Multiple Linear Regression - Estimated Regression Equation
Csmvertr[t] = + 0.0254086465317366 + 0.248542405627647econs[t] -0.251713955783734werkloosh[t] + 0.249389210519814finsit[t] + 0.248277626809355spaarverm[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)0.02540864653173660.0434490.58480.5590840.279542
econs0.2485424056276470.00272291.314100
werkloosh-0.2517139557837340.001356-185.652900
finsit0.2493892105198140.00840229.683300
spaarverm0.2482776268093550.00284387.330300


Multiple Linear Regression - Regression Statistics
Multiple R0.999231628178273
R-squared0.998463846751803
Adjusted R-squared0.998445226712431
F-TEST (value)53623.0792427264
F-TEST (DF numerator)4
F-TEST (DF denominator)330
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.35347319400377
Sum Squared Residuals41.2312886301449


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
1-28-27.6849569111834-0.315043088816634
2-26-25.6833494394639-0.316650560536053
3-27-26.9364229229626-0.0635770770373813
4-26-26.44108083089740.441080830897373
5-27-27.19305114809250.193051148092482
6-27-27.44132877490180.441328774901841
7-27-27.18813687874640.188136878746354
8-28-27.6858037160755-0.314196283924478
9-26-25.9416712743782-0.0583287256218455
10-13-12.9738029885413-0.0261970114587169
11-13-12.9685190035023-0.0314809964977177
12-14-13.722761597524-0.277238402475972
13-12-12.23319741451090.233197414510899
14-16-16.47454419881120.47454419881121
15-16-15.9591661589736-0.0408338410264412
16-12-12.2253763738270.225376373826973
17-15-15.22527340094820.225273400948218
18-18-17.9963500819902-0.00364991800978775
19-17-16.7438061561281-0.256193843871865
20-10-9.52127439838752-0.478725601612484
21-9-9.257191489235020.257191489235017
22-13-12.5053661431656-0.494633856834383
23-15-14.7537208328853-0.246279167114669
24-12-12.01388835986830.0138883598683318
25-13-13.50249500545130.502495005451291
26-10-10.51174291310540.511742913105434
27-13-12.2719454159642-0.72805458403576
28-11-11.02495025395950.0249502539594551
29-12-11.7665591157941-0.233440884205856
30-10-10.51348563229550.51348563229548
31-13-12.5125035799327-0.487496420067331
32-12-11.522299844033-0.477700155966957
33-11-11.02146145654780.0214614565477872
34-11-11.25969487525230.259694875252297
35-11-10.2517274684069-0.7482725315931
36-8-8.002159617133730.002159617133726
37-7-7.756471514406580.756471514406583
38-10-10.25516379738130.25516379738128
39-8-8.016117243412250.0161172434122475
40-8-7.51009980776257-0.489900192237433
41-7-7.252889556558830.252889556558826
42-7-7.250136831501320.250136831501321
43-6-6.009860281165010.00986028116500689
44-8-8.248906835134040.248906835134039
45-6-5.76052353908248-0.239476460917519
46-3-2.50161191843516-0.498388081564841
4710.9974823548242970.00251764517570304
4800.2477352050501-0.2477352050501
49-3-3.987952082854910.987952082854912
500-0.4978920118328430.497892011832843
5100.00727861892467164-0.00727861892467164
52-1-0.743050556923399-0.256949443076601
53-1-1.249178725111080.249178725111083
5400.00125276586807923-0.00125276586807923
5510.9944740056435020.0055259943564978
5600.489457421166278-0.489457421166278
5721.74686314793720.2531368520628
5832.990157202149310.00984279785068847
5922.73294695094557-0.732946950945571
6043.732930116131750.267069883868251
6132.485934954126970.514065045873034
6244.24804337715111-0.248043377151109
6333.74905264573048-0.749052645730476
6410.9989111857903380.00108881420966216
6521.747445174011070.252554825988925
6644.73777844125835-0.737778441258348
6733.48375657502452-0.483756575024517
6821.73824777079840.261752229201604
69-4-3.98488790620525-0.0151120937947487
70-5-4.49482211906018-0.505177880939816
71-5-4.75493914160172-0.24506085839828
72-7-7.505927406434020.505927406434024
73-13-13.22964510951150.229645109511547
74-11-11.50988421789040.509884217890414
75-3-2.76659989658054-0.23340010341946
76-3-3.265479895463170.265479895463169
77-5-4.77026733474557-0.229732665254433
78-4-4.276883631282940.276883631282945
79-4-3.28387470188853-0.716125298111475
80-4-4.033785052638010.0337850526380149
81-5-5.277233153130410.277233153130415
82-4-4.025964011954090.0259640119540885
83-5-4.03473343537318-0.965266564626818
84-6-6.542041095486680.542041095486682
85-9-9.280558829107220.280558829107221
86-10-10.28397832326780.283978323267778
87-11-10.5473776285034-0.452622371496597
88-13-13.28832168523090.288321685230863
89-13-13.02280994511230.022809945112322
90-13-12.7779686472773-0.222031352722654
91-11-10.2786943382288-0.721305661771224
92-12-12.02805829652790.0280582965278574
93-14-14.2704887110340.27048871103398
94-20-20.2635733083030.263573308303004
95-17-16.7935000756476-0.206499924352374
96-16-16.28584149865090.285841498650899
97-24-24.50639803297510.506398032975068
98-24-24.51549385834470.515493858344747
99-22-21.5312389125914-0.468761087408647
100-25-24.7828590501913-0.217140949808667
101-24-23.7716093606519-0.22839063934815
102-25-25.01437385722740.0143738572273759
103-24-23.7535809108878-0.246419089112214
104-25-24.521254932583-0.478745067416955
105-24-24.27963765334140.279637653341445
106-26-26.27596114002180.275961140021842
107-25-24.4890623418229-0.510937658177119
108-24-24.24829186747340.248291867473449
109-22-22.25847132304890.258471323048939
110-20-20.51206660452490.51206660452494
111-14-14.02422194126450.0242219412645414
112-13-13.26162538989070.261625389890706
113-10-10.02258987507210.0225898750720692
114-10-10.27261022107150.27261022107147
115-11-10.5223166788469-0.477683321153135
116-6-6.031377528340740.031377528340739
117-2-2.542583087309420.542583087309419
118-3-2.28431372083251-0.715686279167492
119-2-2.025886949043730.0258869490437295
120-4-4.759376321748560.759376321748555
121-7-6.76843847749059-0.231561522509411
122-8-8.763173291261230.763173291261231
123-7-6.52962303271221-0.470376967287795
124-4-4.529127144703260.529127144703264
125-7-7.020099964837030.0200999648370345
126-5-4.52510878965501-0.47489121034499
127-6-5.52593875973336-0.474061240266645
128-12-12.52297240879950.522972408799521
129-12-12.77289117695590.772891176955922
130-16-15.5332400459762-0.466759954023803
131-20-20.2851521786110.285152178611028
132-16-16.77447413374270.774474133742682
133-16-15.778774102423-0.221225897576949
134-18-17.7773640702667-0.222635929733346
135-15-15.27079827817070.270798278170743
136-12-12.26645491620770.266454916207659
137-13-13.27410507579750.274105075797474
138-13-12.7813033984087-0.218696601591275
139-12-11.5267519745383-0.473248025461693
140-11-11.27709798520020.277097985200201
141-9-9.291613043079530.291613043079526
142-9-9.256566149418860.256566149418857
143-8-7.76150567098572-0.238494329014279
144-8-8.522673391393520.522673391393518
145-15-14.5358464048722-0.464153595127769
146-16-15.7762861561838-0.223713843816161
147-21-20.5420942919649-0.457905708035101
148-21-21.03494843779090.0349484377909368
149-16-16.28573992080790.285739920807899
150-13-12.5374104833089-0.462589516691082
151-12-11.5358969093137-0.464103090686303
152-8-8.287876301663390.287876301663387
153-9-9.291613043079530.291613043079526
154-1-1.291209009258510.291209009258515
155-5-4.7867129072633-0.2132870927367
156-9-8.5316060157879-0.468393984212097
157-1-1.039759832293070.0397598322930719
15832.96165992351840.038340076481605
15921.980336343575870.0196636564241334
16033.20850871936171-0.208508719361709
16155.20133761296701-0.201337612967012
16254.957179919048910.0428200809510906
16332.468959823972650.531040176027353
16421.980755168674450.0192448313255513
16510.7219730793747750.278026920625225
166-4-3.53152698888172-0.46847301111828
16710.4628044395684070.537195560431593
16810.9639076058719550.0360923941280447
16965.716980431622960.283019568377043
17033.22489602777873-0.224896027778727
17121.734965488104310.265034511895694
17222.21354476039624-0.213544760396241
17321.474208175388180.525791824611816
174-8-8.254254879937180.254254879937182
1750-0.2664354688975180.266435468897518
176-2-1.5161742012648-0.483825798735197
17733.23499270432086-0.234992704320862
17855.22280239170546-0.222802391705457
17987.974849771810930.0251502281890687
18087.717741098450190.282258901549809
18198.974832936997110.0251670630028902
1821110.97136293839510.0286370616049134
1831312.96773889351280.0322611064872252
1841211.98075581717490.0192441828250521
1851312.74483946361550.255160536384462
1861514.98288516641210.0171148335878848
1871312.48842354886670.511576451133324
1881615.47743292202250.522567077977513
1891010.2478407904252-0.247840790425177
1901413.99537589146930.00462410853071999
1911413.99246912013150.0075308798685148
1921514.99958972208470.000410277915285672
1931312.99671662037460.00328337962543382
19488.23846474645914-0.238464746459137
19577.23942996400813-0.239429964008127
19633.4924768890379-0.492476889037898
19733.23246144433936-0.232461444339364
19843.737000939617290.262999060382708
19944.2307018903355-0.230701890335497
20000.475499794887757-0.475499794887757
201-4-4.023953154914170.0239531549141733
202-14-14.27857453053620.278574530536199
203-18-18.30858734715820.308587347158159
204-8-8.290509139487880.290509139487885
205-1-1.55242846081550.552428460815505
20611.44572584711569-0.445725847115694
20721.941963853478820.058036146521178
2080-0.2901575741041620.290157574104162
20911.19919093949638-0.199190939496385
2100-0.2973474793085030.297347479308503
211-1-1.566438555531310.566438555531315
212-3-3.539024986646640.539024986646639
213-3-3.538760207828350.538760207828347
214-3-2.7933977697637-0.206602230236303
215-4-3.79422773984204-0.205772260157959
216-8-8.047727808098540.0477278080985363
217-9-9.049829203831060.0498292038310558
218-13-12.7953043384295-0.204695661570468
219-18-18.27919994989280.279199949892788
220-11-10.7978692680387-0.202130731961326
221-9-9.556952427527770.556952427527771
222-10-10.55249841256710.552498412567113
223-13-12.8060846188885-0.193915381111459
224-11-10.5481137008576-0.451886299142434
225-5-5.308212582337120.308212582337119
226-15-14.8189494602662-0.181050539733751
227-6-6.568577548883120.568577548883124
228-6-6.308879351440170.308879351440172
229-3-3.307870740608470.307870740608467
230-1-1.069141433895020.0691414338950169
231-3-2.81448703714584-0.185512962854156
232-4-4.066978494570630.0669784945706344
233-6-5.81052891019413-0.189471089805873
2340-0.3108280163877270.310828016387727
235-4-4.048795998526280.048795998526281
236-2-2.050095298144670.0500952981446742
237-2-2.306621945431540.30662194543154
238-6-6.309621219457760.309621219457761
239-7-7.054087743224530.0540877432245313
240-6-5.81449479680509-0.185505203194909
241-6-5.5616692573109-0.438330742689102
242-3-3.57148235622510.571482356225096
243-2-2.312965045743710.312965045743714
244-5-4.55154030617687-0.448459693823126
245-11-11.54830917642470.548309176424748
246-11-10.7991931621301-0.200806837869863
247-11-11.29284164441110.292841644411053
248-10-9.54094063046705-0.459059369532952
249-14-13.5148172860462-0.485182713953808
250-8-8.037948378811980.0379483788119839
251-9-9.286209170807520.286209170807516
252-5-4.80129587335798-0.198704126642018
253-1-1.044298590282910.0442985902829088
254-2-2.285951503147980.285951503147975
255-5-5.291243247846230.291243247846226
256-4-3.53268188633447-0.467318113665534
257-6-5.53143505515336-0.468564944846638
258-2-2.038520681230790.0385206812307872
259-2-1.79288504694093-0.207114953059066
260-2-1.51500435345363-0.484995646546372
261-2-1.52013429221234-0.479865707787658
26222.47784913462475-0.477849134624747
26310.7362046391665910.263795360833409
264-8-7.80262173144527-0.197378268554732
265-1-1.274865014583780.274865014583781
26610.9759684666801420.0240315333198578
267-1-0.519039543315704-0.480960456684296
26821.745914765202030.254085234797967
26921.976481189502910.0235188104970949
27011.47907913099203-0.479079130992029
271-1-0.764198088406261-0.235801911593739
272-2-2.240441576283880.24044157628388
273-2-1.73933840998033-0.260661590019668
274-1-0.73332939173756-0.26667060826244
275-8-7.45391117828246-0.546088821717537
276-4-3.96157883043376-0.038421169566239
277-6-6.205702854724220.205702854724219
278-3-3.453073448544870.453073448544869
279-3-3.200728357281550.200728357281549
280-7-7.201984912117720.201984912117724
281-9-8.71042099075551-0.289579009244494
282-11-10.9438172030242-0.0561827969757588
283-13-12.9561000183281-0.0438999816719243
284-11-11.22703099095630.227030990956263
285-9-8.49322437099585-0.506775629004145
286-17-17.00974251700870.00974251700868275
287-22-21.5326094794567-0.46739052054332
288-25-24.5413375531293-0.458662446870691
289-20-20.32409754008690.324097540086943
290-24-24.06814384371940.0681438437193772
291-24-24.06322957437320.0632295743732472
292-22-21.5742059881471-0.425794011852902
293-19-19.58153114082210.581531140822082
294-18-17.5913442397363-0.408655760263718
295-17-17.33239126934250.332391269342494
296-11-11.0917126491810.0917126491809919
297-11-11.09197742799930.0919774279992845
298-12-11.3388262238426-0.661173776157403
299-10-9.84043435330966-0.15956564669034
300-15-15.09349876165380.0934987616537517
301-15-14.845750692481-0.154249307519017
302-15-15.09143879520810.0914387952081253
303-13-12.5918997073413-0.408100292658738
304-8-8.062896159298670.0628961592986701
305-13-12.8009580391614-0.199041960838595
306-9-9.298264235952280.298264235952278
307-7-6.78355436025343-0.216445639746567
308-4-4.036849229287680.0368492292876755
309-4-4.027599357637710.0275993576377089
310-2-2.532274100386280.532274100386281
3110-0.2769451748748070.276945174874807
312-2-1.76672166826894-0.233278331731061
313-3-3.006262146251090.00626214625109045
31411.24370001518803-0.243700015188025
315-2-2.478096327946090.478096327946091
316-1-1.236862240179610.236862240179607
31710.7554953598898260.244504640110174
318-3-2.49971515296482-0.500284847035176
319-4-4.226613481353010.226613481353006
320-9-8.7272795927084-0.272720407291605
321-9-8.49671316840752-0.503286831592477
322-7-6.51328819273248-0.486711807267525
323-14-13.7610874148472-0.238912585152791
324-12-11.7583717184489-0.241628281551076
325-16-16.240855333760.240855333759962
326-20-19.5150426791138-0.484957320886155
327-12-12.01241041949660.0124104194965787
328-12-11.7693643092889-0.230635690711062
329-10-10.01794038454420.0179403845442297
330-10-9.7801257909383-0.219874209061698
331-13-13.02312139670450.0231213967044777
332-16-15.7804002934117-0.219599706588334
333-14-13.7735613050906-0.226438694909448
334-17-16.5403023838287-0.459697616171288
335-24-24.28354527585170.283545275851693


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
80.191401314651580.382802629303160.80859868534842
90.202047098033720.4040941960674410.79795290196628
100.1074347512958770.2148695025917550.892565248704122
110.06126928034233660.1225385606846730.938730719657663
120.1481989540477580.2963979080955160.851801045952242
130.08906426958523040.1781285391704610.91093573041477
140.09377340789125270.1875468157825050.906226592108747
150.07101374006569960.1420274801313990.9289862599343
160.05445831353570140.1089166270714030.945541686464299
170.03943442367007820.07886884734015640.960565576329922
180.1202081142877390.2404162285754780.879791885712261
190.1594934386452130.3189868772904270.840506561354787
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3200.944117302145560.111765395708880.0558826978544401
3210.9251165166053470.1497669667893060.0748834833946528
3220.9005556392678250.198888721464350.0994443607321752
3230.8765319269014430.2469361461971140.123468073098557
3240.7991603193472410.4016793613055190.200839680652759
3250.7032626512995190.5934746974009620.296737348700481
3260.9810423419782830.03791531604343460.0189576580217173
3270.9389342099707040.1221315800585920.0610657900292958


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level410.128125NOK
5% type I error level1000.3125NOK
10% type I error level1600.5NOK