Multiple Linear Regression - Estimated Regression Equation
TotaleIndustrieZonderBouwnijverheid[t] = + 16.1562962637093 + 33.3837324188536`periodes(2000=100)`[t] + 0.867868628284169TotaleIndustrie[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)16.15629626370932.8246475.719800
`periodes(2000=100)`33.383732418853662.1715260.5370.5922880.296144
TotaleIndustrie0.8678686282841690.02705432.078800


Multiple Linear Regression - Regression Statistics
Multiple R0.947094059493863
R-squared0.896987157528564
Adjusted R-squared0.895270276820707
F-TEST (value)522.45164933331
F-TEST (DF numerator)2
F-TEST (DF denominator)120
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation2.6994787582425
Sum Squared Residuals874.462267944297


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
1101.5102.418905996048-0.918905996048432
2100.7103.610662748529-2.91066274852908
3110.6112.141389245569-1.54138924556928
496.899.9439584636572-3.14395846365718
5100104.695547337439-4.69554733743874
6104.8108.407362209724-3.60736220972403
786.886.52753933442170.272460665578293
89298.408104019453-6.40810401945297
9100.2103.866639468568-3.66663946856767
10106.6111.152843123784-4.55284312378368
11102.1104.984757458399-2.88475745839939
1293.794.9150799539053-1.21507995390533
1397.6100.162189226217-2.56218922621698
1496.999.7919241160756-2.8919241160756
15105.6108.322681169021-2.7226811690214
16102.8105.758615772445-2.95861577244514
17101.7104.782282533009-3.08228253300862
18104.2107.105517600154-2.90551760015379
1992.790.86684557065791.83315442934212
2091.996.1516132938775-4.25161329387754
21106.5108.987036597348-2.48703659734829
22112.3113.929996900664-1.62999690066375
23102.8104.464013553896-1.66401355389582
2496.596.04328764265040.45671235734964
25101101.203373501815-0.203373501814711
2698.9100.572889330021-1.6728893300215
27105.1107.801873965936-2.70187396593648
28103105.411405882823-2.41140588282262
2999101.397543267032-2.39754326703171
30104.3106.931902248958-2.63190224895772
3194.692.0818247819212.51817521807902
3290.494.2422700518595-3.84227005185947
33108.9111.503827869013-2.60382786901287
34111.4113.148889327374-1.74888932737367
35100.8101.773598101375-0.973598101375302
36102.5100.2958224147142.20417758528581
3798.299.2070178359811-1.00701783598106
3898.7100.581102169386-1.88110216938611
39113.3114.137229012151-0.837229012150886
40104.6105.584917232484-0.98491723248429
4199.3100.789983663077-1.48998366307679
42111.8112.920154200122-1.12015420012171
4397.392.0817879503815.21821204961903
4497.7100.230531359423-2.53053135942273
45115.6115.235635247970.364364752029713
46111.9111.933847465698-0.0338474656978215
47107106.3732791491010.626720850898659
48107.1104.3747834825852.72521651741523
49100.698.77282595823681.82717404176324
5099.299.6180010846718-0.418001084671763
51108.4107.1941941313431.20580586865655
52103105.498068055881-2.49806805588113
5399.8101.397440190155-1.59744019015526
54115115.089784228316-0.0897842283156451
5590.886.44060507173364.35939492826645
5695.999.2758436728599-3.37584367285987
57114.4114.454525787504-0.0545257875035409
58108.2108.1151997448870.0848002551127333
59112.6110.6258127681391.97418723186068
60109.1104.982270058754.11772994124983
61105102.5911906158782.40880938412189
62105103.7836542973611.21634570263926
63118.5116.5670895478761.93291045212385
64103.7103.6754816848370.0245183151629613
65112.5111.6382385425470.861761457453342
66116.6115.6972507670160.902749232983666
6796.690.34597714089676.25402285910326
68101.9103.441580925273-1.54158092527275
69116.5115.8430879253590.656912074640605
70119.3117.3145814740191.98541852598144
71115.4114.1840515071421.21594849285826
72108.5104.7218880280313.77811197196916
73111.5108.6660139634682.83398603653233
74108.8107.7757339001911.02426609980933
75121.8119.4309703377472.36902966225263
76109.6108.3619100879591.23808991204126
77112.2111.1174659554961.08253404450378
78119.6117.9536677408131.64633225918669
79104.196.50780768022877.59219231977132
80105.3106.652662718624-1.35266271862423
81115113.8469624404781.15303755952211
82124.1122.4349806758551.6650193241448
83116.8114.5311763440512.26882365594925
84107.5102.9861293505964.51387064940414
85115.6112.744739722032.85526027797005
86116.2114.2929453230451.90705467695532
87116.3111.6200670850654.67993291493459
88119118.081976597070.918023402929534
89111.9110.9438408709650.956159129035282
90118.6116.8253971055971.77460289440342
91106.999.54531119431287.35468880568721
92103.2102.8340086548770.365991345122786
93118.6117.5787699298021.02123007019838
94118.7116.6202351869142.07976481308607
95102.8102.467779819020.332220180979542
96100.698.0392567698452.56074323015501
9794.995.6474712061025-0.747471206102459
9894.597.2742916700994-2.77429167009941
99102.9105.805261762652-2.90526176265168
10095.397.9473623550561-2.64736235505613
10192.595.9296622939027-3.42966229390274
102102.7105.369489835031-2.66948983503113
10391.587.9158349269153.58416507308499
10489.593.5477822648954-4.04778226489544
105104.2106.903958217097-2.70395821709672
106105.2107.420802073229-2.22080207322879
1079998.73592214800880.26407785199116
10895.593.17917107322622.3208289267738
10990.591.5682323696999-1.06823236969994
11096.196.0591598495810.0408401504189759
111113113.095272812416-0.0952728124163982
112101.9102.807364669383-0.907364669382893
113101.4100.8764622184290.523537781570893
114113.6113.1802661535460.419733846454397
11596.691.04012537681425.55987462318581
11697.899.0153225876523-1.21532258765235
117114.9114.280814000150.619185999849879
118112.5112.541201351759-0.0412013517587051
119108.4106.8938647069471.50613529305255
120107100.6428199195146.35718008048553
121103.5100.9409575265842.55904247341636
122107.5106.7338283516640.766171648336429
123122.3119.8645627701712.43543722982885


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
60.04964911015095990.09929822030191990.95035088984904
70.1441650607946230.2883301215892470.855834939205377
80.3359937468069120.6719874936138240.664006253193088
90.2280006253983520.4560012507967050.771999374601648
100.1516148260767170.3032296521534340.848385173923283
110.1059124430069310.2118248860138620.894087556993069
120.08175665646443440.1635133129288690.918243343535566
130.06516326470831920.1303265294166380.934836735291681
140.04114724021718110.08229448043436230.958852759782819
150.02655196481102730.05310392962205460.973448035188973
160.01602754072518510.03205508145037030.983972459274815
170.009441095858424850.01888219171684970.990558904141575
180.005787382404691850.01157476480938370.994212617595308
190.01805643174823150.0361128634964630.981943568251768
200.02326513783996610.04653027567993220.976734862160034
210.01869094828709060.03738189657418120.981309051712909
220.02314318673817030.04628637347634050.97685681326183
230.01799402183651160.03598804367302310.982005978163488
240.02084051440212410.04168102880424830.979159485597876
250.01627013812900520.03254027625801030.983729861870995
260.01084962501851390.02169925003702780.989150374981486
270.007577026169401190.01515405233880240.992422973830599
280.005212335595454010.0104246711909080.994787664404546
290.003547074215436260.007094148430872520.996452925784564
300.002486092023660260.004972184047320530.99751390797634
310.007012227852253980.0140244557045080.992987772147746
320.01128985570474510.02257971140949030.988710144295255
330.009357012785103740.01871402557020750.990642987214896
340.009137742866726380.01827548573345280.990862257133274
350.007359049235394820.01471809847078960.992640950764605
360.02059902470187340.04119804940374680.979400975298127
370.01487797455305250.0297559491061050.985122025446947
380.01143961887952070.02287923775904150.988560381120479
390.0123637976983730.02472759539674610.987636202301627
400.01012267753339780.02024535506679550.989877322466602
410.007681728149647510.0153634562992950.992318271850352
420.007123396177031140.01424679235406230.992876603822969
430.05594195282836570.1118839056567310.944058047171634
440.05308768728260890.1061753745652180.946912312717391
450.06884161261447850.1376832252289570.931158387385521
460.06908167658180810.1381633531636160.930918323418192
470.06851381528634610.1370276305726920.931486184713654
480.1072708573986480.2145417147972970.892729142601352
490.1137021466867870.2274042933735750.886297853313213
500.09387430500534910.1877486100106980.906125694994651
510.09691623320130280.1938324664026060.903083766798697
520.0936878358644820.1873756717289640.906312164135518
530.08260376942763320.1652075388552660.917396230572367
540.07764591766678280.1552918353335660.922354082333217
550.1196429393900160.2392858787800330.880357060609984
560.149896532756070.2997930655121390.85010346724393
570.1424735885337280.2849471770674560.857526411466272
580.1274704935099570.2549409870199130.872529506490043
590.1457664945257780.2915329890515560.854233505474222
600.2359804531387360.4719609062774720.764019546861264
610.249214716049240.498429432098480.75078528395076
620.2278196266820850.4556392533641690.772180373317915
630.2412765986267160.4825531972534330.758723401373284
640.2093426092174720.4186852184349450.790657390782528
650.189738692856860.379477385713720.81026130714314
660.1729694167753680.3459388335507370.827030583224632
670.3604890211567340.7209780423134670.639510978843266
680.340169746535230.6803394930704610.65983025346477
690.3129837297337190.6259674594674380.687016270266281
700.3098824625044550.6197649250089090.690117537495545
710.283360898642460.5667217972849190.71663910135754
720.3286121008593240.6572242017186470.671387899140677
730.3386368157566710.6772736315133420.661363184243329
740.2997008911505720.5994017823011450.700299108849427
750.2918646387961360.5837292775922730.708135361203864
760.2570952064432690.5141904128865380.742904793556731
770.223167296281990.446334592563980.77683270371801
780.1981394651420390.3962789302840780.801860534857961
790.5118486702977660.9763026594044670.488151329702234
800.4844220962130730.9688441924261460.515577903786927
810.4381765570915730.8763531141831450.561823442908427
820.3990483850559840.7980967701119690.600951614944016
830.3709288189401460.7418576378802920.629071181059854
840.4443214801328880.8886429602657760.555678519867112
850.4413373549426040.8826747098852080.558662645057396
860.4055223863728560.8110447727457110.594477613627144
870.4996500057692830.9993000115385670.500349994230717
880.4451136320494460.8902272640988910.554886367950554
890.3913739142794180.7827478285588360.608626085720582
900.3529508176165990.7059016352331970.647049182383401
910.6884293467473430.6231413065053130.311570653252657
920.631823688918440.7363526221631190.36817631108156
930.5778197735852170.8443604528295660.422180226414783
940.5518811162623160.8962377674753690.448118883737684
950.4883289652743880.9766579305487770.511671034725612
960.4719302899110340.9438605798220690.528069710088966
970.4100193133396970.8200386266793950.589980686660303
980.4151445301018090.8302890602036190.584855469898191
990.4254788226365150.8509576452730290.574521177363485
1000.4359823644760090.8719647289520180.564017635523991
1010.516443313708930.967113372582140.48355668629107
1020.5386700248889290.9226599502221430.461329975111071
1030.539257043975870.921485912048260.46074295602413
1040.7265397793021530.5469204413956940.273460220697847
1050.781270658729190.437458682541620.21872934127081
1060.8225387106299090.3549225787401820.177461289370091
1070.7848650314258960.4302699371482080.215134968574104
1080.7194075298937440.5611849402125110.280592470106256
1090.7052293669274010.5895412661451970.294770633072599
1100.6818132223715390.6363735552569230.318186777628461
1110.5961302994468040.8077394011063920.403869700553196
1120.6139622785368880.7720754429262240.386037721463112
1130.5634145412452060.8731709175095890.436585458754794
1140.4506879573047470.9013759146094930.549312042695253
1150.4383328045076170.8766656090152340.561667195492383
1160.6188465424623390.7623069150753220.381153457537661
1170.4639554296753790.9279108593507590.536044570324621


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level20.0178571428571429NOK
5% type I error level270.241071428571429NOK
10% type I error level300.267857142857143NOK