Multiple Linear Regression - Estimated Regression Equation
Totale_werkloosheid[t] = + 1.0631373518042 + 0.00873358040788804S_t[t] + 0.559429956874879s[t] -9.26671245417641e-05t + 0.991591664899729Jonger_dan_25[t] + 0.00772196663939016Jonger_dan_25_s[t] + 1.00287188593283Vanaf_25[t] -0.00338824381708286Vanaf_25_s[t] -0.0936569913157868Belgie[t] -0.0172056942539791Belgie_s[t] -0.169613905663898Euroraad[t] -0.651252503842849Euroraad_s[t] + 0.121091973648387`EU-27`[t] + 0.587652217252215`EU-27_s`[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)1.06313735180421.055111.00760.31550.15775
S_t0.008733580407888040.0078671.11010.268980.13449
s0.5594299568748791.3622080.41070.6819790.34099
t-9.26671245417641e-050.005869-0.01580.9874260.493713
Jonger_dan_250.9915916648997290.004367227.045100
Jonger_dan_25_s0.007721966639390160.0085360.90460.3673410.18367
Vanaf_251.002871885932830.004621217.039200
Vanaf_25_s-0.003388243817082860.006093-0.55610.5790860.289543
Belgie-0.09365699131578680.169963-0.5510.5825410.291271
Belgie_s-0.01720569425397910.24038-0.07160.9430480.471524
Euroraad-0.1696139056638980.546775-0.31020.7568960.378448
Euroraad_s-0.6512525038428490.767361-0.84870.3976010.198801
`EU-27`0.1210919736483870.5209920.23240.816570.408285
`EU-27_s`0.5876522172522150.7201630.8160.4159820.207991


Multiple Linear Regression - Regression Statistics
Multiple R0.999943132217885
R-squared0.999886267669715
Adjusted R-squared0.99987498125526
F-TEST (value)88592.0211056611
F-TEST (DF numerator)13
F-TEST (DF denominator)131
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.506631776838051
Sum Squared Residuals33.6245242065726


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
1501501.977461935308-0.977461935308176
2485484.8143901898970.185609810103049
3464463.8468310036490.153168996350524
4460459.8805158811940.119484118806095
5467466.9898014673520.010198532647855
6460460.013653186112-0.0136531861121218
7448448.11142708784-0.1114270878403
8443443.100987285161-0.100987285160818
9436436.312023754901-0.312023754901457
10431431.329497799311-0.329497799310527
11484484.150659632863-0.1506596328631
12510509.0427095538610.957290446138538
13513513.01472711204-0.0147271120404201
14503503.049427367555-0.0494273675549814
15471471.12584377376-0.125843773759875
16471471.041821809265-0.0418218092654609
17476476.119051316098-0.119051316097909
18475474.1180227550190.881977244980972
19470470.129239131569-0.129239131569265
20461461.143081354814-0.143081354813747
21455455.205376411975-0.205376411974878
22456455.205283744850.794716255149667
23517516.9197357938060.0802642061942993
24525525.821407668712-0.821407668712504
25523522.7976524751250.202347524875408
26519518.9391271184790.0608728815212293
27509508.8612887962870.138711203713358
28512511.8687206570710.131279342929486
29519518.8405323167660.159467683233809
30517516.7577130786170.242286921383079
31510509.7708185499730.229181450026834
32509509.769053237006-0.769053237006072
33501500.0945486111040.905451388896453
34507507.063757091843-0.0637570918431566
35569569.793384397163-0.793384397162957
36580579.7487302116680.251269788331698
37578577.7278469040130.272153095986776
38565565.786202315583-0.78620231558272
39547547.712664867041-0.712664867041217
40555554.7776494362450.222350563755449
41562561.749461095940.250538904059776
42561560.7591283988380.240871601162281
43555555.793713712693-0.793713712692692
44544543.7830416391850.216958360815336
45537537.128932873421-0.128932873420526
46543543.087818290997-0.0878182909972307
47594593.7793608316960.220639168303972
48611610.6984711387370.301528861263011
49613612.7154024645110.284597535488783
50611610.6578428501820.342157149817799
51594593.6170478494270.382952150572624
52595595.625336089249-0.625336089248751
53591590.7194954857870.280504514212803
54589589.718076520128-0.718076520127709
55584583.7195793650430.280420634957275
56573572.7347502679360.26524973206402
57567567.158868796691-0.158868796691404
58569569.162605379531-0.162605379531005
59621620.8842879272260.115712072774368
60629628.82178077250.178219227499522
61628627.8188162194430.181183780556905
62612611.7837819165730.216218083427389
63595595.742596511237-0.742596511237159
64597596.762783341380.237216658619962
65593592.774805713540.225194286459535
66590589.796547943490.203452056509584
67580579.8225847209370.17741527906332
68574573.9058341856490.0941658143508994
69573573.203272289672-0.203272289671478
70573573.215482992979-0.215482992978537
71620620.012985483103-0.012985483102544
72626625.981174203640.0188257963604697
73620619.9799826351530.0200173648473557
74588586.9880588810161.01194111898445
75566565.9385390071210.0614609928789889
76557558.056885988883-1.05688598888303
77561561.004145620708-0.00414562070755639
78549549.031215113922-0.0312151139222915
79532532.060866396558-0.0608663965582643
80526526.073241442181-0.073241442180643
81511511.306559521443-0.306559521442632
82499499.329283963483-0.32928396348333
83555555.159061454834-0.159061454834414
84565564.135865833170.864134166830087
85542542.154490894055-0.154490894054761
86527527.091600227194-0.0916002271935157
87510510.181549692092-0.181549692092478
88514514.117420765325-0.117420765325399
89517517.135598873513-0.135598873512985
90508507.183468166920.816531833080087
91493493.211444422599-0.211444422599496
92490490.139887789738-0.139887789738179
93469469.380458029688-0.380458029687633
94478477.3552818945930.644718105406683
95528529.158669487753-1.15866948775296
96534533.1107255878940.889274412105801
97518518.113504492241-0.113504492241294
98506506.09143145909-0.0914314590901474
99502502.080393402496-0.0803934024957967
100516515.9658679310180.0341320689824674
101528527.9719514763740.0280485236260784
102533532.922201397540.07779860245977
103536535.8138658945190.186134105481417
104537536.8929089262810.107091073719262
105524523.1838893928540.816110607145613
106536536.173901663756-0.173901663755984
107587586.9638840082480.0361159917520472
108597595.9247004865541.07529951344645
109581580.8992377793010.100762220698857
110564564.826874068585-0.826874068584499
111558556.9004540589351.09954594106529
112575574.8061175890640.193882410935963
113580580.931236656108-0.931236656108059
114575574.932399479870.0676005201301813
115563563.947570382763-0.947570382763066
116552550.8818573710511.11814262894924
117537537.114921821288-0.114921821287827
118545545.120095992761-0.120095992761304
119601600.974348448080.025651551919881
120604604.92742769762-0.927427697619857
121586586.918847445935-0.918847445935181
122564563.9803373568480.019662643152099
123549548.0207726180060.979227381993769
124551551.061633295038-0.0616332950376637
125556556.111993435855-0.111993435854683
126548548.229704432583-0.22970443258317
127540540.183368100714-0.183368100713952
128531531.186250008705-0.186250008705085
129521520.3130150880120.686984911988427
130519518.2902172584550.709782741545032
131572572.105776651312-0.105776651311831
132581582.050589103082-1.05058910308234
133563563.024919073132-0.0249190731317081
134548548.077363216336-0.0773632163360862
135539539.080459192177-0.0804591921768508
136541541.017407038451-0.0174070384512693
137562561.0036585193060.996341480694122
138559559.002289937074-0.00228993707374305
139546545.9963650758950.00363492410548168
140536536.835073701984-0.835073701984302
141528527.1303116108740.869688389126159
142530531.114293852213-1.11429385221287
143582581.963614973170.0363850268296009
144599598.8984566110030.101543388996809
145584583.8496044853530.150395514647158


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
173.51612460305068e-407.03224920610135e-401
180.06812808439816440.1362561687963290.931871915601836
190.1725092662323460.3450185324646920.827490733767654
200.1379084943916740.2758169887833470.862091505608326
210.07727829674785640.1545565934957130.922721703252144
220.2031052321829820.4062104643659630.796894767817018
230.1330114234757290.2660228469514580.866988576524271
240.1073574043365850.214714808673170.892642595663415
250.2907085967593790.5814171935187590.709291403240621
260.2189906266626570.4379812533253140.781009373337343
270.158603806632550.3172076132651010.84139619336745
280.1125828728259870.2251657456519730.887417127174013
290.0830928346078790.1661856692157580.916907165392121
300.05753367771317360.1150673554263470.942466322286826
310.03955200226090240.07910400452180470.960447997739098
320.09294046068137470.1858809213627490.907059539318625
330.07233142292323930.1446628458464790.927668577076761
340.1076678616038270.2153357232076530.892332138396173
350.1325513505251890.2651027010503780.867448649474811
360.1345101135482620.2690202270965250.865489886451738
370.1457295607781380.2914591215562770.854270439221862
380.1454834265537550.290966853107510.854516573446245
390.1235556733383280.2471113466766570.876444326661672
400.1290566585636480.2581133171272950.870943341436352
410.1037141150672430.2074282301344870.896285884932757
420.08192012887966390.1638402577593280.918079871120336
430.1137645272151520.2275290544303040.886235472784848
440.1408760782062270.2817521564124540.859123921793773
450.2389078117100270.4778156234200530.761092188289973
460.2094605606768830.4189211213537660.790539439323117
470.1708093225113740.3416186450227480.829190677488626
480.1355661046955240.2711322093910480.864433895304476
490.1062575335651140.2125150671302270.893742466434886
500.1206305567345830.2412611134691660.879369443265417
510.1216682369989040.2433364739978080.878331763001096
520.1266372142609070.2532744285218140.873362785739093
530.1137394845450950.2274789690901890.886260515454905
540.1275601750828640.2551203501657290.872439824917136
550.1218463564886870.2436927129773740.878153643511313
560.1118255429712160.2236510859424330.888174457028784
570.1232381475856780.2464762951713560.876761852414322
580.1138625291240230.2277250582480460.886137470875977
590.09044818586349720.1808963717269940.909551814136503
600.07046415967565330.1409283193513070.929535840324347
610.05483813074179940.1096762614835990.945161869258201
620.04703648132628180.09407296265256370.952963518673718
630.05477161924637240.1095432384927450.945228380753628
640.05004530491431190.1000906098286240.949954695085688
650.03923731887440060.07847463774880120.960762681125599
660.02943295936542310.05886591873084620.970567040634577
670.02176419533611020.04352839067222050.97823580466389
680.01607051997748970.03214103995497930.98392948002251
690.01274197595603580.02548395191207160.987258024043964
700.009759813932678070.01951962786535610.990240186067322
710.006840306917426910.01368061383485380.993159693082573
720.00483856332024040.009677126640480810.99516143667976
730.003457989466305850.00691597893261170.996542010533694
740.008062719346409390.01612543869281880.991937280653591
750.006939738544337330.01387947708867470.993060261455663
760.02157113435281120.04314226870562240.978428865647189
770.01576534018808550.0315306803761710.984234659811914
780.011312734817040.02262546963408010.98868726518296
790.007950666327315350.01590133265463070.992049333672685
800.005501917761497830.01100383552299570.994498082238502
810.003972869485998640.007945738971997280.996027130514001
820.003574489927134540.007148979854269070.996425510072866
830.002833976523328540.005667953046657080.997166023476671
840.003863151185260740.007726302370521480.996136848814739
850.003557353997187820.007114707994375640.996442646002812
860.002501896414200440.005003792828400880.9974981035858
870.001697859097496580.003395718194993150.998302140902503
880.001121603825009930.002243207650019860.99887839617499
890.000727974741892710.001455949483785420.999272025258107
900.001878766411636090.003757532823272180.998121233588364
910.001245817369154860.002491634738309720.998754182630845
920.0007923338401749760.001584667680349950.999207666159825
930.0009213603004132470.001842720600826490.999078639699587
940.0008131388980496720.001626277796099340.99918686110195
950.007179017038704070.01435803407740810.992820982961296
960.009826813239755370.01965362647951070.990173186760245
970.007716251895122620.01543250379024520.992283748104877
980.005353072719034330.01070614543806870.994646927280966
990.003831910988884450.00766382197776890.996168089011116
1000.002589552719448850.005179105438897690.997410447280551
1010.001713622869270810.003427245738541630.998286377130729
1020.001112033340412810.002224066680825620.998887966659587
1030.0007076896667211420.001415379333442280.999292310333279
1040.0004265106171331810.0008530212342663620.999573489382867
1050.0002683850862173480.0005367701724346960.999731614913783
1060.000723442042682490.001446884085364980.999276557957318
1070.001051512471573840.002103024943147680.998948487528426
1080.0009889007507053050.001977801501410610.999011099249295
1090.0007343289104805830.001468657820961170.999265671089519
1100.002950233254315710.005900466508631410.997049766745684
1110.006506549836883980.0130130996737680.993493450163116
1120.005193112231417690.01038622446283540.994806887768582
1130.008288424762301350.01657684952460270.991711575237699
1140.005246211680349590.01049242336069920.99475378831965
1150.05006336949676730.1001267389935350.949936630503233
1160.06836697752464030.1367339550492810.93163302247536
1170.05104016066779270.1020803213355850.948959839332207
1180.04449914961955430.08899829923910860.955500850380446
1190.07840973720190720.1568194744038140.921590262798093
1200.07139819920707350.1427963984141470.928601800792926
1210.05717709318108770.1143541863621750.942822906818912
1220.1052132739507360.2104265479014710.894786726049264
1230.1153332756680440.2306665513360880.884666724331956
1240.08873674260831730.1774734852166350.911263257391683
1250.05881099182286590.1176219836457320.941189008177134
1260.03320330495818290.06640660991636570.966796695041817
1270.01851896506019050.03703793012038090.98148103493981
1280.01485062789146230.02970125578292470.985149372108538


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level290.258928571428571NOK
5% type I error level510.455357142857143NOK
10% type I error level570.508928571428571NOK