Multiple Linear Regression - Estimated Regression Equation

meubelvervaardiging[t] = + 22.324717718473 -3.16507805240116winningrondstoffen[t] + 3.56780470551802industrie[t] + 0.399823372588894bouw[t] + e[t]

Multiple Linear Regression - Ordinary Least Squares
Variable	Parameter	S.D.	T-STAT H0: parameter = 0	2-tail p-value	1-tail p-value
(Intercept)	22.324717718473	6.38	3.4992	0.000617	0.000308
winningrondstoffen	-3.16507805240116	1.845771	-1.7148	0.08848	0.04424
industrie	3.56780470551802	1.822639	1.9575	0.052171	0.026085
bouw	0.399823372588894	0.03112	12.848	0	0

Multiple Linear Regression - Regression Statistics
Multiple R	0.854075009067884
R-squared	0.729444121114306
Adjusted R-squared	0.723959880326083
F-TEST (value)	133.007311181643
F-TEST (DF numerator)	3
F-TEST (DF denominator)	148
p-value	0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	7.10953283396925
Sum Squared Residuals	7480.72765335844

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	94	84.151675345598	9.848324654402
2	115	102.533267800601	12.4667321993986
3	121	112.96061157372	8.03938842627963
4	99	97.3297573958899	1.67024260411013
5	112	110.544251655019	1.45574834498084
6	108	102.941801014774	5.05819898522576
7	69	67.3139716464431	1.68602835355689
8	88	98.9203410446615	-10.9203410446615
9	115	106.54601792913	8.45398207086977
10	116	107.748391327425	8.25160867257511
11	110	102.94760757583	7.05239242416982
12	98	92.1349568327622	5.86504316723778
13	102	94.5571233125194	7.44287668748063
14	108	101.348314085475	6.65168591452539
15	121	106.57505073441	14.42494926559
16	102	94.1456868178186	7.85431318218142
17	108	102.592906253663	5.40709374633682
18	114	107.768714291121	6.2312857088793
19	71	72.5684106626325	-1.56841066263251
20	93	99.7345041924792	-6.73450419247917
21	115	101.759750580175	13.2402494198246
22	118	109.368007781476	8.63199221852373
23	105	100.157553809292	4.84244619070815
24	95	83.7415692889234	11.2584307110766
25	98	95.3538667771692	2.64613322283082
26	103	95.7478835887021	7.25211641129787
27	112	106.569244173354	5.43075582664598
28	105	102.159573952764	2.8404260472357
29	98	101.753944019119	-3.75394401911945
30	104	104.161594096237	-0.161594096236736
31	75	72.1772971316275	2.82270286837248
32	82	89.360992311366	-7.36099231136605
33	116	107.771617571649	8.22838242835133
34	115	110.581994301883	4.41800569811717
35	92	101.362830488114	-9.36283048811448
36	90	84.1501025030962	5.84989749690376
37	91	90.1954784228795	0.804521577120496
38	100	98.1613402268754	1.83865977312464
39	100	108.177247505294	-8.17724750529351
40	94	104.170303937821	-10.1703039378207
41	84	99.3579070641141	-15.3579070641141
42	101	106.572147453882	-5.57214745388199
43	75	80.957322083441	-5.95732208344103
44	77	91.3324068070565	-14.3324068070565
45	106	112.181287792238	-6.1812877922384
46	110	112.189997633822	-2.18999763382232
47	92	98.1642435074033	-6.16424350740333
48	88	92.1756027601539	-4.17560276015385
49	88	94.5571233125194	-6.55712331251937
50	99	99.7606337172309	-0.760633717230933
51	117	114.59764771094	2.4023522890604
52	101	103.77338384576	-2.77338384575974
53	84	98.1584369463474	-14.1584369463474
54	111	113.795097685234	-2.79509768523384
55	67	74.1938336777398	-7.19383367773984
56	86	98.9464705694133	-12.9464705694133
57	112	112.589821006411	-0.589821006411213
58	106	109.788154117761	-3.78815411776098
59	104	102.579720289049	1.420279710951
60	98	97.3849197259214	0.615080274078642
61	91	91.767069545981	-0.767069545981035
62	104	99.369520186226	4.63047981377404
63	111	107.001003631751	3.99899636824938
64	102	110.984720955	-8.98472095499969
65	95	102.168283794348	-7.16828379434821
66	109	115.800021109234	-6.80002110923425
67	69	70.9894401359727	-1.98944013597274
68	87	101.751040738591	-14.7510407385915
69	118	115.800021109234	2.19997889076575
70	102	106.983583948583	-4.98358394858278
71	109	106.989390509639	2.01060949036127
72	101	97.7847430985102	3.21525690148975
73	99	95.7740131134539	3.22598688654611
74	106	101.374443610226	4.62555638977363
75	120	119.373632375808	0.626367624191774
76	95	101.362830488114	-6.36283048811448
77	101	111.390350888645	-10.3903508886445
78	117	116.202747762351	0.797252237648882
79	67	72.5945401873843	-5.59454018738426
80	92	104.158690815709	-12.1586908157088
81	120	115.800021109234	4.19997889076575
82	116	113.406887434757	2.59311256524316
83	112	110.596510704523	1.40348929547731
84	102	96.5852729807436	5.41472701925643
85	99	103.799513370512	-4.7995133705115
86	109	107.392117162756	1.60788283724441
87	119	117.41383100223	1.5861689977703
88	103	104.987370366166	-1.98737036616629
89	105	109.000120494695	-4.00012049469509
90	122	116.214360884463	5.78563911553698
91	76	82.1887282870154	-6.18872828701542
92	103	106.977777387527	-3.97777738752683
93	121	111.401964010756	9.59803598924358
94	125	121.029661038698	3.97033896130241
95	110	111.41067385234	-1.41067385234034
96	100	92.1843126017378	7.81568739826223
97	97	113.376281786975	-16.3762817869748
98	109	113.812517368402	-4.81251736840168
99	109	105.818953197152	3.18104680284821
100	117	119.821481079347	-2.82148107934699
101	107	109.802670520401	-2.80267052040085
102	119	116.223070726047	2.77692927395305
103	85	86.9982218801941	-1.99822188019405
104	85	99.366616905698	-14.366616905698
105	130	121.787089013981	8.21291098601854
106	128	115.823247353458	12.1767526465419
107	103	100.577700145577	2.42229985442344
108	104	92.9781527858596	11.0218472141404
109	96	92.9549265416358	3.04507345836418
110	106	100.16045708982	5.83954291018017
111	115	109.37671762306	5.6232823769398
112	102	100.163360370348	1.8366396296522
113	91	98.5553570384083	-7.5553570384083
114	109	109.385427464644	-0.385427464644114
115	76	80.1634818993192	-4.16348189931919
116	91	92.5857088168289	-1.58570881682895
117	121	112.998354220584	8.00164577941598
118	117	112.998354220584	4.00164577941597
119	106	97.3820164453934	8.61798355460661
120	101	88.171562473209	12.828437526791
121	97	89.7679526830366	7.23204731696344
122	105	96.1825463276267	8.8174536723733
123	118	116.614184257052	1.38581574294808
124	105	107.361511514974	-2.36151151497358
125	97	98.584389843688	-1.58438984368804
126	116	115.017794047224	0.982205952775678
127	73	79.7723683683142	-6.77236836831422
128	91	97.0011855984746	-6.00118559847462
129	124	117.38032207392	6.61967792608029
130	110	109.802670520401	0.197329479599152
131	103	101.800396507567	1.19960349243297
132	109	87.395141972255	21.604858027745
133	92	97.3965328480333	-5.39653284803325
134	108	111.368455082446	-3.36845508244643
135	116	122.652180773277	-6.65218077327696
136	98	106.170751238791	-8.17075123879082
137	105	114.620873955163	-9.6208739551634
138	106	109.011733616807	-3.01173361680698
139	74	77.3734281327809	-3.37342813278086
140	101	104.99608020775	-3.9960802077502
141	123	120.593425457271	2.40657454272926
142	109	108.60900696369	0.390993036309884
143	100	108.209183591101	-8.20918359110122
144	106	96.1941594497386	9.8058405502614
145	105	99.3956497109777	5.60435028902228
146	111	102.988253503222	8.01174649677818
147	118	126.609768571774	-8.60976857177426
148	93	106.583760575994	-13.5837605759939
149	105	108.194667188461	-3.19466718846135
150	114	111.404867291284	2.59513270871561
151	75	80.9805483276648	-5.98054832766482
152	94	103.373560473171	-9.37356047317084

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
7	0.363442356984703	0.726884713969405	0.636557643015297
8	0.573254170362085	0.85349165927583	0.426745829637915
9	0.450863333678313	0.901726667356625	0.549136666321687
10	0.332326032328549	0.664652064657098	0.667673967671451
11	0.235246785866632	0.470493571733263	0.764753214133368
12	0.157580487882073	0.315160975764147	0.842419512117927
13	0.152359259339067	0.304718518678133	0.847640740660933
14	0.101976462859836	0.203952925719673	0.898023537140164
15	0.072901173174405	0.14580234634881	0.927098826825595
16	0.0474906982956795	0.0949813965913589	0.952509301704321
17	0.105304016675551	0.210608033351101	0.894695983324449
18	0.0902741565800568	0.180548313160114	0.909725843419943
19	0.12081566741664	0.241631334833279	0.87918433258336
20	0.197630451876609	0.395260903753219	0.802369548123391
21	0.201434131480854	0.402868262961708	0.798565868519146
22	0.169599881086097	0.339199762172194	0.830400118913903
23	0.143643672590637	0.287287345181274	0.856356327409363
24	0.153689539011777	0.307379078023554	0.846310460988223
25	0.14493830992162	0.28987661984324	0.85506169007838
26	0.123874327807241	0.247748655614483	0.876125672192759
27	0.115407702211074	0.230815404422149	0.884592297788926
28	0.109511788896321	0.219023577792642	0.890488211103679
29	0.166678858077167	0.333357716154334	0.833321141922833
30	0.180721271564292	0.361442543128584	0.819278728435708
31	0.152899478882586	0.305798957765172	0.847100521117414
32	0.17536062709909	0.350721254198181	0.82463937290091
33	0.162028587634911	0.324057175269823	0.837971412365089
34	0.158359937200648	0.316719874401295	0.841640062799352
35	0.373350317979464	0.746700635958928	0.626649682020536
36	0.344019490216134	0.688038980432268	0.655980509783866
37	0.307518732669486	0.615037465338972	0.692481267330514
38	0.285510229950567	0.571020459901134	0.714489770049433
39	0.452576793683727	0.905153587367454	0.547423206316273
40	0.62342487156852	0.75315025686296	0.37657512843148
41	0.84865126357566	0.302697472848681	0.15134873642434
42	0.853242802295167	0.293514395409665	0.146757197704833
43	0.853280332267048	0.293439335465905	0.146719667732952
44	0.925575908991278	0.148848182017443	0.0744240910087216
45	0.927777339157616	0.144445321684769	0.0722226608423845
46	0.913174275213089	0.173651449573822	0.0868257247869109
47	0.908409632005739	0.183180735988522	0.091590367994261
48	0.892653636244334	0.214692727511333	0.107346363755666
49	0.886351050384322	0.227297899231356	0.113648949615678
50	0.863405682304649	0.273188635390702	0.136594317695351
51	0.838537244221463	0.322925511557075	0.161462755778537
52	0.811617685568395	0.37676462886321	0.188382314431605
53	0.88428934865522	0.231421302689559	0.11571065134478
54	0.861728691242761	0.276542617514479	0.138271308757239
55	0.85553965535727	0.28892068928546	0.14446034464273
56	0.902019642118508	0.195960715762984	0.0979803578814918
57	0.879710306312734	0.240579387374532	0.120289693687266
58	0.858381853662674	0.283236292674652	0.141618146337326
59	0.833228762052972	0.333542475894056	0.166771237947028
60	0.803890215714846	0.392219568570309	0.196109784285154
61	0.768999241991234	0.462001516017531	0.231000758008766
62	0.756466273356786	0.487067453286427	0.243533726643214
63	0.733783729027724	0.532432541944552	0.266216270972276
64	0.748487584846563	0.503024830306874	0.251512415153437
65	0.739292075716672	0.521415848566656	0.260707924283328
66	0.727920463247179	0.544159073505643	0.272079536752821
67	0.690100351578869	0.619799296842262	0.309899648421131
68	0.793897922846982	0.412204154306037	0.206102077153018
69	0.76468313023841	0.470633739523181	0.23531686976159
70	0.739590177438607	0.520819645122786	0.260409822561393
71	0.706153439385162	0.587693121229675	0.293846560614838
72	0.678105519586254	0.643788960827491	0.321894480413746
73	0.648520097478088	0.702959805043823	0.351479902521912
74	0.629989425113301	0.740021149773398	0.370010574886699
75	0.586773793264121	0.826452413471758	0.413226206735879
76	0.567453405850836	0.865093188298327	0.432546594149164
77	0.605405317616416	0.789189364767167	0.394594682383584
78	0.56105329424472	0.877893411510559	0.43894670575528
79	0.546103445178455	0.907793109643089	0.453896554821545
80	0.617149122275552	0.765701755448896	0.382850877724448
81	0.59147404131458	0.81705191737084	0.40852595868542
82	0.553336606658094	0.893326786683812	0.446663393341906
83	0.509127152867555	0.98174569426489	0.490872847132445
84	0.491828910419134	0.983657820838269	0.508171089580866
85	0.464249415292943	0.928498830585886	0.535750584707057
86	0.420700783770427	0.841401567540854	0.579299216229573
87	0.377650901366783	0.755301802733566	0.622349098633217
88	0.33529111759671	0.670582235193421	0.66470888240329
89	0.303944438123307	0.607888876246613	0.696055561876693
90	0.291086247127573	0.582172494255146	0.708913752872427
91	0.289839068003369	0.579678136006739	0.710160931996631
92	0.258431330721944	0.516862661443888	0.741568669278056
93	0.294521416041734	0.589042832083468	0.705478583958266
94	0.267146856286213	0.534293712572427	0.732853143713787
95	0.229750484927688	0.459500969855377	0.770249515072312
96	0.233956643858421	0.467913287716843	0.766043356141579
97	0.399498939399535	0.79899787879907	0.600501060600465
98	0.371280013515491	0.742560027030981	0.628719986484509
99	0.334124290876179	0.668248581752357	0.665875709123821
100	0.295502680172113	0.591005360344226	0.704497319827887
101	0.259197566201498	0.518395132402995	0.740802433798502
102	0.225849157491359	0.451698314982719	0.774150842508641
103	0.199961980548319	0.399923961096638	0.800038019451681
104	0.313313855826893	0.626627711653787	0.686686144173107
105	0.33328164194766	0.66656328389532	0.66671835805234
106	0.435641325720113	0.871282651440227	0.564358674279887
107	0.389944299792989	0.779888599585977	0.610055700207011
108	0.446300180149598	0.892600360299196	0.553699819850402
109	0.401848893162384	0.803697786324767	0.598151106837616
110	0.389109092385289	0.778218184770578	0.610890907614711
111	0.388083301585689	0.776166603171378	0.611916698414311
112	0.347949417089498	0.695898834178996	0.652050582910502
113	0.334254827774485	0.66850965554897	0.665745172225515
114	0.287136585223088	0.574273170446176	0.712863414776912
115	0.2735528141889	0.547105628377801	0.7264471858111
116	0.230374229017359	0.460748458034719	0.769625770982641
117	0.26280267212898	0.52560534425796	0.73719732787102
118	0.250215758936222	0.500431517872445	0.749784241063778
119	0.272482316392896	0.544964632785792	0.727517683607104
120	0.373880096974696	0.747760193949392	0.626119903025304
121	0.392127388251416	0.784254776502832	0.607872611748584
122	0.455091462194818	0.910182924389637	0.544908537805182
123	0.412357067037385	0.824714134074769	0.587642932962615
124	0.353845223660264	0.707690447320529	0.646154776339736
125	0.298140920029428	0.596281840058856	0.701859079970572
126	0.252974406150154	0.505948812300308	0.747025593849846
127	0.270079191500731	0.540158383001462	0.729920808499269
128	0.22545220150302	0.450904403006039	0.77454779849698
129	0.251636441148906	0.503272882297813	0.748363558851094
130	0.21012298132459	0.420245962649181	0.78987701867541
131	0.165716309643088	0.331432619286176	0.834283690356912
132	0.59960498042898	0.80079003914204	0.40039501957102
133	0.544663989140912	0.910672021718176	0.455336010859088
134	0.467545790539707	0.935091581079414	0.532454209460293
135	0.456132264482861	0.912264528965723	0.543867735517139
136	0.461279361131123	0.922558722262245	0.538720638868877
137	0.525842854175163	0.948314291649675	0.474157145824837
138	0.462461777632887	0.924923555265775	0.537538222367113
139	0.392359899172178	0.784719798344356	0.607640100827822
140	0.307828560209163	0.615657120418325	0.692171439790837
141	0.2218812210859	0.443762442171801	0.7781187789141
142	0.14857551603342	0.29715103206684	0.85142448396658
143	0.240579378426068	0.481158756852137	0.759420621573932
144	0.221446644092179	0.442893288184357	0.778553355907821
145	0.158824381488465	0.317648762976931	0.841175618511535

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	0	0	OK
5% type I error level	0	0	OK
10% type I error level	1	0.00719424460431655	OK