Multiple Linear Regression - Estimated Regression Equation

Vrienden_vinden[t] = + 16.3447958221408 -0.197146049099005Groepsgevoel[t] + 0.00149711765385549InteractieGR_NV[t] + 0.00253721848070092InteractieGR_U[t] + 0.0378045021275467NVC[t] -0.0261869488673119Uitingsangst[t] -0.203206658726088Geslacht[t] -0.0025083063183694InteractieNV_U[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)	16.3447958221408	8.896113	1.8373	0.068317	0.034159
Groepsgevoel	-0.197146049099005	0.136624	-1.443	0.151292	0.075646
InteractieGR_NV	0.00149711765385549	0.001978	0.757	0.450357	0.225178
InteractieGR_U	0.00253721848070092	0.001083	2.3434	0.020537	0.010269
NVC	0.0378045021275467	0.146736	0.2576	0.797072	0.398536
Uitingsangst	-0.0261869488673119	0.101626	-0.2577	0.797039	0.398519
Geslacht	-0.203206658726088	0.315033	-0.645	0.519977	0.259988
InteractieNV_U	-0.0025083063183694	0.001589	-1.5789	0.11664	0.05832

Multiple Linear Regression - Regression Statistics
Multiple R	0.31832226596757
R-squared	0.101329065010728
Adjusted R-squared	0.0557443074388085
F-TEST (value)	2.22287164412052
F-TEST (DF numerator)	7
F-TEST (DF denominator)	138
p-value	0.0359099831774408
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	1.74575675541985
Sum Squared Residuals	420.577997574979

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	5	10.4610895472160	-5.46108954721604
2	12	10.5057545890976	1.49424541090236
3	11	11.3575529328106	-0.357552932810554
4	6	10.8020092162753	-4.80200921627535
5	12	10.9186354403370	1.08136455966298
6	11	10.9134673520485	0.0865326479515379
7	12	9.83951398466974	2.16048601533026
8	7	10.9592659436869	-3.95926594368691
9	8	10.7205892882272	-2.72058928822717
10	13	11.5280984991040	1.47190150089603
11	12	11.2447158562459	0.755284143754139
12	13	11.4802961986879	1.51970380131212
13	12	10.9561630555706	1.04383694442937
14	12	10.9134606383625	1.08653936163752
15	11	11.0783388400441	-0.0783388400440663
16	12	11.1252482242370	0.87475177576303
17	12	11.0446876408186	0.955312359181432
18	12	10.9466315438202	1.05336845617981
19	11	12.0592134412493	-1.05921344124933
20	13	11.0661711359114	1.93382886408861
21	9	11.9474054921619	-2.94740549216192
22	11	11.2643467417279	-0.264346741727860
23	11	10.9591729208271	0.0408270791729007
24	11	11.2676696615962	-0.267669661596166
25	9	9.61912257973922	-0.619122579739225
26	11	11.0371313455004	-0.0371313455004201
27	12	11.2896951574196	0.710304842580403
28	12	11.0302075036332	0.969792496366781
29	10	11.3104090312211	-1.31040903122109
30	12	10.7090250743012	1.29097492569875
31	12	12.2300892353863	-0.230089235386269
32	12	11.58488838244	0.415111617559994
33	9	11.4199138767990	-2.41991387679899
34	9	11.1219924321854	-2.12199243218543
35	12	10.8380998342389	1.16190016576113
36	14	11.3800250944513	2.61997490554874
37	12	12.0767165361674	-0.0767165361674068
38	11	10.4167340050598	0.583265994940186
39	9	11.0933739990293	-2.09337399902927
40	11	11.2049021622482	-0.204902162248184
41	7	9.09509598250463	-2.09509598250463
42	15	11.0860520568057	3.91394794319435
43	11	10.7757038294338	0.224296170566164
44	12	11.6656198440118	0.334380155988154
45	12	10.7908758470545	1.20912415294549
46	9	11.8690371585552	-2.86903715855518
47	12	10.5829473934707	1.41705260652932
48	11	11.3640779465228	-0.36407794652277
49	11	10.5108345387015	0.489165461298541
50	8	11.1964949157716	-3.19649491577159
51	7	10.3571030183603	-3.35710301836032
52	12	11.7641441071758	0.235855892824211
53	8	11.6914284737428	-3.69142847374281
54	10	10.2960202683325	-0.296020268332538
55	12	10.1819442762656	1.81805572373441
56	15	11.0612361237472	3.93876387625275
57	12	11.5919480696107	0.408051930389264
58	12	11.2635594629292	0.736440537070776
59	12	10.8991936380386	1.10080636196138
60	12	10.5356278761959	1.46437212380407
61	8	9.37630830245887	-1.37630830245887
62	10	11.1603449004228	-1.16034490042275
63	14	12.2813521391459	1.71864786085406
64	10	10.9139228043237	-0.913922804323727
65	12	10.9612989019072	1.03870109809281
66	14	11.0058331755674	2.99416682443264
67	6	11.3129156136073	-5.31291561360731
68	11	10.7201763813820	0.279823618618013
69	10	11.2092891496837	-1.20928914968373
70	14	12.6645928514371	1.33540714856287
71	12	10.9819146750145	1.0180853249855
72	13	11.2285223710381	1.77147762896191
73	11	10.9150461828765	0.0849538171235077
74	11	10.9020586711964	0.0979413288035835
75	12	11.1503486478775	0.84965135212255
76	13	10.9675258066019	2.0324741933981
77	12	10.2140393297491	1.78596067025092
78	8	10.0654876293763	-2.06548762937633
79	12	11.4103098204603	0.589690179539671
80	11	11.2090531474979	-0.209053147497859
81	10	11.1523426364216	-1.15234263642157
82	12	10.93313511686	1.06686488314000
83	11	11.1285530630626	-0.128553063062625
84	12	11.0191524394601	0.980847560539913
85	12	10.9852653786480	1.01473462135197
86	10	10.600190927754	-0.600190927754004
87	12	11.3892822126529	0.61071778734711
88	12	11.0579917327865	0.942008267213462
89	11	11.3738555422094	-0.373855542209382
90	10	11.0019076418342	-1.00190764183418
91	12	11.2790722686437	0.720927731356286
92	11	10.9459337718571	0.054066228142859
93	12	10.3491715607761	1.65082843922388
94	12	9.54555707566688	2.45444292433312
95	10	9.51019887942858	0.489801120571421
96	11	11.0730925847360	-0.0730925847360255
97	10	10.9088557876422	-0.908855787642202
98	11	11.0951876608556	-0.0951876608555994
99	11	10.6296716021924	0.370328397807585
100	12	11.1933882338027	0.806611766197255
101	11	10.8532847725510	0.146715227448979
102	11	10.6647496566536	0.335250343346360
103	7	8.71540157805907	-1.71540157805907
104	12	10.5729533321225	1.42704666787751
105	8	10.4807030617249	-2.48070306172492
106	10	10.9779031282676	-0.977903128267615
107	12	11.2073701288001	0.792629871199907
108	11	10.991082726884	0.00891727311599877
109	13	11.2744238790258	1.72557612097419
110	9	11.4267762892745	-2.42677628927451
111	11	11.2677461539259	-0.267746153925875
112	13	11.1591193056845	1.84088069431548
113	8	10.6887640660184	-2.6887640660184
114	12	11.0774618918501	0.92253810814987
115	11	10.4530891386404	0.546910861359569
116	11	10.7715797222461	0.228420277753937
117	12	10.7676206412183	1.23237935878171
118	13	11.2488973132639	1.75110268673606
119	11	11.2005361564225	-0.200536156422495
120	10	10.7033667493923	-0.703366749392315
121	10	10.8205647421861	-0.820564742186053
122	10	10.8044356144577	-0.804435614457724
123	12	10.9941037815806	1.00589621841937
124	12	11.1942336742579	0.805766325742107
125	13	10.8612399071508	2.13876009284922
126	11	11.0093864451284	-0.00938644512836206
127	11	10.0896250243104	0.910374975689612
128	12	11.0097660025763	0.990233997423652
129	9	10.6992855176582	-1.69928551765816
130	11	11.9021591043889	-0.902159104388912
131	12	10.8585958156188	1.14140418438122
132	12	10.8613712389202	1.13862876107980
133	13	10.9373432718480	2.06265672815195
134	6	10.752966216812	-4.752966216812
135	11	11.8801109810361	-0.880110981036071
136	10	11.8887523676348	-1.88875236763478
137	12	11.1408075745305	0.8591924254695
138	11	11.0132255952889	-0.0132255952889118
139	12	12.1418334051205	-0.141833405120458
140	12	11.0552056476720	0.94479435232796
141	7	11.0720461727568	-4.0720461727568
142	12	11.0612259641772	0.938774035822819
143	12	12.1445254574265	-0.144525457426503
144	9	10.9067952306775	-1.90679523067753
145	12	11.0898505908534	0.91014940914661
146	12	11.1847990832062	0.815200916793756

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
11	0.99593410661581	0.00813178676838109	0.00406589338419054
12	0.993882368570077	0.0122352628598452	0.00611763142992261
13	0.990215030284142	0.0195699394317164	0.0097849697158582
14	0.983501790950763	0.0329964180984746	0.0164982090492373
15	0.98593793435199	0.0281241312960194	0.0140620656480097
16	0.996552863439132	0.00689427312173524	0.00344713656086762
17	0.993637001976236	0.0127259960475282	0.00636299802376408
18	0.990060000065594	0.0198799998688110	0.00993999993440552
19	0.984428151347286	0.0311436973054287	0.0155718486527143
20	0.994526444087477	0.0109471118250455	0.00547355591252275
21	0.997460895743996	0.00507820851200867	0.00253910425600433
22	0.996099368691779	0.00780126261644238	0.00390063130822119
23	0.993474506375975	0.0130509872480496	0.00652549362402482
24	0.989788247250819	0.0204235054983626	0.0102117527491813
25	0.985007317503461	0.0299853649930777	0.0149926824965389
26	0.978913682815783	0.042172634368435	0.0210863171842175
27	0.973997383287455	0.0520052334250904	0.0260026167125452
28	0.96537485626337	0.0692502874732611	0.0346251437366306
29	0.953668981030211	0.092662037939577	0.0463310189697885
30	0.943761471936555	0.112477056126889	0.0562385280634447
31	0.925469600602639	0.149060798794723	0.0745303993973614
32	0.90345619069504	0.19308761860992	0.09654380930496
33	0.907652817518565	0.184694364962871	0.0923471824814355
34	0.92458101798162	0.150837964036759	0.0754189820183796
35	0.907663564188367	0.184672871623265	0.0923364358116327
36	0.946329441156128	0.107341117687744	0.0536705588438721
37	0.929810109480207	0.140379781039586	0.0701898905197932
38	0.909683017232472	0.180633965535056	0.090316982767528
39	0.918844952261047	0.162310095477906	0.0811550477389528
40	0.897025195938134	0.205949608123733	0.102974804061866
41	0.892043163041012	0.215913673917975	0.107956836958988
42	0.94926383028251	0.101472339434982	0.0507361697174909
43	0.933611790093472	0.132776419813055	0.0663882099065277
44	0.920329428635245	0.159341142729511	0.0796705713647553
45	0.919520598491209	0.160958803017582	0.0804794015087912
46	0.94248742166851	0.115025156662978	0.0575125783314892
47	0.941523503737876	0.116952992524249	0.0584764962621245
48	0.924731367808481	0.150537264383038	0.075268632191519
49	0.908851567724064	0.182296864551873	0.0911484322759363
50	0.948156798616361	0.103686402767278	0.0518432013836388
51	0.970382041830541	0.0592359163389173	0.0296179581694587
52	0.960919681573313	0.0781606368533738	0.0390803184266869
53	0.984138528350387	0.0317229432992259	0.0158614716496130
54	0.978782786711673	0.0424344265766544	0.0212172132883272
55	0.979337440912658	0.0413251181746833	0.0206625590873416
56	0.995152899618698	0.00969420076260425	0.00484710038130212
57	0.993182156590598	0.0136356868188037	0.00681784340940185
58	0.990995480997484	0.0180090380050311	0.00900451900251553
59	0.989329752823633	0.0213404943527341	0.0106702471763671
60	0.988084104446273	0.0238317911074532	0.0119158955537266
61	0.987172784759458	0.0256544304810838	0.0128272152405419
62	0.984364050637372	0.0312718987252568	0.0156359493626284
63	0.98369471749434	0.032610565011318	0.016305282505659
64	0.979303003377989	0.0413939932440228	0.0206969966220114
65	0.974617598519877	0.0507648029602469	0.0253824014801235
66	0.985103471330042	0.0297930573399164	0.0148965286699582
67	0.999393561334202	0.001212877331596	0.000606438665798
68	0.99911198586007	0.00177602827986179	0.000888014139930897
69	0.998962736124056	0.00207452775188795	0.00103726387594397
70	0.998565950954332	0.00286809809133615	0.00143404904566807
71	0.998190078174244	0.00361984365151149	0.00180992182575574
72	0.99813468817569	0.003730623648618	0.001865311824309
73	0.997240235093497	0.00551952981300545	0.00275976490650272
74	0.99600420378973	0.0079915924205388	0.0039957962102694
75	0.994735941704665	0.0105281165906707	0.00526405829533536
76	0.995322424723809	0.00935515055238276	0.00467757527619138
77	0.995790209045614	0.00841958190877218	0.00420979095438609
78	0.996216250129352	0.00756749974129602	0.00378374987064801
79	0.994667823577313	0.0106643528453747	0.00533217642268733
80	0.99240059463452	0.0151988107309595	0.00759940536547977
81	0.991357154925048	0.0172856901499048	0.00864284507495242
82	0.989441928306079	0.021116143387842	0.010558071693921
83	0.985547380196753	0.0289052396064942	0.0144526198032471
84	0.982050494863489	0.0358990102730225	0.0179495051365112
85	0.978075851723821	0.0438482965523571	0.0219241482761785
86	0.972992666358537	0.0540146672829268	0.0270073336414634
87	0.965840534889053	0.0683189302218931	0.0341594651109466
88	0.956921130785606	0.0861577384287882	0.0430788692143941
89	0.946294168139039	0.107411663721922	0.0537058318609612
90	0.93742103669295	0.125157926614099	0.0625789633070496
91	0.92579842922547	0.148403141549059	0.0742015707745296
92	0.90566701809337	0.188665963813259	0.0943329819066295
93	0.902610106625177	0.194779786749646	0.0973898933748229
94	0.944701582973686	0.110596834052629	0.0552984170263143
95	0.93380929431683	0.132381411366340	0.0661907056831698
96	0.914537079114872	0.170925841770257	0.0854629208851284
97	0.898495532298245	0.203008935403510	0.101504467701755
98	0.87826234115176	0.243475317696479	0.121737658848240
99	0.849882793091862	0.300234413816276	0.150117206908138
100	0.840489422480028	0.319021155039945	0.159510577519972
101	0.804210018857985	0.39157996228403	0.195789981142015
102	0.764110222040036	0.471779555919928	0.235889777959964
103	0.763078138807639	0.473843722384722	0.236921861192361
104	0.725947127372908	0.548105745254185	0.274052872627092
105	0.73788687790683	0.524226244186341	0.262113122093171
106	0.700455957981405	0.59908808403719	0.299544042018595
107	0.683683637358318	0.632632725283364	0.316316362641682
108	0.630176240060629	0.739647519878742	0.369823759939371
109	0.602393094238014	0.795213811523973	0.397606905761986
110	0.592254591556951	0.815490816886097	0.407745408443049
111	0.538178328292682	0.923643343414636	0.461821671707318
112	0.525996678308492	0.948006643383016	0.474003321691508
113	0.614446856985742	0.771106286028516	0.385553143014258
114	0.570468984964943	0.859062030070114	0.429531015035057
115	0.507751811502074	0.984496376995852	0.492248188497926
116	0.446119403108117	0.892238806216233	0.553880596891883
117	0.421242290292168	0.842484580584337	0.578757709707832
118	0.461994368488242	0.923988736976484	0.538005631511758
119	0.397944648727415	0.79588929745483	0.602055351272585
120	0.347024613231764	0.694049226463527	0.652975386768236
121	0.302114989960879	0.604229979921757	0.697885010039121
122	0.255638826557768	0.511277653115537	0.744361173442232
123	0.211095824050385	0.42219164810077	0.788904175949615
124	0.164166767752735	0.328333535505469	0.835833232247265
125	0.217930499080628	0.435860998161255	0.782069500919372
126	0.165231458208003	0.330462916416007	0.834768541791997
127	0.139810082293012	0.279620164586023	0.860189917706988
128	0.121203847159102	0.242407694318204	0.878796152840898
129	0.1236598791052	0.2473197582104	0.8763401208948
130	0.085522861178076	0.171045722356152	0.914477138821924
131	0.0705281839489308	0.141056367897862	0.92947181605107
132	0.052780001853264	0.105560003706528	0.947219998146736
133	0.0305111959484059	0.0610223918968117	0.969488804051594
134	0.360948951890361	0.721897903780723	0.639051048109639
135	0.395605680732811	0.791211361465622	0.604394319267189

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	16	0.128	NOK
5% type I error level	48	0.384	NOK
10% type I error level	58	0.464	NOK