Multiple Linear Regression - Estimated Regression Equation
Y(Werkloosheid)[t] = + 21.9148726937865 -0.898005613316569`X(inflatie)`[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)21.91487269378650.43507550.370400
`X(inflatie)`-0.8980056133165690.195376-4.59637e-064e-06


Multiple Linear Regression - Regression Statistics
Multiple R0.301031438385647
R-squared0.0906199268965314
Adjusted R-squared0.0863303982498169
F-TEST (value)21.1258472340407
F-TEST (DF numerator)1
F-TEST (DF denominator)212
p-value7.38328562854829e-06
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.01212920578624
Sum Squared Residuals1923.4595386983


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
11520.0290609058211-5.02906090582111
214.420.0290609058216-5.62906090582164
313.519.5800580991634-6.08005809916335
412.819.5800580991634-6.78005809916335
512.319.4902575378317-7.1902575378317
612.219.669858660495-7.46985866049501
714.519.7596592218267-5.25965922182667
817.220.2086620284850-3.00866202848495
91819.9392603444900-1.93926034448998
1018.120.2086620284850-2.10866202848495
111820.1188614671533-2.11886146715329
1218.319.9392603444900-1.63926034448998
1318.719.669858660495-0.96985866049501
1418.619.669858660495-1.06985866049501
1518.319.4902575378317-1.19025753783169
1617.919.5800580991634-1.68005809916335
1717.419.8494597831583-2.44945978315832
1817.420.1188614671533-2.71886146715329
1920.119.84945978315830.250540216841679
2023.219.31065641516843.88934358483162
2124.219.6698586604954.53014133950499
2224.219.6698586604954.53014133950499
2323.919.84945978315834.05054021684168
2423.819.6698586604954.13014133950499
2523.819.84945978315833.95054021684168
2623.319.75965922182673.54034077817334
2722.419.93926034449002.46073965551002
2821.519.75965922182671.74034077817333
2920.519.58005809916340.919941900836649
3019.919.40045697650000.49954302349996
312219.40045697650002.59954302349996
3224.919.6698586604955.23014133950499
3325.719.6698586604956.03014133950499
3425.319.93926034449005.36073965551002
3524.420.02906090582164.37093909417836
3623.820.20866202848503.59133797151505
3723.520.20866202848503.29133797151505
382320.38826315114832.61173684885174
3922.220.38826315114831.81173684885174
4021.420.47806371247990.921936287520079
4120.320.6576648351432-0.357664835143233
4219.520.9270665191382-1.42706651913820
4321.721.19646820313320.503531796866824
4424.721.10666764180153.59333235819848
4525.321.01686708046994.28313291953014
4624.921.01686708046993.88313291953014
4724.120.92706651913823.1729334808618
4823.420.74746539647492.65253460352511
4923.120.65766483514322.44233516485677
5022.420.65766483514321.74233516485677
5121.320.47806371247990.821936287520081
5220.320.11886146715330.181138532846708
5319.320.0290609058216-0.729060905821635
5418.720.2086620284849-1.50866202848495
552120.56786427381160.432135726188423
562420.83726595780653.16273404219345
5724.820.56786427381164.23213572618842
5824.219.93926034449004.26073965551002
5923.320.02906090582163.27093909417836
6022.720.02906090582162.67093909417836
6122.320.02906090582162.27093909417836
6221.820.20866202848491.59133797151505
6321.220.74746539647490.452534603525109
6420.520.9270665191382-0.427066519138204
6519.720.6576648351432-0.957664835143234
6619.220.4780637124799-1.27806371247992
6721.220.20866202848490.99133797151505
6823.920.38826315114833.51173684885174
6924.820.47806371247994.32193628752008
7024.220.83726595780653.36273404219345
712320.74746539647492.25253460352511
7222.221.10666764180151.09333235819848
7321.821.46586988712810.334130112871856
7421.221.19646820313320.00353179686682453
7520.521.0168670804699-0.516867080469861
7619.720.7474653964749-1.04746539647489
771920.7474653964749-1.74746539647489
7818.420.8372659578065-2.43726595780655
7920.720.8372659578065-0.137265957806548
8024.521.01686708046993.48313291953014
812621.19646820313324.80353179686683
8225.221.28626876446483.91373123553517
8324.121.37606932579652.72393067420351
8423.721.28626876446482.41373123553517
8523.521.01686708046992.48313291953014
8623.121.01686708046992.08313291953014
8722.720.74746539647491.95253460352511
8822.520.92706651913821.57293348086180
8921.721.19646820313320.503531796866824
9020.521.2862687644648-0.786268764464832
9121.921.28626876446480.613731235535167
9222.921.10666764180151.79333235819848
9321.520.74746539647490.75253460352511
941920.6576648351432-1.65766483514323
951720.4780637124799-3.47806371247992
9616.120.0290609058216-3.92906090582163
9715.921.6454710097915-5.74547100979146
9815.720.0290609058216-4.32906090582164
9915.119.669858660495-4.56985866049501
10014.819.8494597831583-5.04945978315832
10114.319.7596592218267-5.45965922182666
10214.519.2208558538367-4.72085585383672
10318.920.3882631511483-1.48826315114826
10421.618.77185304717842.82814695282156
10520.418.32285024052022.07714975947984
10617.918.5922519245151-0.692251924515128
10715.718.5922519245151-2.89225192451513
10814.519.2208558538367-4.72085585383672
1091419.4902575378317-5.4902575378317
11013.919.669858660495-5.76985866049501
11114.419.9392603444900-5.53926034448998
11215.819.3106564151684-3.51065641516838
11315.619.1310552925051-3.53105529250507
11414.719.2208558538367-4.52085585383672
11516.719.4004569765000-2.70045697650004
11617.919.669858660495-1.76985866049501
11718.720.2086620284849-1.50866202848495
11820.120.2086620284849-0.108662028484948
11919.520.2984625898166-0.798462589816606
12019.420.1188614671533-0.718861467153294
12118.619.5800580991634-0.98005809916335
12217.819.669858660495-1.86985866049501
12317.119.669858660495-2.56985866049501
12416.520.4780637124799-3.97806371247992
12515.520.6576648351432-5.15766483514323
12614.921.1964682031332-6.29646820313317
12718.620.9270665191382-2.32706651913820
12819.120.7474653964749-1.64746539647489
12918.820.8372659578065-2.03726595780655
13018.220.7474653964749-2.54746539647489
1311820.9270665191382-2.92706651913820
1321920.7474653964749-1.74746539647489
13320.720.8372659578065-0.137265957806548
13421.220.47806371247990.72193628752008
13520.720.38826315114830.311736848851736
13619.620.5678642738116-0.967864273811575
13718.621.1066676418015-2.50666764180152
13818.720.5678642738116-1.86786427381158
13923.820.65766483514323.14233516485677
14024.920.47806371247994.42193628752008
14124.820.38826315114834.41173684885174
14223.820.65766483514323.14233516485677
14322.320.29846258981662.00153741018339
14421.720.38826315114831.31173684885174
14520.720.65766483514320.0423351648567656
14619.720.8372659578065-1.13726595780655
14718.421.0168670804699-2.61686708046986
14817.420.3882631511483-2.98826315114826
1491719.7596592218267-2.75965922182667
1501820.1188614671533-2.11886146715329
15123.820.02906090582163.77093909417836
15225.520.11886146715335.38113853284671
15325.620.29846258981665.3015374101834
15423.719.49025753783174.20974246216830
1552219.84945978315832.15054021684168
15621.320.20866202848491.09133797151505
15720.720.11886146715330.581138532846707
15820.419.84945978315830.550540216841676
15920.319.40045697650000.899543023499963
16020.419.75965922182670.640340778173333
16119.819.8494597831583-0.0494597831583216
16219.519.49025753783170.00974246216830549
16323.119.49025753783173.60974246216831
16423.519.31065641516844.18934358483162
16523.519.22085585383674.27914414616328
16622.919.93926034449002.96073965551002
16721.919.84945978315832.05054021684168
16821.519.40045697650002.09954302349996
16920.519.40045697650001.09954302349996
17020.219.40045697650000.799543023499961
17119.419.9392603444900-0.53926034448998
17219.219.5800580991634-0.380058099163352
17318.819.4004569765000-0.600456976500037
17418.819.669858660495-0.869858660495008
17522.619.75965922182672.84034077817334
17623.319.84945978315833.45054021684168
1772320.20866202848502.79133797151505
17821.420.38826315114831.01173684885174
17919.920.1188614671533-0.218861467153294
18018.820.0290609058216-1.22906090582163
18118.620.3882631511483-1.78826315114826
18218.420.2984625898166-1.89846258981661
18318.620.2984625898166-1.69846258981660
18419.920.2984625898166-0.398462589816608
18519.220.7474653964749-1.54746539647489
18618.420.7474653964749-2.34746539647489
18721.120.74746539647490.352534603525111
18820.520.8372659578065-0.337265957806547
18919.120.6576648351432-1.55766483514323
19018.119.9392603444900-1.83926034448998
1911719.3106564151684-2.31065641516838
19217.119.1310552925051-2.03105529250507
19317.418.7718530471784-1.37185304717844
19416.818.6820524858468-1.88205248584678
19515.317.9636479951935-2.66364799519353
19614.318.2330496791885-3.9330496791885
19713.417.3350440658719-3.93504406587193
19815.316.7064401365503-1.40644013655033
19922.116.61663957521875.48336042478133
20023.717.06564238187706.63435761812304
20122.216.97584182054535.2241581794547
20219.517.60444574986691.89555425013310
20316.619.0412547311734-2.44125473117341
20417.319.4902575378317-2.19025753783169
20519.820.0290609058216-0.229060905821635
20621.220.20866202848490.99133797151505
20721.521.37606932579650.123930674203512
20820.621.2862687644648-0.68626876446483
20919.122.0944738164497-2.99447381644974
21019.622.812878307103-3.212878307103
21123.523.44148223642460.0585177635754046
2122422.54347662310801.45652337689197
21323.222.8128783071030.387121692897002
21421.222.7230777457713-1.52307774577134


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
50.004947771230112350.009895542460224690.995052228769888
60.004708292464915910.009416584929831820.995291707535084
70.002616035700111330.005232071400222660.997383964299889
80.002071143034024690.004142286068049380.997928856965975
90.02080100922994490.04160201845988980.979198990770055
100.01087323556825210.02174647113650420.989126764431748
110.00653216595656970.01306433191313940.99346783404343
120.01247621007914470.02495242015828930.987523789920855
130.0887607259306640.1775214518613280.911239274069336
140.1652631064112680.3305262128225350.834736893588732
150.2486284550254380.4972569100508750.751371544974562
160.2491058943901470.4982117887802930.750894105609853
170.2014529474368430.4029058948736850.798547052563157
180.1532161689641850.3064323379283700.846783831035815
190.1976031239712210.3952062479424420.802396876028779
200.5794958003405970.8410083993188070.420504199659403
210.8285076230691470.3429847538617060.171492376930853
220.9313525390124380.1372949219751250.0686474609875624
230.9697006058001920.06059878839961510.0302993941998075
240.984285621996230.03142875600754020.0157143780037701
250.9918071985064330.0163856029871350.0081928014935675
260.9943865255864640.01122694882707260.00561347441353631
270.9949409634403680.01011807311926370.00505903655963183
280.9941008559593310.01179828808133710.00589914404066853
290.991941316770580.01611736645884080.0080586832294204
300.9885479584147950.02290408317041050.0114520415852052
310.9868086429711520.02638271405769560.0131913570288478
320.9932372334801390.01352553303972250.00676276651986124
330.9974225939246160.005154812150768160.00257740607538408
340.9990062002933670.001987599413265790.000993799706632895
350.9994203106482040.001159378703591150.000579689351795573
360.9995461012415890.0009077975168217910.000453898758410896
370.9995686610464380.0008626779071232520.000431338953561626
380.9994895711062040.001020857787593080.00051042889379654
390.999294211271980.001411577456040310.000705788728020154
400.9989554241401820.002089151719635880.00104457585981794
410.998489552250230.003020895499541080.00151044774977054
420.9979992231657380.004001553668524540.00200077683426227
430.9971339773004670.005732045399065420.00286602269953271
440.997124248017150.005751503965702250.00287575198285112
450.9973698048089680.005260390382063880.00263019519103194
460.9972571542293960.005485691541208260.00274284577060413
470.9967559820283320.006488035943336770.00324401797166839
480.995958655560350.008082688879300820.00404134443965041
490.9949092208048180.01018155839036410.00509077919518206
500.9932889343431830.01342213131363360.0067110656568168
510.9910001809034120.01799963819317620.0089998190965881
520.9879803883653860.02403922326922710.0120196116346135
530.9845316496563790.03093670068724260.0154683503436213
540.9817332217382340.03653355652353160.0182667782617658
550.976548845862190.04690230827561780.0234511541378089
560.9738070014021160.05238599719576820.0261929985978841
570.9757157613872060.04856847722558760.0242842386127938
580.9800072458338840.03998550833223160.0199927541661158
590.9797631407389330.04047371852213350.0202368592610667
600.9776564443328460.04468711133430740.0223435556671537
610.9742304260198630.05153914796027490.0257695739801375
620.9684854216210640.06302915675787170.0315145783789358
630.9614928190980690.07701436180386280.0385071809019314
640.955639473813850.08872105237230110.0443605261861505
650.9494190241621810.1011619516756370.0505809758378187
660.9428637453175460.1142725093649070.0571362546824535
670.9308869429454870.1382261141090250.0691130570545126
680.9312245879220630.1375508241558740.0687754120779368
690.9388655705534970.1222688588930060.061134429446503
700.936360895672190.1272782086556210.0636391043278104
710.9275735406089960.1448529187820080.072426459391004
720.9155070041959220.1689859916081570.0844929958040783
730.9048283286301840.1903433427396320.095171671369816
740.8918086630358160.2163826739283690.108191336964184
750.8784269526621690.2431460946756620.121573047337831
760.8653475443002040.2693049113995920.134652455699796
770.8577757373636830.2844485252726330.142224262636317
780.8589024246199230.2821951507601540.141097575380077
790.8379659278822700.3240681442354610.162034072117730
800.8394125278030760.3211749443938490.160587472196924
810.8644512106777970.2710975786444070.135548789322203
820.8718657347534360.2562685304931280.128134265246564
830.86481080347750.2703783930449990.135189196522499
840.8551312675776650.2897374648446690.144868732422335
850.8462169789554640.3075660420890720.153783021044536
860.8334261640837040.3331476718325910.166573835916296
870.818941117290090.3621177654198180.181058882709909
880.8010109393869380.3979781212261250.198989060613062
890.7797064285391860.4405871429216290.220293571460814
900.763882161901030.472235676197940.23611783809897
910.7406208566562520.5187582866874960.259379143343748
920.722884032022010.5542319359559780.277115967977989
930.6952314847775250.609537030444950.304768515222475
940.6790723476934440.6418553046131110.320927652306556
950.7005393256037970.5989213487924070.299460674396203
960.7272436942383930.5455126115232140.272756305761607
970.8298156608192180.3403686783615650.170184339180782
980.8558670472182850.2882659055634300.144132952781715
990.8812492555565910.2375014888868180.118750744443409
1000.9116341294066210.1767317411867570.0883658705933786
1010.9407142993083670.1185714013832660.0592857006916329
1020.9529339568671960.09413208626560780.0470660431328039
1030.945275861179240.1094482776415200.0547241388207601
1040.9487850337248550.1024299325502910.0512149662751454
1050.9468267462125020.1063465075749960.0531732537874982
1060.9358014256239830.1283971487520340.0641985743760168
1070.9329045631716850.134190873656630.067095436828315
1080.947842981354630.1043140372907400.0521570186453699
1090.9672242758997140.06555144820057250.0327757241002862
1100.9821588624099470.03568227518010560.0178411375900528
1110.990358399818550.01928320036289880.0096416001814494
1120.9911142444227630.01777151115447510.00888575557723753
1130.9919265339873660.01614693202526770.00807346601263386
1140.9944012362318170.01119752753636550.00559876376818273
1150.9941244440372730.01175111192545460.00587555596272728
1160.9929511917195270.01409761656094640.00704880828047319
1170.99135808036080.01728383927839830.00864191963919916
1180.988726416209940.02254716758011860.0112735837900593
1190.9856709750309380.02865804993812430.0143290249690621
1200.9818393077174230.03632138456515320.0181606922825766
1210.9775379202951130.04492415940977490.0224620797048874
1220.9741684714899270.05166305702014640.0258315285100732
1230.9728448653895030.0543102692209950.0271551346104975
1240.9783604729320430.0432790541359130.0216395270679565
1250.988049410426820.02390117914635890.0119505895731795
1260.9962888256463220.007422348707355740.00371117435367787
1270.9959785151992970.008042969601406220.00402148480070311
1280.9951516521748140.009696695650371340.00484834782518567
1290.9944955337397030.01100893252059380.00550446626029688
1300.9942986740932040.01140265181359190.00570132590679593
1310.9945757736291140.01084845274177260.00542422637088629
1320.9936152832027440.01276943359451300.00638471679725652
1330.9915230290845950.01695394183080920.0084769709154046
1340.9889448821401950.02211023571961080.0110551178598054
1350.9855577979539320.02888440409213580.0144422020460679
1360.9819896614080990.03602067718380220.0180103385919011
1370.9814539793233130.03709204135337380.0185460206766869
1380.9790579647418580.0418840705162840.020942035258142
1390.9796085317788380.04078293644232350.0203914682211617
1400.9855245183584770.02895096328304670.0144754816415234
1410.990067059372150.01986588125570000.00993294062784999
1420.990701630228230.01859673954353900.00929836977176949
1430.9892334858120870.02153302837582590.0107665141879129
1440.9865626100147560.02687477997048810.0134373899852441
1450.9823693965690980.03526120686180340.0176306034309017
1460.9780305618199290.0439388763601420.021969438180071
1470.9772674729198170.04546505416036530.0227325270801827
1480.978413136883840.04317372623232050.0215868631161603
1490.9791546826626130.04169063467477400.0208453173373870
1500.977352567549310.045294864901380.02264743245069
1510.9810621667311080.03787566653778390.0189378332688920
1520.9910872468660250.0178255062679490.0089127531339745
1530.9962932683192330.007413463361534520.00370673168076726
1540.9976413269728020.004717346054396980.00235867302719849
1550.997290188359690.005419623280620150.00270981164031007
1560.996372549503680.007254900992639250.00362745049631962
1570.9949698657048660.01006026859026880.00503013429513438
1580.9930717926083120.01385641478337630.00692820739168815
1590.9907337809713920.01853243805721640.0092662190286082
1600.9875345744832360.02493085103352780.0124654255167639
1610.9831321442054550.03373571158908990.0168678557945450
1620.977496846621420.04500630675715930.0225031533785797
1630.9814905385101260.03701892297974770.0185094614898738
1640.9875774059107060.02484518817858850.0124225940892942
1650.9923891428812950.01522171423741030.00761085711870517
1660.9933528710893360.01329425782132890.00664712891066447
1670.9926765177387860.0146469645224280.007323482261214
1680.9918985510104860.01620289797902880.0081014489895144
1690.9894265839628350.02114683207433040.0105734160371652
1700.9858786778772330.02824264424553370.0141213221227669
1710.9804807483206550.03903850335868980.0195192516793449
1720.973329219134510.05334156173097850.0266707808654892
1730.9642214799373250.07155704012535020.0357785200626751
1740.9529708450513530.09405830989729430.0470291549486471
1750.9570728941266250.08585421174675090.0429271058733754
1760.9683570002261510.06328599954769790.0316429997738489
1770.9737764466321560.05244710673568850.0262235533678443
1780.9684784998577290.06304300028454210.0315215001422711
1790.9574350877087290.08512982458254260.0425649122912713
1800.943502496038740.1129950079225210.0564975039612606
1810.9281964559029270.1436070881941460.071803544097073
1820.9107031921141790.1785936157716430.0892968078858214
1830.8884696442242840.2230607115514310.111530355775716
1840.857822105207350.2843557895853010.142177894792650
1850.8245121693898310.3509756612203370.175487830610169
1860.79694049524440.4061190095112010.203059504755600
1870.7577233848150670.4845532303698650.242276615184933
1880.7079264708916420.5841470582167160.292073529108358
1890.6560572687208780.6878854625582450.343942731279122
1900.6074715318106020.7850569363787960.392528468189398
1910.5733956483531590.8532087032936820.426604351646841
1920.533363345604180.933273308791640.46663665439582
1930.4801577893506910.9603155787013820.519842210649309
1940.4424227204459150.884845440891830.557577279554085
1950.4535762920158210.9071525840316420.546423707984179
1960.5661877614138430.8676244771723140.433812238586157
1970.7805052993280970.4389894013438070.219494700671903
1980.8805825413283370.2388349173433260.119417458671663
1990.870380215498110.259239569003780.12961978450189
2000.938843411677940.1223131766441210.0611565883220606
2010.9806509936579630.03869801268407440.0193490063420372
2020.984133321743360.03173335651328080.0158666782566404
2030.9767156826257490.04656863474850240.0232843173742512
2040.9726622981333140.05467540373337130.0273377018666856
2050.9459475239188260.1081049521623480.0540524760811742
2060.912115948140210.1757681037195790.0878840518597895
2070.858689201155780.2826215976884380.141310798844219
2080.786123245654890.427753508690220.21387675434511
2090.6958413159457630.6083173681084740.304158684054237


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level270.131707317073171NOK
5% type I error level1070.521951219512195NOK
10% type I error level1260.614634146341463NOK