Multiple Linear Regression - Estimated Regression Equation

Bezorgdheid_om_fouten[t] = -1.97155708164814 + 0.810124516285502Twijfels_over_acties[t] + 0.251253601241107Verwachtingen_ouders[t] + 0.188518804715737Kritiek_ouders[t] + 0.566064813317673Persoonlijke_normen[t] -0.115718741599822Organisatie_student[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)	-1.97155708164814	3.052906	-0.6458	0.519378	0.259689
Twijfels_over_acties	0.810124516285502	0.130335	6.2157	0	0
Verwachtingen_ouders	0.251253601241107	0.13276	1.8925	0.060307	0.030154
Kritiek_ouders	0.188518804715737	0.168259	1.1204	0.264294	0.132147
Persoonlijke_normen	0.566064813317673	0.095813	5.908	0	0
Organisatie_student	-0.115718741599822	0.103024	-1.1232	0.263103	0.131551

Multiple Linear Regression - Regression Statistics
Multiple R	0.638102890589065
R-squared	0.40717529897812
Adjusted R-squared	0.387801942735575
F-TEST (value)	21.0172823893021
F-TEST (DF numerator)	5
F-TEST (DF denominator)	153
p-value	5.55111512312578e-16
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	4.47771018087769
Sum Squared Residuals	3067.63293498216

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	24	24.9730696546186	-0.973069654618644
2	25	21.6968275200519	3.30317247994805
3	17	22.7576275344242	-5.75762753442423
4	18	19.8643239601547	-1.86432396015473
5	18	19.475921308563	-1.47592130856298
6	16	19.5619453157043	-3.56194531570428
7	20	20.9062047066683	-0.906204706668275
8	16	22.3667061957279	-6.36670619572788
9	18	22.4023995380277	-4.40239953802769
10	17	20.5201335863125	-3.52013358631251
11	23	22.3178193586678	0.682180641332218
12	30	22.327476885032	7.67252311496805
13	23	15.1035765940144	7.89642340598557
14	18	19.0918794530003	-1.09187945300029
15	15	21.6854310399808	-6.68543103998085
16	12	17.8354454157556	-5.83544541575557
17	21	19.4165662795253	1.58343372047466
18	15	15.3176615872635	-0.317661587263506
19	20	19.7765579973379	0.223442002662073
20	31	26.4203200936308	4.57967990636915
21	27	25.2301666514384	1.76983334856159
22	34	27.1596931008076	6.84030689919239
23	21	19.612996323041	1.38700367695902
24	31	20.9185081794081	10.0814918205919
25	19	19.2929241504289	-0.292924150428892
26	16	20.2171532176049	-4.21715321760486
27	20	21.5938509463785	-1.5938509463785
28	21	18.2605112781375	2.73948872186254
29	22	21.960314890049	0.0396851099510344
30	17	19.5088680455431	-2.50886804554309
31	24	20.3178601472182	3.68213985278175
32	25	30.4697362245754	-5.46973622457538
33	26	26.7379136808267	-0.737913680826712
34	25	24.0652193827093	0.934780617290695
35	17	23.0090707878074	-6.00907078780739
36	32	27.7900227230014	4.20997727699858
37	33	23.6362102946555	9.36378970534447
38	13	22.0253619285962	-9.02536192859621
39	32	27.8387300504054	4.16126994959459
40	25	25.8389604910979	-0.838960491097935
41	29	27.024061914111	1.97593808588899
42	22	22.0238725008844	-0.0238725008844256
43	18	17.3643313167998	0.635668683200175
44	17	21.7723044845037	-4.77230448450369
45	20	22.2065286208074	-2.20652862080744
46	15	20.4502048915139	-5.45020489151386
47	20	22.1848414522041	-2.18484145220414
48	33	28.0994056135831	4.90059438641692
49	29	22.142971009972	6.85702899002803
50	23	26.6826557598034	-3.68265575980342
51	26	23.2430193118991	2.75698068810088
52	18	18.952868498816	-0.952868498815959
53	20	18.7340532353845	1.2659467646155
54	11	11.7902591765424	-0.790259176542405
55	28	28.9774711402709	-0.977471140270937
56	26	23.3129672959119	2.68703270408813
57	22	22.2461608568904	-0.24616085689036
58	17	20.1978454987339	-3.19784549873386
59	12	15.4254660880949	-3.42546608809486
60	14	21.0281654373449	-7.02816543734494
61	17	20.7238630018849	-3.72386300188489
62	21	21.3354034468641	-0.335403446864113
63	19	22.9325499189927	-3.93254991899267
64	18	23.0750654036623	-5.0750654036623
65	10	17.9297721146776	-7.92977211467762
66	29	24.2201359970942	4.77986400290577
67	31	18.457555194607	12.542444805393
68	19	22.9476672047626	-3.94766720476257
69	9	20.0659733838091	-11.0659733838091
70	20	22.4704044418167	-2.47040444181673
71	28	17.6195978476967	10.3804021523033
72	19	18.1263076319767	0.873692368023276
73	30	23.0600995039614	6.93990049603859
74	29	27.134541986358	1.86545801364201
75	26	21.4781322047787	4.52186779522132
76	23	19.5440844265833	3.45591557341674
77	13	22.7619883304533	-9.76198833045328
78	21	22.6403328681881	-1.64033286818809
79	19	21.4342707638265	-2.43427076382648
80	28	22.9430302596669	5.05696974033307
81	23	25.5488853193873	-2.54888531938728
82	18	13.775544612248	4.22445538775199
83	21	20.7338035054779	0.266196494522131
84	20	21.7890552501971	-1.78905525019705
85	23	19.953634409697	3.04636559030299
86	21	20.823548318318	0.176451681682022
87	21	21.7765070663015	-0.776507066301509
88	15	22.8032661951564	-7.80326619515638
89	28	27.147195644037	0.852804355963
90	19	17.6573711819145	1.3426288180855
91	26	21.241739029455	4.75826097054501
92	10	13.1981887926427	-3.1981887926427
93	16	17.1052598018456	-1.10525980184556
94	22	21.1686559891103	0.831344010889731
95	19	18.7314962822069	0.26850371779314
96	31	28.7736261084291	2.22637389157087
97	31	25.1990473784126	5.8009526215874
98	29	24.802119615067	4.19788038493298
99	19	17.4133114789467	1.58668852105333
100	22	18.8946458843887	3.10535411561134
101	23	22.3730772796911	0.62692272030893
102	15	16.1706084549776	-1.1706084549776
103	20	21.4483664364161	-1.44836643641609
104	18	19.5049798788849	-1.5049798788849
105	23	21.9846165671171	1.01538343288295
106	25	20.9638904859829	4.03610951401714
107	21	16.5635547265782	4.43644527342176
108	24	19.4904987572516	4.5095012427484
109	25	25.2360293362311	-0.23602933623114
110	17	19.5772208157054	-2.57722081570542
111	13	14.5703651925901	-1.57036519259012
112	28	18.2036391664048	9.79636083359519
113	21	20.1156089993067	0.88439100069334
114	25	28.140636065485	-3.14063606548499
115	9	20.7272742072835	-11.7272742072834
116	16	17.8284411696244	-1.82844116962435
117	19	21.2002096254339	-2.20020962543391
118	17	19.4548480129136	-2.45484801291361
119	25	24.5118355020002	0.488164497999802
120	20	15.5584155586162	4.44158444138375
121	29	21.6245358561065	7.37546414389351
122	14	19.0460894061991	-5.04608940619911
123	22	26.9144076581427	-4.9144076581427
124	15	15.5764012107348	-0.576401210734847
125	19	25.4228566000411	-6.42285660004114
126	20	21.9451042791923	-1.94510427919232
127	15	17.452226374503	-2.45222637450297
128	20	21.7886208868992	-1.78862088689923
129	18	20.2225815390998	-2.22258153909977
130	33	25.4668428039909	7.5331571960091
131	22	23.7824344363272	-1.78243443632724
132	16	16.4697006570271	-0.46970065702706
133	17	19.0367506268633	-2.03675062686334
134	16	15.052432261591	0.947567738409009
135	21	17.0483876901129	3.95161230988708
136	26	27.6421945331063	-1.64219453310631
137	18	21.1470742942904	-3.14707429429044
138	18	23.0959206112274	-5.09592061122736
139	17	18.3312627872462	-1.3312627872462
140	22	24.7434940752527	-2.74349407525273
141	30	24.7275661238695	5.27243387613054
142	30	27.2739964505683	2.72600354943171
143	24	29.9008223341231	-5.90082233412311
144	21	21.9917911761762	-0.991791176176224
145	21	25.3787580941457	-4.3787580941457
146	29	27.3918377820479	1.60816221795207
147	31	23.240508271007	7.75949172899297
148	20	18.9759710592584	1.0240289407416
149	16	14.1875805146353	1.81241948536466
150	22	18.9190989475258	3.08090105247424
151	20	20.3316462195076	-0.331646219507597
152	28	27.3269489577319	0.673051042268083
153	38	26.5958059363835	11.4041940636165
154	22	19.3348333644292	2.66516663557078
155	20	25.6868097712468	-5.68680977124681
156	17	18.0421110887897	-1.04211108878971
157	28	24.4504319189554	3.54956808104462
158	22	24.1216672736301	-2.12166727363008
159	31	26.0892814723567	4.91071852764329

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
9	0.211396023302327	0.422792046604654	0.788603976697673
10	0.102076375342588	0.204152750685175	0.897923624657412
11	0.227238038192074	0.454476076384148	0.772761961807926
12	0.651688236191951	0.696623527616098	0.348311763808049
13	0.667307232542331	0.665385534915337	0.332692767457669
14	0.642015414981076	0.715969170037849	0.357984585018924
15	0.647421329942228	0.705157340115543	0.352578670057772
16	0.58200717018021	0.83598565963958	0.41799282981979
17	0.497441679833797	0.994883359667593	0.502558320166203
18	0.466853717517482	0.933707435034964	0.533146282482518
19	0.40318515945476	0.806370318909521	0.59681484054524
20	0.437609217255157	0.875218434510315	0.562390782744843
21	0.396901525097771	0.793803050195542	0.603098474902229
22	0.400777969653792	0.801555939307584	0.599222030346208
23	0.338769951631692	0.677539903263384	0.661230048368308
24	0.603341567728286	0.793316864543428	0.396658432271714
25	0.53355120104486	0.932897597910281	0.46644879895514
26	0.503544024150427	0.992911951699147	0.496455975849573
27	0.441730998369871	0.883461996739741	0.558269001630129
28	0.395183167548785	0.790366335097569	0.604816832451215
29	0.334977520412384	0.669955040824767	0.665022479587617
30	0.282918967778749	0.565837935557497	0.717081032221251
31	0.342901815128517	0.685803630257033	0.657098184871483
32	0.404232070072038	0.808464140144077	0.595767929927962
33	0.360398880532785	0.72079776106557	0.639601119467215
34	0.370631372835848	0.741262745671697	0.629368627164152
35	0.385307154342616	0.770614308685232	0.614692845657384
36	0.375949698359978	0.751899396719955	0.624050301640022
37	0.554989703390057	0.890020593219885	0.445010296609943
38	0.758465746223827	0.483068507552346	0.241534253776173
39	0.754517941616512	0.490964116766976	0.245482058383488
40	0.712620047429136	0.574759905141728	0.287379952570864
41	0.68761372332183	0.624772553356341	0.31238627667817
42	0.638173577653739	0.723652844692523	0.361826422346261
43	0.589575343770854	0.820849312458293	0.410424656229147
44	0.57618726679963	0.84762546640074	0.42381273320037
45	0.541737547166001	0.916524905667998	0.458262452833999
46	0.56383048884673	0.87233902230654	0.43616951115327
47	0.522810428163516	0.954379143672967	0.477189571836484
48	0.513226336040152	0.973547327919696	0.486773663959848
49	0.578119098257291	0.843761803485418	0.421880901742709
50	0.557204565171353	0.885590869657294	0.442795434828647
51	0.521832610252995	0.95633477949401	0.478167389747005
52	0.472518698692183	0.945037397384366	0.527481301307817
53	0.434388024384904	0.868776048769809	0.565611975615096
54	0.387597441853447	0.775194883706895	0.612402558146553
55	0.344799433006013	0.689598866012025	0.655200566993987
56	0.317679472653809	0.635358945307619	0.682320527346191
57	0.274752158603493	0.549504317206985	0.725247841396508
58	0.251105924453974	0.502211848907947	0.748894075546026
59	0.231434319721369	0.462868639442737	0.768565680278631
60	0.290144078219362	0.580288156438723	0.709855921780638
61	0.278497186524718	0.556994373049437	0.721502813475282
62	0.241248961424153	0.482497922848305	0.758751038575847
63	0.228675123650197	0.457350247300393	0.771324876349803
64	0.262536263897205	0.525072527794409	0.737463736102795
65	0.338838414452532	0.677676828905065	0.661161585547468
66	0.341559278538762	0.683118557077524	0.658440721461238
67	0.67452621767385	0.650947564652299	0.32547378232615
68	0.66729814767561	0.66540370464878	0.33270185232439
69	0.844206840041378	0.311586319917243	0.155793159958622
70	0.824478189179531	0.351043621640939	0.175521810820469
71	0.930528498621507	0.138943002756987	0.0694715013784933
72	0.914237531913636	0.171524936172728	0.0857624680863641
73	0.937422576584964	0.125154846830072	0.0625774234150359
74	0.925574321233511	0.148851357532979	0.0744256787664894
75	0.927322042553002	0.145355914893997	0.0726779574469984
76	0.921002404447875	0.157995191104249	0.0789975955521247
77	0.97009612299005	0.059807754019899	0.0299038770099495
78	0.962737123434992	0.0745257531300151	0.0372628765650076
79	0.955322112720419	0.0893557745591628	0.0446778872795814
80	0.958001069235287	0.083997861529425	0.0419989307647125
81	0.950327240193387	0.0993455196132268	0.0496727598066134
82	0.950009769558878	0.0999804608822439	0.0499902304411219
83	0.937189377311647	0.125621245376706	0.0628106226883528
84	0.924429516664978	0.151140966670043	0.0755704833350216
85	0.915951672892238	0.168096654215524	0.0840483271077622
86	0.900653181134239	0.198693637731523	0.0993468188657613
87	0.879710042132297	0.240579915735407	0.120289957867703
88	0.923727400022814	0.152545199954373	0.0762725999771865
89	0.907794947977105	0.184410104045791	0.0922050520228953
90	0.88852102833551	0.222957943328979	0.11147897166449
91	0.890348508172257	0.219302983655487	0.109651491827743
92	0.87972329404173	0.240553411916539	0.12027670595827
93	0.858486388567674	0.283027222864652	0.141513611432326
94	0.831802333240559	0.336395333518881	0.168197666759441
95	0.799891741151273	0.400216517697454	0.200108258848727
96	0.771363589009715	0.45727282198057	0.228636410990285
97	0.790445706797612	0.419108586404776	0.209554293202388
98	0.785253416561085	0.429493166877829	0.214746583438915
99	0.751315699297825	0.49736860140435	0.248684300702175
100	0.727772355364809	0.544455289270383	0.272227644635191
101	0.686415862962309	0.627168274075382	0.313584137037691
102	0.648669584234022	0.702660831531957	0.351330415765978
103	0.610688735942807	0.778622528114387	0.389311264057193
104	0.568912513183682	0.862174973632637	0.431087486816318
105	0.523348261113884	0.953303477772232	0.476651738886116
106	0.50374480286819	0.99251039426362	0.49625519713181
107	0.500601496808818	0.998797006382363	0.499398503191182
108	0.512066888836197	0.975866222327606	0.487933111163803
109	0.461970607190606	0.923941214381212	0.538029392809394
110	0.438871952745131	0.877743905490262	0.561128047254869
111	0.399245111949125	0.798490223898249	0.600754888050876
112	0.622464003183592	0.755071993632816	0.377535996816408
113	0.6143504316766	0.7712991366468	0.3856495683234
114	0.586012234060728	0.827975531878544	0.413987765939272
115	0.787995057379245	0.424009885241511	0.212004942620755
116	0.766002840747051	0.467994318505898	0.233997159252949
117	0.755053282831569	0.489893434336862	0.244946717168431
118	0.728310027616057	0.543379944767885	0.271689972383943
119	0.680521723246862	0.638956553506276	0.319478276753138
120	0.689821686952418	0.620356626095164	0.310178313047582
121	0.741250456736066	0.517499086527868	0.258749543263934
122	0.746311092056203	0.507377815887594	0.253688907943797
123	0.752066455515674	0.495867088968652	0.247933544484326
124	0.702722865924083	0.594554268151834	0.297277134075917
125	0.746671936072011	0.506656127855978	0.253328063927989
126	0.719710175859792	0.560579648280415	0.280289824140208
127	0.709720699392157	0.580558601215685	0.290279300607843
128	0.676029679145158	0.647940641709684	0.323970320854842
129	0.650880955155708	0.698238089688583	0.349119044844292
130	0.720462230266049	0.559075539467901	0.279537769733951
131	0.666986057099335	0.66602788580133	0.333013942900665
132	0.606230214360545	0.787539571278909	0.393769785639455
133	0.605895172509633	0.788209654980734	0.394104827490367
134	0.546964777920311	0.906070444159378	0.453035222079689
135	0.506212479145598	0.987575041708804	0.493787520854402
136	0.478869778858994	0.957739557717988	0.521130221141006
137	0.485143350871994	0.970286701743989	0.514856649128006
138	0.52873348688515	0.942533026229701	0.47126651311485
139	0.461648300276759	0.923296600553518	0.538351699723241
140	0.387508920972158	0.775017841944316	0.612491079027842
141	0.500398992333828	0.999202015332345	0.499601007666172
142	0.447731430106021	0.895462860212041	0.552268569893979
143	0.377989760724787	0.755979521449573	0.622010239275213
144	0.298009846375371	0.596019692750742	0.701990153624629
145	0.355263275293376	0.710526550586753	0.644736724706624
146	0.262950876609858	0.525901753219716	0.737049123390142
147	0.340573335736029	0.681146671472059	0.659426664263971
148	0.234921271540772	0.469842543081545	0.765078728459228
149	0.146077973504985	0.292155947009969	0.853922026495015
150	0.0919194134704893	0.183838826940979	0.908080586529511

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	6	0.0422535211267606	OK