Multiple Linear Regression - Estimated Regression Equation

Vrienden_vinden[t] = + 14.8343830437332 -0.189388395423180Groepsgevoel[t] -0.00274311701082415`InteractieNV-U`[t] + 0.00134424111559316InteractieGR_NV[t] + 0.00258194445835426interacteiGR_U[t] + 0.0610534658445095NV[t] -0.0134045678273368Uitingsangst[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)	14.8343830437332	8.564361	1.7321	0.085473	0.042736
Groepsgevoel	-0.189388395423180	0.135808	-1.3945	0.165381	0.08269
`InteractieNV-U`	-0.00274311701082415	0.001543	-1.7777	0.077642	0.038821
InteractieGR_NV	0.00134424111559316	0.001959	0.6861	0.493823	0.246912
interacteiGR_U	0.00258194445835426	0.001078	2.3946	0.01797	0.008985
NV	0.0610534658445095	0.141942	0.4301	0.667766	0.333883
Uitingsangst	-0.0134045678273368	0.099466	-0.1348	0.892992	0.446496

Multiple Linear Regression - Regression Statistics
Multiple R	0.314037555070108
R-squared	0.0986195859944112
Adjusted R-squared	0.0597110789150334
F-TEST (value)	2.5346535602925
F-TEST (DF numerator)	6
F-TEST (DF denominator)	139
p-value	0.0232763320814189
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	1.74208597726733
Sum Squared Residuals	421.846033754616

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	5	10.3276289224843	-5.32762892248427
2	12	10.5723347838844	1.42766521611565
3	11	11.4347585188950	-0.434758518895009
4	6	10.8779443880497	-4.87794438804971
5	12	11.0018729313446	0.99812706865542
6	11	10.9321519539294	0.0678480460705732
7	12	9.89519116882307	2.10480883117693
8	7	10.8440133405327	-3.84401334053273
9	8	10.8067037119162	-2.80670371191616
10	13	11.4726544407602	1.52734555923979
11	12	11.3432968190274	0.656703180972614
12	13	11.5941830948745	1.40581690512550
13	12	11.0518298728136	0.94817012718638
14	12	10.9940426145441	1.00595738545589
15	11	10.9410133990561	0.058986600943941
16	12	10.9927202209215	1.00727977907852
17	12	11.1265386349191	0.87346136508095
18	12	11.0317879148006	0.968212085199402
19	11	12.0681197933857	-1.06811979338569
20	13	10.9531248211018	2.04687517889816
21	9	11.9580697486339	-2.95806974863385
22	11	11.1322739351021	-0.132273935102098
23	11	11.0435998204174	-0.0435998204174359
24	11	11.1713041483338	-0.171304148333796
25	9	9.70204165002264	-0.702041650022644
26	11	10.9320280648384	0.0679719351616262
27	12	11.1753167792451	0.82468322075487
28	12	11.1115708440124	0.888429155987582
29	10	11.1890439371691	-1.18904393716909
30	12	10.7790826475116	1.22091735248844
31	12	12.1321191843496	-0.132119184349553
32	12	11.6733162634741	0.32668373652586
33	9	11.3002040994909	-2.30020409949086
34	9	11.2054617032970	-2.20546170329699
35	12	10.8886783487329	1.11132165126713
36	14	11.2648749706642	2.73512502933579
37	12	12.0486887330513	-0.0486887330513444
38	11	10.5102800946623	0.489719905337683
39	9	11.1740872641105	-2.17408726411047
40	11	11.0829104882820	-0.0829104882819551
41	7	9.16685706622441	-2.16685706622441
42	15	11.1602538938449	3.83974610615507
43	11	10.8347221778060	0.165277822194036
44	12	11.7116577131004	0.288342286899648
45	12	10.6803303767613	1.31966962323866
46	9	11.79406465647	-2.79406465646999
47	12	10.4675967531471	1.53240324685289
48	11	11.2281102964106	-0.228110296410598
49	11	10.3909294408144	0.609070559185607
50	8	11.2775751274862	-3.27757512748618
51	7	10.2452858339887	-3.24528583398868
52	12	11.6396273984466	0.360372601553353
53	8	11.7482536549045	-3.74825365490449
54	10	10.3511807981519	-0.351180798151857
55	12	10.2698234429971	1.73017655700291
56	15	10.9304340220104	4.06956597798959
57	12	11.6628281057235	0.337171894276533
58	12	11.1473738120381	0.852626187961942
59	12	10.7652935486195	1.23470645138047
60	12	10.4275355797878	1.57246442021221
61	8	9.25027225083847	-1.25027225083847
62	10	11.2410825043049	-1.24108250430493
63	14	12.2848964064311	1.71510359356892
64	10	10.9764892092198	-0.976489209219842
65	12	10.8440133134716	1.15598668652836
66	14	10.8817322350482	3.11826776495179
67	6	11.1908123377809	-5.19081233778092
68	11	10.7248997130671	0.275100286932905
69	10	11.0883118320864	-1.08831183208639
70	14	12.5973310928326	1.40266890716737
71	12	11.0573070519540	0.94269294804597
72	13	11.1070287269076	1.89297127309244
73	11	10.7743211413879	0.225678858612129
74	11	10.9660887608403	0.033911239159701
75	12	11.2372156707279	0.762784329272054
76	13	10.8218288220564	2.17817117794361
77	12	10.2927813603116	1.70721863968845
78	8	9.98697403412809	-1.98697403412809
79	12	11.2918670212511	0.708132978748919
80	11	11.2877616814385	-0.287761681438509
81	10	11.0224294476832	-1.02242944768317
82	12	11.0230852988741	0.976914701125868
83	11	11.0126957836665	-0.0126957836665200
84	12	11.0844001355874	0.915599864412637
85	12	11.0496464261716	0.950353573828377
86	10	10.4794482524057	-0.479448252405747
87	12	11.4741811296339	0.525818870366149
88	12	10.8944827124484	1.10551728755163
89	11	11.2789027368865	-0.278902736886497
90	10	10.9475864914106	-0.947586491410563
91	12	11.3649998171774	0.635000182822633
92	11	11.0381966513290	-0.0381966513289806
93	12	10.4262858103979	1.57371418960209
94	12	9.62262107055148	2.37737892944852
95	10	9.59371678505544	0.406283214944556
96	11	11.0922833214020	-0.092283321401954
97	10	10.9914064497695	-0.991406449769524
98	11	10.9754574958867	0.0245425041133088
99	11	10.528039833022	0.471960166977996
100	12	11.2674854492816	0.732514550718434
101	11	10.9195604086767	0.0804395913233085
102	11	10.7196842586905	0.28031574130952
103	7	8.78169720837158	-1.78169720837158
104	12	10.6302781138762	1.36972188612377
105	8	10.5637655017874	-2.56376550178743
106	10	11.0594311674627	-1.05943116746267
107	12	11.2947615363055	0.705238463694473
108	11	11.0815243483923	-0.081524348392288
109	13	11.1596577379906	1.84034226200939
110	9	11.4640022119820	-2.46400221198205
111	11	11.2934875112473	-0.293487511247310
112	13	11.1867289822827	1.81327101771726
113	8	10.7893845921053	-2.78938459210532
114	12	11.1396475031692	0.860352496830779
115	11	10.5424325384555	0.457567461544546
116	11	10.657064832192	0.342935167808007
117	12	10.8531102642966	1.14688973570342
118	13	11.3373734686506	1.66262653134945
119	11	11.2896164245962	-0.28961642459616
120	10	10.7733243523953	-0.773324352395322
121	10	10.8915188872227	-0.891518887222733
122	10	10.9026492235152	-0.902649223515228
123	12	10.8622026281523	1.13779737184766
124	12	11.0774765322399	0.92252346776008
125	13	10.9482774928625	2.05172250713749
126	11	11.0141201408704	-0.0141201408704338
127	11	9.9703982977929	1.02960170220710
128	12	11.0951823361871	0.904817663812928
129	9	10.7254460200678	-1.72544602006781
130	11	11.7573290299829	-0.757329029982945
131	12	10.9344622961164	1.06553770388357
132	12	10.9509041365785	1.04909586342148
133	13	10.7686539031229	2.23134609687711
134	6	10.8385987923467	-4.83859879234671
135	11	11.9467365957407	-0.946736595740722
136	10	11.8041130887521	-1.80411308875214
137	12	11.0044154267555	0.995584573244477
138	11	11.0858670054927	-0.0858670054927345
139	12	12.1157454454488	-0.115745445448829
140	12	11.1216876562962	0.8783123437038
141	7	11.1351676694415	-4.13516766944154
142	12	11.1240060047649	0.87599399523512
143	12	12.1991888487773	-0.199188848777291
144	9	10.9928847308025	-1.99288473080253
145	12	11.2235291837483	0.776470816251698
146	12	11.2659416290712	0.734058370928845

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
10	0.998642400081436	0.00271519983712866	0.00135759991856433
11	0.9993622467455	0.00127550650900134	0.00063775325450067
12	0.999794277589984	0.000411444820032319	0.000205722410016159
13	0.99972511439493	0.00054977121013852	0.00027488560506926
14	0.999541648507345	0.000916702985309755	0.000458351492654877
15	0.999209898188707	0.00158020362258661	0.000790101811293307
16	0.998763986568516	0.00247202686296822	0.00123601343148411
17	0.997934661619076	0.00413067676184727	0.00206533838092363
18	0.996887721625454	0.00622455674909203	0.00311227837454601
19	0.994980451761196	0.0100390964776088	0.00501954823880441
20	0.99580847146764	0.00838305706472045	0.00419152853236023
21	0.998167918459836	0.00366416308032707	0.00183208154016354
22	0.99682572543108	0.00634854913783929	0.00317427456891964
23	0.994695418462819	0.0106091630743624	0.00530458153718121
24	0.991445619146953	0.0171087617060950	0.00855438085304751
25	0.98709211537239	0.0258157692552208	0.0129078846276104
26	0.980581596642826	0.0388368067143481	0.0194184033571741
27	0.973450575071226	0.0530988498575486	0.0265494249287743
28	0.966262021547937	0.0674759569041267	0.0337379784520634
29	0.958517314173874	0.0829653716522526	0.0414826858261263
30	0.952063063483437	0.0958738730331259	0.0479369365165629
31	0.934987466906821	0.130025066186358	0.0650125330931791
32	0.913361718043918	0.173276563912164	0.0866382819560818
33	0.923776191973336	0.152447616053327	0.0762238080266636
34	0.928273502697567	0.143452994604866	0.0717264973024329
35	0.915795476670436	0.168409046659128	0.084204523329564
36	0.942759622411898	0.114480755176205	0.0572403775881024
37	0.925284403894012	0.149431192211975	0.0747155961059877
38	0.905216578674534	0.189566842650932	0.0947834213254662
39	0.911065929193706	0.177868141612588	0.0889340708062938
40	0.886506227633937	0.226987544732126	0.113493772366063
41	0.883689890902806	0.232620218194388	0.116310109097194
42	0.947597353551237	0.104805292897525	0.0524026464487625
43	0.93224867095486	0.135502658090279	0.0677513290451395
44	0.916666010391017	0.166667979217966	0.083333989608983
45	0.911604964962083	0.176790070075833	0.0883950350379165
46	0.936958399469398	0.126083201061204	0.0630416005306021
47	0.933977941116989	0.132044117766022	0.066022058883011
48	0.916242050806744	0.167515898386511	0.0837579491932557
49	0.897656602655674	0.204686794688652	0.102343397344326
50	0.939499389338795	0.121001221322411	0.0605006106612053
51	0.964330018046664	0.0713399639066712	0.0356699819533356
52	0.953393556561234	0.0932128868775311	0.0466064434387656
53	0.980707881366066	0.0385842372678678	0.0192921186339339
54	0.974309679770434	0.0513806404591322	0.0256903202295661
55	0.974580648139608	0.0508387037207833	0.0254193518603916
56	0.994015555128892	0.0119688897422157	0.00598444487110784
57	0.991620194966353	0.0167596100672931	0.00837980503364655
58	0.98917677764107	0.0216464447178621	0.0108232223589311
59	0.987556249570296	0.0248875008594085	0.0124437504297042
60	0.986638613246337	0.0267227735073262	0.0133613867536631
61	0.984739417361985	0.0305211652760296	0.0152605826380148
62	0.981938744444572	0.0361225111108552	0.0180612555554276
63	0.981252307798583	0.0374953844028346	0.0187476922014173
64	0.976688604962619	0.0466227900747627	0.0233113950373813
65	0.972434951259476	0.0551300974810475	0.0275650487405237
66	0.9853016121427	0.0293967757146013	0.0146983878573007
67	0.999215153368168	0.00156969326366318	0.000784846631831591
68	0.998860781069468	0.00227843786106383	0.00113921893053192
69	0.9985572256697	0.00288554866059927	0.00144277433029963
70	0.998135352028135	0.00372929594372984	0.00186464797186492
71	0.997564194066466	0.00487161186706854	0.00243580593353427
72	0.99775648439941	0.00448703120118138	0.00224351560059069
73	0.996760458134634	0.00647908373073247	0.00323954186536623
74	0.99535744709937	0.00928510580125904	0.00464255290062952
75	0.993804121206158	0.0123917575876833	0.00619587879384165
76	0.995071071094598	0.00985785781080386	0.00492892890540193
77	0.995281063442042	0.00943787311591608	0.00471893655795804
78	0.99560659944609	0.00878680110782169	0.00439340055391084
79	0.994083912163078	0.0118321756738435	0.00591608783692175
80	0.99165823769546	0.0166835246090784	0.00834176230453921
81	0.98970382818335	0.0205923436333018	0.0102961718166509
82	0.987106807368655	0.0257863852626895	0.0128931926313447
83	0.982223338620975	0.0355533227580496	0.0177766613790248
84	0.977812003158664	0.0443759936826726	0.0221879968413363
85	0.97266455801992	0.0546708839601593	0.0273354419800796
86	0.964523313089719	0.0709533738205628	0.0354766869102814
87	0.954728410412672	0.0905431791746566	0.0452715895873283
88	0.94694532191384	0.106109356172320	0.0530546780861601
89	0.932244295738187	0.135511408523625	0.0677557042618127
90	0.919954457284252	0.160091085431495	0.0800455427157476
91	0.903797973128583	0.192404053742835	0.0962020268714174
92	0.879430983919111	0.241138032161778	0.120569016080889
93	0.873362850162204	0.253274299675592	0.126637149837796
94	0.909953579232682	0.180092841534636	0.0900464207673181
95	0.891193300618187	0.217613398763626	0.108806699381813
96	0.864347581071743	0.271304837856513	0.135652418928257
97	0.846524666102503	0.306950667794994	0.153475333897497
98	0.812181412610664	0.375637174778671	0.187818587389336
99	0.776657203814418	0.446685592371163	0.223342796185582
100	0.749623494527461	0.500753010945078	0.250376505472539
101	0.7039551470368	0.592089705926399	0.296044852963200
102	0.655444814375283	0.689110371249434	0.344555185624717
103	0.644335145515687	0.711329708968626	0.355664854484313
104	0.607020637827074	0.785958724345852	0.392979362172926
105	0.649147186920526	0.701705626158948	0.350852813079474
106	0.615078627368911	0.769842745262178	0.384921372631089
107	0.574200998027271	0.851598003945457	0.425799001972729
108	0.516355150963017	0.967289698073966	0.483644849036983
109	0.525502729167294	0.948994541665412	0.474497270832706
110	0.551763963901348	0.896472072197305	0.448236036098652
111	0.499522618325279	0.999045236650557	0.500477381674721
112	0.497415146948931	0.994830293897863	0.502584853051069
113	0.598947352713265	0.80210529457347	0.401052647286735
114	0.55784017854979	0.884319642900421	0.442159821450210
115	0.495065454628753	0.990130909257505	0.504934545371247
116	0.431036183578976	0.862072367157952	0.568963816421024
117	0.388285584287296	0.776571168574592	0.611714415712704
118	0.399862842135859	0.799725684271718	0.600137157864141
119	0.336692385390331	0.673384770780663	0.663307614609669
120	0.288786174814657	0.577572349629315	0.711213825185343
121	0.250817096054721	0.501634192109442	0.749182903945279
122	0.220790091236585	0.44158018247317	0.779209908763415
123	0.190110254080898	0.380220508161797	0.809889745919102
124	0.156800917488985	0.313601834977969	0.843199082511015
125	0.176875878987430	0.353751757974859	0.82312412101257
126	0.132802661120135	0.265605322240271	0.867197338879865
127	0.156362690598845	0.312725381197690	0.843637309401155
128	0.13096995985428	0.26193991970856	0.86903004014572
129	0.149657640087204	0.299315280174408	0.850342359912796
130	0.103859746850116	0.207719493700231	0.896140253149884
131	0.0785147451936414	0.157029490387283	0.921485254806359
132	0.0520610688339489	0.104122137667898	0.94793893116605
133	0.0429236272401314	0.0858472544802628	0.957076372759869
134	0.250754926528566	0.501509853057131	0.749245073471434
135	0.157215613633371	0.314431227266743	0.842784386366629
136	0.58948885653729	0.82102228692542	0.41051114346271

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	23	0.181102362204724	NOK
5% type I error level	46	0.362204724409449	NOK
10% type I error level	59	0.464566929133858	NOK