69807557104514e-08
1130.9999999061626771.87674646987981e-079.38373234939907e-08
1140.9999998252416293.49516742703913e-071.74758371351956e-07
1150.999999643899387.12201240936214e-073.56100620468107e-07
1160.999999705609055.88781899063668e-072.94390949531834e-07
1170.9999996995075086.0098498402886e-073.0049249201443e-07
1180.999999450868821.09826236070329e-065.49131180351646e-07
1190.9999992196007231.56079855402714e-067.80399277013572e-07
1200.9999984028970583.19420588304252e-061.59710294152126e-06
1210.9999995441154829.11769036005746e-074.55884518002873e-07
1220.9999990537655761.89246884804952e-069.46234424024761e-07
1230.999998760804072.47839185941255e-061.23919592970628e-06
1240.9999974309063265.1381873487399e-062.56909367436995e-06
1250.9999967765720216.44685595793208e-063.22342797896604e-06
1260.999994347379251.13052415017053e-055.65262075085263e-06
1270.9999889960379322.20079241354517e-051.10039620677258e-05
1280.9999852257360152.95485279708937e-051.47742639854468e-05
1290.9999849944976063.00110047877535e-051.50055023938767e-05
1300.9999713193485585.73613028847391e-052.86806514423695e-05
1310.9999737849595435.24300809137336e-052.62150404568668e-05
1320.9999580306704538.39386590950208e-054.19693295475104e-05
1330.9999154643893370.0001690712213262558.45356106631275e-05
1340.9999522301086329.55397827365602e-054.77698913682801e-05
1350.9999361621019150.0001276757961700736.38378980850367e-05
1360.9998673545346870.000265290930625970.000132645465312985
1370.9998450179274650.0003099641450694850.000154982072534742
1380.9997056695814060.0005886608371872180.000294330418593609
1390.9994074990884030.00118500182319390.000592500911596952
1400.9999985243001992.95139960285168e-061.47569980142584e-06
1410.9999962950723037.40985539424026e-063.70492769712013e-06
1420.9999949445083721.01109832557735e-055.05549162788675e-06
1430.9999887562917142.24874165718254e-051.12437082859127e-05
1440.9999725421760345.49156479328703e-052.74578239664351e-05
1450.9999245877554230.000150824489152987.541224457649e-05
1460.9999993567810381.28643792466507e-066.43218962332537e-07
1470.999997502098224.99580356033895e-062.49790178016947e-06
1480.9999994341989931.13160201344721e-065.65801006723605e-07
1490.9999973727011935.25459761317903e-062.62729880658951e-06
1500.9999885506344462.28987311075818e-051.14493655537909e-05
1510.99995101613819.79677237990328e-054.89838618995164e-05
1520.9998005346367830.0003989307264345130.000199465363217257
1530.9992314772537840.001537045492432250.000768522746216124
1540.9972188089010270.005562382197946450.00278119109897323
1550.9939685969381460.01206280612370730.00603140306185365
1560.9879422043894730.02411559122105390.012057795610527
1570.9578586149740310.08428277005193780.0421413850259689


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