Multiple Linear Regression - Estimated Regression Equation
Inflatie[t] = + 12.3609333973041 -1.77078103731875e-05werkloosheid[t] -0.48655143657754M1[t] -0.690988560596528M2[t] -0.533540989740383M3[t] -0.0919352793046248M4[t] + 0.164790611852818M5[t] + 0.00718321744277767M6[t] -0.800118945772382M7[t] -0.836253503619908M8[t] -0.518708712658703M9[t] -0.390729227600558M10[t] -0.0961046274218843M11[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)12.36093339730413.6116963.42250.0012950.000647
werkloosheid-1.77078103731875e-056e-06-2.80240.0073460.003673
M1-0.486551436577541.10716-0.43950.6623430.331172
M2-0.6909885605965281.109066-0.6230.5362720.268136
M3-0.5335409897403831.106547-0.48220.6319250.315962
M4-0.09193527930462481.113456-0.08260.9345460.467273
M50.1647906118528181.1247120.14650.8841390.44207
M60.007183217442777671.1169580.00640.9948960.497448
M7-0.8001189457723821.119692-0.71460.4783980.239199
M8-0.8362535036199081.121738-0.74550.4596830.229841
M9-0.5187087126587031.112336-0.46630.6431380.321569
M10-0.3907292276005581.109566-0.35210.7263030.363151
M11-0.09610462742188431.10684-0.08680.9311770.465589


Multiple Linear Regression - Regression Statistics
Multiple R0.389828112452004
R-squared0.151965957257892
Adjusted R-squared-0.0645533728039227
F-TEST (value)0.701858615646496
F-TEST (DF numerator)12
F-TEST (DF denominator)47
p-value0.741509942005791
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation1.74954127568227
Sum Squared Residuals143.862049739850


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
10.31.69074416977903-1.39074416977903
2-0.11.79677808503315-1.89677808503315
3-11.83172302372759-2.83172302372759
4-1.21.98920691672555-3.18920691672555
5-0.81.96135058737549-2.76135058737549
6-1.71.98124628414629-3.68124628414628
7-1.12.06563862008336-3.16563862008336
8-0.42.25292350571434-2.65292350571434
90.62.34136464606725-1.74136464606724
100.62.47311589473488-1.87311589473488
111.92.83297606832837-0.932976068328375
122.33.00727838635826-0.707278386358255
132.62.73465500689919-0.134655006899194
143.12.782996875957460.317003124042542
154.72.864159199725911.83584080027409
165.53.097326274258882.40267372574112
175.43.07701347212782.32298652787220
185.93.011681477572442.88831852242756
195.83.103918373504842.69608162649516
205.23.213395140356031.98660485964397
214.23.161094603862841.03890539613716
224.43.246947208043171.15305279195683
233.63.27703482905680.322965170943201
243.53.207376643575280.292623356424725
253.12.767998813831910.332001186168095
262.92.641688549179420.258311450820578
272.22.49413679416779-0.294136794167785
281.52.67743867468986-1.17743867468986
291.12.52805364274862-1.42805364274862
301.42.53387163027272-1.13387163027272
311.32.73060231521730-1.43060231521730
321.32.4753158961912-1.17531589619120
331.82.52935076098900-0.729350760989003
341.82.55543950515983-0.755439505159827
351.82.54582621531677-0.745826215316766
361.72.43435988954415-0.734359889544146
371.62.00627964281887-0.406279642818871
381.51.65189278055973-0.151892780559731
391.21.42184033701941-0.221840337019414
401.21.29164314269457-0.0916431426945725
411.61.444016907322820.155983092677179
421.61.396941665262220.203058334737784
431.91.415266160696930.484733839303074
442.21.382088807181720.817911192818278
4521.674311429309270.32568857069073
461.71.70323342313980-0.00323342313980343
472.41.815945687354720.584054312645279
482.61.852977059371650.747022940628348
492.91.300322366671001.59967763332900
502.61.126643709270241.47335629072976
512.50.9881406453593041.51185935464070
523.21.144384991631152.05561500836885
533.11.389565390425271.71043460957473
543.11.376258942746331.72374105725367
552.91.484574530497581.41542546950242
562.51.476276650556711.02372334944329
572.81.693878559771641.10612144022836
583.11.621263968922321.47873603107768
592.61.828217199943340.77178280005666
602.31.898008021150670.401991978849332


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
160.6574568133395890.6850863733208220.342543186660411
170.6012965931203750.797406813759250.398703406879625
180.7791768517605610.4416462964788770.220823148239439
190.8472388181779110.3055223636441770.152761181822089
200.8785977712179570.2428044575640860.121402228782043
210.8788286600338750.2423426799322510.121171339966125
220.9090134858324470.1819730283351060.0909865141675531
230.9147831038233580.1704337923532840.085216896176642
240.930255287164820.1394894256703590.0697447128351793
250.9502057191957180.09958856160856470.0497942808042823
260.9665115970473810.06697680590523760.0334884029526188
270.9750823999546480.0498352000907040.024917600045352
280.9769625046271640.04607499074567170.0230374953728359
290.970354588365290.05929082326941960.0296454116347098
300.9569042432343270.08619151353134620.0430957567656731
310.9584228651844890.08315426963102290.0415771348155114
320.9315986915335360.1368026169329270.0684013084664637
330.9028137554003060.1943724891993880.097186244599694
340.8861408613226080.2277182773547850.113859138677392
350.8834940605914740.2330118788170530.116505939408526
360.8854948945936260.2290102108127470.114505105406374
370.8619223519882870.2761552960234260.138077648011713
380.8965354301732590.2069291396534820.103464569826741
390.9334702925435470.1330594149129060.0665297074564531
400.9545734132336550.09085317353268920.0454265867663446
410.9634313074157930.07313738516841350.0365686925842068
420.974580358206650.05083928358670010.0254196417933501
430.9744218247235280.05115635055294480.0255781752764724
440.9671707522312860.06565849553742860.0328292477687143


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level20.0689655172413793NOK
10% type I error level120.413793103448276NOK