Multiple Linear Regression - Estimated Regression Equation
Klantentevredenheid[t] = -0.0179745575457906 + 0.996389431447531Leveringssnelheid[t] -0.110000855351255Prijsflexibiliteit[t] -0.0073493263111357Prijszetting[t] -0.0215651387083096Productgamma[t] + 0.375691687523839Productkwaliteit[t] + 0.0328819746324995Productontwikkeling[t] + 0.126630372855167Facturatie[t] + 0.00160419889498828t + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)-0.01797455754579060.966824-0.01860.9851870.492593
Leveringssnelheid0.9963894314475310.4793342.07870.0389820.019491
Prijsflexibiliteit-0.1100008553512550.251198-0.43790.6619510.330975
Prijszetting-0.00734932631113570.042494-0.1730.8628730.431437
Productgamma-0.02156513870830960.241464-0.08930.9289290.464465
Productkwaliteit0.3756916875238390.0500887.500700
Productontwikkeling0.03288197463249950.0369170.89070.3742070.187103
Facturatie0.1266303728551670.0940441.34650.1797350.089868
t0.001604198894988280.0009441.70010.0907380.045369


Multiple Linear Regression - Regression Statistics
Multiple R0.8016560470613
R-squared0.642652417789949
Adjusted R-squared0.627684979791622
F-TEST (value)42.93670151577
F-TEST (DF numerator)8
F-TEST (DF denominator)191
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.75730661475857
Sum Squared Residuals109.541041972603


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
18.26.921545275975441.27845472402456
25.77.89128054144265-2.19128054144265
38.98.129357686353160.770642313646843
44.85.42788931407634-0.627889314076345
57.17.012070953509580.0879290464904158
64.75.817776439552-1.117776439552
75.74.349422645432291.35057735456771
86.35.891782234521340.40821776547866
976.59413246303650.4058675369635
105.56.65740613149605-1.15740613149605
117.47.377935737208110.0220642627918897
1265.371963364683960.628036635316037
138.48.076495738915650.323504261084355
147.67.79483636015661-0.194836360156615
1587.44623723559440.553762764405602
166.67.83566010746575-1.23566010746575
176.46.49772272387345-0.0977227238734543
187.47.1013446255780.298655374422006
196.86.584057730464230.215942269535774
207.67.7601283892658-0.160128389265806
215.45.133064203200910.266935796799095
229.98.12461082625281.77538917374719
2377.48192496491775-0.481924964917746
248.68.299900557631240.300099442368757
254.86.22914634024333-1.42914634024333
266.66.282583687561270.317416312438727
276.37.87710679029942-1.57710679029942
285.46.34027892371895-0.940278923718948
296.37.90794995498871-1.60794995498871
305.46.45251611472212-1.05251611472212
316.16.015920577742080.084079422257923
326.46.1026111794080.297388820591999
335.45.84853311921426-0.448533119214255
347.37.057907150893550.242092849106454
356.35.905347732138980.394652267861016
365.45.91384879973059-0.513848799730588
377.16.980850699509610.119149300490391
388.78.606446726749880.0935532732501167
397.67.506819232483550.093180767516447
4065.636420270195630.363579729804366
4176.886272989724140.113727010275859
427.67.69150657480105-0.0915065748010466
438.97.844010190468781.05598980953122
447.66.3910471738251.208952826175
455.57.74925686771959-2.24925686771959
467.47.043488638651080.356511361348917
477.17.47213523582728-0.37213523582728
487.67.376433543168430.223566456831566
498.77.89755027457410.802449725425899
508.67.306889028024571.29311097197543
515.45.50138587690058-0.101385876900583
525.78.08035068453767-2.38035068453767
538.78.3698879473630.330112052636992
546.16.025672137994970.0743278620050267
557.37.130074192112330.169925807887667
567.77.122300880945190.577699119054812
5798.358016786591430.641983213408572
588.27.105157595002861.09484240499714
597.17.35307171756142-0.253071717561422
607.98.01871836103659-0.118718361036586
616.68.03070148056466-1.43070148056466
6286.603703287550351.39629671244965
636.36.52164462282954-0.221644622829537
6465.652633571978410.34736642802159
655.45.376925541764950.0230744582350483
667.67.183950847065420.416049152934578
676.46.7121189415395-0.312118941539501
686.16.28653517875515-0.18653517875515
695.26.23735808150298-1.03735808150298
706.66.29838865770960.301611342290394
717.67.92302789384736-0.323027893847359
725.85.694293095320370.105706904679627
737.97.09837116793420.801628832065796
748.67.801509963762240.798490036237758
758.26.941260388248721.25873961175128
767.17.61577957220396-0.515779572203966
776.46.8419924618197-0.441992461819692
787.67.64963230598816-0.0496323059881598
798.98.299944345712550.600055654287449
805.75.406196590660750.293803409339254
817.17.61344622172167-0.513446221721674
827.47.47623230606186-0.0762323060618624
836.66.311652564444340.288347435555662
8454.051145212856140.948854787143859
858.27.398028386293260.801971613706736
865.26.10973449988669-0.909734499886686
875.24.963830159471890.23616984052811
888.27.57186824079730.628131759202706
897.37.47912114796314-0.179121147963143
908.27.026376787628911.17362321237109
917.47.023804724026750.376195275973247
924.84.97277830498786-0.172778304987857
937.68.02728014425217-0.42728014425217
948.98.332542734333810.567457265666193
957.77.08537927932640.614620720673602
967.37.118208540157540.18179145984246
976.36.58287777321627-0.282877773216275
985.45.94096878702836-0.540968787028361
996.46.97773383283866-0.577733832838664
1006.46.4631647273441-0.0631647273440926
1015.46.29475349296978-0.894753492969775
1028.78.015625332151730.684374667848268
1036.16.72507641933374-0.625076419333737
1048.48.256199247617910.143800752382088
1057.97.22008686649540.679913133504605
10677.05498067997006-0.05498067997006
1078.78.652002324315690.0479976756843097
1087.97.64711836290550.252881637094503
1097.17.80765092593077-0.707650925930775
1105.86.00074788742957-0.200747887429575
1118.47.944034270575940.455965729424063
1127.17.47208409734666-0.372084097346662
1137.67.508134347170650.0918656528293466
1147.37.62630081381802-0.32630081381802
11586.932262052814441.06773794718556
1166.16.95098836437427-0.850988364374267
1178.77.935585572396660.764414427603344
1185.85.745691777887970.0543082221120324
1196.46.64534748274441-0.245347482744412
1206.46.196416730488150.203583269511847
12198.358751394509930.641248605490071
1226.46.63628125547207-0.236281255472069
12365.72146547964420.278534520355798
1248.78.498127975444360.201872024555639
12555.30427809327199-0.304278093271988
1267.46.664212632056270.735787367943727
1278.67.5956616507271.004338349273
1285.85.798743373559430.00125662644056588
1299.88.255180302297651.54481969770235
1304.85.20911616185415-0.409116161854153
13177.65419894044151-0.654198940441514
1325.58.02216900987437-2.52216900987437
13354.196844095168880.803155904831117
13465.978943467682790.0210565323172062
13587.284680487770180.715319512229824
1367.98.3278524759331-0.427852475933095
1374.85.34235854231767-0.542358542317671
1386.46.99853052785592-0.598530527855924
1394.85.13632716148344-0.33632716148344
1406.46.88764738789619-0.487647387896188
1416.86.713166611761960.0868333882380376
1427.97.94107767893086-0.0410776789308582
1438.98.251312046174070.648687953825935
1447.47.96809146723845-0.568091467238453
14577.5812136022773-0.581213602277294
14677.56161935869033-0.561619358690333
14766.05751634995369-0.0575163499536912
1487.47.089078551844220.310921448155783
1497.66.542067565347551.05793243465245
1504.86.36915446058505-1.56915446058505
1517.37.69160274478247-0.391602744782471
1526.36.081509566079850.218490433920149
15355.30085220551788-0.300852205517876
1547.17.64748121465593-0.547481214655935
1556.35.96938013150940.330619868490595
1566.87.41342287922643-0.613422879226433
1575.25.122368458155790.0776315418442123
1586.36.61266126421728-0.312661264217277
1596.16.5222781148418-0.422278114841798
1607.37.65878321877231-0.35878321877231
1615.46.12523141682929-0.725231416829287
16287.920833241821690.079166758178309
1637.46.597777052941510.802222947058493
1647.36.628510871970110.671489128029888
1657.36.551338402256230.748661597743767
1666.46.87039258590678-0.470392585906778
1675.75.79405557352014-0.0940555735201409
1685.74.713270668407750.986729331592253
1696.66.6504033262208-0.0504033262207961
1706.36.220770118409120.0792298815908808
1715.46.42331980806761-1.02331980806761
1727.47.85849683189995-0.458496831899955
1738.68.186091703686230.41390829631377
1747.37.204367436975110.0956325630248906
1756.35.73966795850240.560332041497596
1768.78.010193510401580.68980648959842
1778.68.200152784392250.399847215607752
1788.48.23306582113560.166934178864399
1797.47.83964269442814-0.43964269442814
1809.98.330220547414651.56977945258535
18187.436760552981020.56323944701898
1827.98.36743446327674-0.467434463276738
1839.88.393438696904051.40656130309595
1848.98.09748731950310.802512680496903
1856.87.70313118895246-0.903131188952457
1867.48.22212518264746-0.82212518264746
1874.76.04223241977075-1.34223241977075
1885.45.56584667116121-0.165846671161209
18977.03995184878464-0.0399518487846402
1907.17.98250622526623-0.882506225266227
1916.36.60496909318944-0.304969093189437
1925.56.92684270070865-1.42684270070865
1935.45.58002411745848-0.180024117458484
1945.45.50433901025654-0.104339010256544
1954.85.75744875577099-0.957448755770988
1968.27.31436375779320.885636242206793
1977.97.857964706152740.0420352938472639
1988.68.257988246546220.342011753453782
1998.27.26503940617770.934960593822303
2008.68.117005708520680.48299429147932


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
120.861221639642780.2775567207144390.138778360357219
130.9235967772814240.1528064454371510.0764032227185756
140.8669193686711610.2661612626576770.133080631328839
150.8317195011220520.3365609977558960.168280498877948
160.7715421803837060.4569156392325870.228457819616294
170.6987949228528880.6024101542942250.301205077147112
180.6303412502518240.7393174994963530.369658749748176
190.5429430812447260.9141138375105490.457056918755274
200.678203558907610.6435928821847810.32179644109239
210.6016758156243640.7966483687512730.398324184375636
220.9188945286755180.1622109426489640.081105471324482
230.9393893390911470.1212213218177070.0606106609088535
240.9479073161453220.1041853677093570.0520926838546783
250.9841767796271310.03164644074573770.0158232203728688
260.977934952408510.04413009518297780.0220650475914889
270.9884671104366760.02306577912664710.0115328895633236
280.9899661338546730.02006773229065440.0100338661453272
290.993260785095720.01347842980856030.00673921490428014
300.9947490059395690.01050198812086240.00525099406043121
310.9941143585987660.01177128280246910.00588564140123454
320.9922286296141170.01554274077176570.00777137038588285
330.9895370090641360.02092598187172850.0104629909358643
340.9849217373747080.03015652525058320.0150782626252916
350.9829270958462780.03414580830744420.0170729041537221
360.978253101803580.04349379639283830.0217468981964191
370.969974786575790.06005042684842010.0300252134242101
380.9597324151846670.0805351696306660.040267584815333
390.9466238480617410.1067523038765180.0533761519382588
400.9383417193556420.1233165612887150.0616582806443577
410.9253413562469080.1493172875061840.0746586437530919
420.9050749855700740.1898500288598520.0949250144299258
430.9156624247935020.1686751504129960.084337575206498
440.9492112330866960.1015775338266080.050788766913304
450.9919576333263820.01608473334723660.00804236667361832
460.9905624645031930.01887507099361310.00943753549680655
470.9883287835828180.02334243283436320.0116712164171816
480.984375557855340.03124888428931850.0156244421446592
490.9856636691727660.02867266165446770.0143363308272338
500.9919326243069620.01613475138607550.00806737569303773
510.9890666116436890.02186677671262250.0109333883563112
520.9991374291019970.001725141796005680.000862570898002841
530.998945795652440.002108408695120880.00105420434756044
540.9985798360250190.002840327949962040.00142016397498102
550.9980099526816250.003980094636749580.00199004731837479
560.9975121783037450.004975643392510270.00248782169625514
570.9971691777219670.005661644556065360.00283082227803268
580.9979965941862820.004006811627436330.00200340581371817
590.9973947054093870.005210589181225530.00260529459061277
600.9964747136625690.007050572674862870.00352528633743143
610.9984669546396280.003066090720743890.00153304536037195
620.9990844530105930.001831093978813930.000915546989406967
630.9987965981570310.002406803685937750.00120340184296887
640.9983056821786970.003388635642605910.00169431782130296
650.9976300588379850.004739882324030460.00236994116201523
660.9968112407980260.006377518403947190.0031887592019736
670.9959649121386470.008070175722705960.00403508786135298
680.9947635742669860.01047285146602830.00523642573301413
690.9969044211559410.006191157688117310.00309557884405866
700.9957762543310170.008447491337965340.00422374566898267
710.9949238661822290.01015226763554240.00507613381777118
720.9933588933401650.01328221331966960.00664110665983482
730.9929826400863030.01403471982739390.00701735991369695
740.9924247715901360.01515045681972840.00757522840986421
750.9945403103431650.01091937931366970.00545968965683487
760.9938642805532590.01227143889348240.0061357194467412
770.9930286911814730.01394261763705410.00697130881852707
780.9911103596983140.01777928060337240.0088896403016862
790.9896416660176430.02071666796471480.0103583339823574
800.986518222907890.02696355418422160.0134817770921108
810.984827837572030.03034432485593860.0151721624279693
820.9806495203834010.03870095923319810.019350479616599
830.9753227688056730.0493544623886540.024677231194327
840.977049405726440.04590118854711970.0229505942735599
850.9758304520260660.04833909594786840.0241695479739342
860.9817058983894220.03658820322115680.0182941016105784
870.9765486524187820.04690269516243670.0234513475812184
880.973254258004550.05349148399089890.0267457419954494
890.9679549260922440.06409014781551160.0320450739077558
900.9746081184301080.05078376313978480.0253918815698924
910.968879657502970.06224068499406180.0311203424970309
920.964925605839530.07014878832094230.0350743941604711
930.961170299526210.07765940094757980.0388297004737899
940.9554715869033680.08905682619326470.0445284130966324
950.9504118203594660.09917635928106850.0495881796405343
960.9398395522859290.1203208954281420.060160447714071
970.9304252499768480.1391495000463040.0695747500231518
980.92272543943440.1545491211312010.0772745605656005
990.9203720653132520.1592558693734960.0796279346867482
1000.9062580654108090.1874838691783830.0937419345891914
1010.9148856194016340.1702287611967330.0851143805983663
1020.9097904955930340.1804190088139320.090209504406966
1030.9071747231238320.1856505537523360.0928252768761678
1040.8892886598680480.2214226802639040.110711340131952
1050.881985969245630.2360280615087390.118014030754369
1060.8620156308427130.2759687383145730.137984369157286
1070.8373209619873150.325358076025370.162679038012685
1080.8132190836621250.373561832675750.186780916337875
1090.818093951601050.3638120967978990.18190604839895
1100.7961860442371690.4076279115256620.203813955762831
1110.7733664900307960.4532670199384070.226633509969203
1120.7579946746837130.4840106506325730.242005325316287
1130.7292777197525460.5414445604949080.270722280247454
1140.6989780512305690.6020438975388620.301021948769431
1150.7384954136478010.5230091727043980.261504586352199
1160.7502159517020260.4995680965959480.249784048297974
1170.7565923918117840.4868152163764310.243407608188216
1180.7219655110619520.5560689778760960.278034488938048
1190.6890284053326420.6219431893347160.310971594667358
1200.6523032364000490.6953935271999020.347696763599951
1210.6553968340948250.689206331810350.344603165905175
1220.6283369287761530.7433261424476940.371663071223847
1230.5893115133914620.8213769732170760.410688486608538
1240.5546250293482730.8907499413034550.445374970651727
1250.5229984966945430.9540030066109140.477001503305457
1260.5152824806586540.969435038682690.484717519341346
1270.5406480663440230.9187038673119550.459351933655977
1280.4982366409973770.9964732819947540.501763359002623
1290.6302803297904260.7394393404191490.369719670209574
1300.6077342055349450.784531588930110.392265794465055
1310.600677975058930.798644049882140.39932202494107
1320.939443078467160.1211138430656810.0605569215328404
1330.957737846286170.08452430742766090.0422621537138304
1340.9470241480561420.1059517038877150.0529758519438577
1350.9389235953201450.1221528093597090.0610764046798547
1360.9270897187442020.1458205625115970.0729102812557983
1370.9297266008336770.1405467983326450.0702733991663226
1380.9189923452790280.1620153094419430.0810076547209716
1390.9041318679908540.1917362640182930.0958681320091465
1400.8866675396091990.2266649207816030.113332460390801
1410.8639330182341480.2721339635317040.136066981765852
1420.8359428838628620.3281142322742770.164057116137138
1430.8193281177302660.3613437645394690.180671882269734
1440.8043289848133390.3913420303733210.195671015186661
1450.7880803966663280.4238392066673430.211919603333672
1460.7814998851157290.4370002297685420.218500114884271
1470.7434537855880530.5130924288238940.256546214411947
1480.709340083330290.5813198333394210.29065991666971
1490.7283001814614820.5433996370770360.271699818538518
1500.856696022510630.2866079549787390.14330397748937
1510.8276605017401230.3446789965197550.172339498259877
1520.798996904840240.4020061903195190.20100309515976
1530.763543155099850.4729136898002990.23645684490015
1540.8141192900679470.3717614198641050.185880709932053
1550.7979332221144580.4041335557710840.202066777885542
1560.8220105865850980.3559788268298040.177989413414902
1570.7836827079392060.4326345841215880.216317292060794
1580.744914940620420.5101701187591580.255085059379579
1590.7756493681966310.4487012636067380.224350631803369
1600.7350064070268580.5299871859462830.264993592973142
1610.7415802166903290.5168395666193430.258419783309671
1620.6921410310908630.6157179378182730.307858968909137
1630.6495517159036470.7008965681927070.350448284096353
1640.6068052945471270.7863894109057460.393194705452873
1650.5649161357046850.870167728590630.435083864295315
1660.5194296369002580.9611407261994830.480570363099742
1670.4582931397473490.9165862794946980.541706860252651
1680.7180338403619750.563932319276050.281966159638025
1690.6617313321154340.6765373357691320.338268667884566
1700.6007072020626230.7985855958747530.399292797937377
1710.6415740066960090.7168519866079830.358425993303991
1720.5909024783773760.8181950432452480.409097521622624
1730.572404262029610.8551914759407790.427595737970389
1740.5138569180865830.9722861638268340.486143081913417
1750.4888868065775930.9777736131551860.511113193422407
1760.508965766515740.982068466968520.49103423348426
1770.4340203119603880.8680406239207750.565979688039612
1780.3641351584321620.7282703168643250.635864841567838
1790.2933434503573670.5866869007147340.706656549642633
1800.2726203375463450.545240675092690.727379662453655
1810.2122939779755120.4245879559510250.787706022024488
1820.1716623273598730.3433246547197470.828337672640127
1830.2155979345961720.4311958691923440.784402065403828
1840.6356612591871030.7286774816257950.364338740812897
1850.5229070020342790.9541859959314430.477092997965721
1860.4129576588114050.825915317622810.587042341188595
1870.2955855677162970.5911711354325940.704414432283703
1880.269717920678650.53943584135730.73028207932135


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level180.101694915254237NOK
5% type I error level550.310734463276836NOK
10% type I error level660.372881355932203NOK