Multiple Linear Regression - Estimated Regression Equation

Person-Standards[t] = + 3.84738057444685 + 0.328446319879134Mistakes[t] -0.354503027876362Doubts[t] + 0.163700499059318`P-Expectations`[t] + 0.0505586668721037`P-Criticism`[t] + 0.440539729096576Organization[t] + 0.969401241072715Gender[t] + 0.162183660907544connected[t] -0.0530528042838888separate[t] -0.0554072382256775hapiness[t] + 0.0229805470290063depression[t] -0.0305734635206916sport[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)	3.84738057444685	5.905611	0.6515	0.515821	0.25791
Mistakes	0.328446319879134	0.057985	5.6643	0	0
Doubts	-0.354503027876362	0.12082	-2.9342	0.003918	0.001959
`P-Expectations`	0.163700499059318	0.108013	1.5156	0.131916	0.065958
`P-Criticism`	0.0505586668721037	0.136007	0.3717	0.71066	0.35533
Organization	0.440539729096576	0.081199	5.4255	0	0
Gender	0.969401241072715	0.681577	1.4223	0.157198	0.078599
connected	0.162183660907544	0.093628	1.7322	0.085471	0.042736
separate	-0.0530528042838888	0.088316	-0.6007	0.549016	0.274508
hapiness	-0.0554072382256775	0.155465	-0.3564	0.722087	0.361043
depression	0.0229805470290063	0.116297	0.1976	0.843647	0.421824
sport	-0.0305734635206916	0.029014	-1.0537	0.293847	0.146923

Multiple Linear Regression - Regression Statistics
Multiple R	0.63489725645034
R-squared	0.403094526248169
Adjusted R-squared	0.355515104427371
F-TEST (value)	8.47203498534248
F-TEST (DF numerator)	11
F-TEST (DF denominator)	138
p-value	2.73046030230262e-11
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	3.4320284582129
Sum Squared Residuals	1625.47706864169

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	15	17.0740806190035	-2.07408061900347
2	23	20.3715351757218	2.62846482427823
3	26	23.8342038204049	2.16579617959509
4	19	19.1361375836983	-0.136137583698324
5	19	17.8599099766246	1.14009002337539
6	16	21.7663106350127	-5.76631063501266
7	23	22.5447851304171	0.45521486958288
8	22	21.6444672848715	0.355532715128475
9	19	21.3266548035707	-2.32665480357069
10	24	22.1223082531530	1.87769174684696
11	19	18.5262295388090	0.473770461190965
12	25	25.173089159465	-0.173089159464980
13	23	24.7575932040346	-1.75759320403456
14	31	26.3507924108332	4.64920758916675
15	29	25.5264459690533	3.47355403094668
16	18	20.8603358841111	-2.86033588411107
17	17	20.2488931635272	-3.24889316352721
18	22	18.6492767981611	3.35072320183892
19	21	22.6670139427815	-1.6670139427815
20	24	23.1539926856376	0.846007314362358
21	22	21.7060695868265	0.29393041317349
22	16	16.8601322325904	-0.860132232590415
23	22	23.8199561856778	-1.81995618567777
24	21	21.8940678964582	-0.89406789645821
25	25	21.3454471847145	3.6545528152855
26	22	21.7015637996342	0.298436200365845
27	24	21.8302673184335	2.16973268156649
28	21	24.533620097611	-3.53362009761103
29	25	24.2424223646168	0.757577635383178
30	29	32.0966144885543	-3.09661448855428
31	19	18.9849972890866	0.0150027109133627
32	29	23.2173401910371	5.78265980896294
33	25	23.7500060935151	1.24999390648491
34	19	21.6515247674234	-2.65152476742336
35	27	24.4446310225521	2.55536897744787
36	25	23.8829977707982	1.11700222920184
37	23	20.8247811777539	2.17521882224607
38	24	22.219675981378	1.780324018622
39	23	22.0031827554594	0.996817244540579
40	25	23.0810358701340	1.91896412986595
41	23	20.4586980093626	2.54130199063740
42	22	21.8314665555461	0.168533444453873
43	32	25.1635104081427	6.83648959185733
44	22	22.1651352309697	-0.165135230969673
45	18	22.5166334929058	-4.51663349290582
46	19	19.5390899878252	-0.539089987825227
47	23	18.3888232815704	4.61117671842957
48	19	22.3964936132109	-3.39649361321093
49	16	19.697831673144	-3.69783167314402
50	23	22.9263214138546	0.0736785861454138
51	17	19.1138547918179	-2.1138547918179
52	17	23.2533948546980	-6.25339485469803
53	28	23.2344950172915	4.7655049827085
54	24	19.0236089659178	4.97639103408225
55	21	16.6028763865689	4.39712361343114
56	14	18.1512862601056	-4.15128626010555
57	21	21.3879960128425	-0.387996012842517
58	20	23.0278722594801	-3.02787225948007
59	25	22.2889892026020	2.71101079739803
60	20	22.2586736671871	-2.25867366718711
61	17	19.6152562545267	-2.61525625452672
62	26	27.3560883694443	-1.35608836944427
63	17	17.1699587552859	-0.169958755285926
64	17	22.2473931186814	-5.24739311868136
65	24	23.4526619727744	0.547338027225605
66	30	26.7345931283344	3.26540687166560
67	25	25.4206022933960	-0.420602293395971
68	15	22.381999432999	-7.38199943299899
69	25	20.3830706580772	4.61692934192279
70	18	27.0793329461060	-9.07933294610603
71	20	25.8280089161154	-5.82800891611541
72	32	28.6888068626643	3.31119313733570
73	14	16.2529313064501	-2.25293130645009
74	20	20.3604589824629	-0.360458982462942
75	25	25.1125461880958	-0.112546188095794
76	25	23.8187478400558	1.18125215994420
77	25	22.5193132774083	2.48068672259173
78	35	22.9243965699186	12.0756034300814
79	29	24.6692755730122	4.33072442698776
80	25	24.1651958351268	0.834804164873185
81	21	22.0832609370322	-1.08326093703216
82	21	20.9245518809838	0.0754481190161932
83	24	24.1246397385776	-0.124639738577637
84	26	21.9869535922507	4.01304640774934
85	24	22.7442343495376	1.25576565046242
86	20	22.4187044772761	-2.41870447727607
87	24	22.0153542481331	1.98464575186689
88	18	20.1514057651612	-2.15140576516123
89	17	17.0438853055198	-0.0438853055197641
90	22	25.9721343619424	-3.97213436194241
91	22	22.7662670233775	-0.766267023377484
92	22	20.6834843640047	1.31651563599531
93	24	25.2559147275626	-1.25591472756256
94	32	25.6201782731591	6.37982172684093
95	19	17.8458114318772	1.15418856812280
96	21	21.6633869624894	-0.663386962489435
97	23	22.4324530082683	0.567546991731743
98	26	23.1149859583319	2.8850140416681
99	18	23.0488720328140	-5.04887203281405
100	19	21.1443370556301	-2.14433705563008
101	22	23.5597892702048	-1.55978927020481
102	27	20.9678214080211	6.03217859197892
103	21	21.2005620328168	-0.200562032816824
104	20	22.8546394220854	-2.85463942208538
105	21	24.3554460231998	-3.35544602319977
106	20	24.8628848564903	-4.86288485649034
107	29	24.3453744834521	4.65462551654795
108	30	23.4053142810518	6.59468571894822
109	10	17.1394165818265	-7.13941658182648
110	23	22.8129346642132	0.187065335786822
111	29	20.7277139995063	8.27228600049367
112	19	17.8561092704091	1.14389072959089
113	26	24.3659709416066	1.63402905839344
114	22	22.3815146209505	-0.381514620950453
115	26	24.5302566879347	1.46974331206527
116	27	27.3931475092359	-0.393147509235885
117	19	23.7776546605799	-4.77765466057991
118	24	23.6462382828210	0.353761717179024
119	26	21.7193375628655	4.2806624371345
120	22	21.2368090873668	0.763190912633181
121	23	23.4706958555525	-0.470695855552488
122	25	23.9388487562216	1.06115124377836
123	19	21.8886884837636	-2.88868848376364
124	20	22.8889528010285	-2.88895280102850
125	25	27.4208080341128	-2.42080803411276
126	14	15.4670098941009	-1.4670098941009
127	19	20.0104786659160	-1.01047866591595
128	27	25.9033778101959	1.0966221898041
129	21	24.4784741301668	-3.47847413016677
130	21	20.144250216385	0.855749783615
131	14	20.1815639394191	-6.18156393941906
132	21	24.9376480249430	-3.93764802494304
133	23	20.2649322711384	2.73506772886163
134	18	22.114907220133	-4.114907220133
135	20	19.1566420127622	0.843357987237819
136	19	23.0840626345285	-4.08406263452846
137	15	18.3728049300077	-3.37280493000771
138	23	21.734451295496	1.26554870450399
139	26	26.6250982146054	-0.625098214605373
140	21	22.7029277856591	-1.70292778565911
141	13	16.1324708726183	-3.13247087261825
142	24	21.7372936959061	2.26270630409391
143	17	18.8318118401506	-1.83181184015059
144	21	23.2303674431162	-2.23036744311617
145	28	26.0373592150529	1.96264078494714
146	22	21.0819354421218	0.91806455787817
147	25	19.7682000445561	5.23179995544386
148	27	23.4410968079910	3.55890319200903
149	25	20.9409358161876	4.05906418381244
150	21	22.5400752264709	-1.54007522647091

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
15	0.50570433995483	0.98859132009034	0.49429566004517
16	0.56674172620239	0.86651654759522	0.43325827379761
17	0.452298813533519	0.904597627067038	0.547701186466481
18	0.332110814992127	0.664221629984254	0.667889185007873
19	0.267303909781978	0.534607819563956	0.732696090218022
20	0.180389473673302	0.360778947346605	0.819610526326698
21	0.243689732385566	0.487379464771132	0.756310267614434
22	0.201381783604653	0.402763567209307	0.798618216395347
23	0.151383518668402	0.302767037336803	0.848616481331598
24	0.101774536644420	0.203549073288840	0.89822546335558
25	0.178392699563939	0.356785399127879	0.82160730043606
26	0.127536616213236	0.255073232426471	0.872463383786764
27	0.0963459576229729	0.192691915245946	0.903654042377027
28	0.101773135977076	0.203546271954151	0.898226864022924
29	0.0708732161108077	0.141746432221615	0.929126783889192
30	0.0503888980557616	0.100777796111523	0.949611101944238
31	0.0371984558010342	0.0743969116020683	0.962801544198966
32	0.139957830049939	0.279915660099878	0.860042169950061
33	0.11020783320975	0.2204156664195	0.88979216679025
34	0.102568420982843	0.205136841965686	0.897431579017157
35	0.104132466527874	0.208264933055747	0.895867533472126
36	0.0785148637307427	0.157029727461485	0.921485136269257
37	0.0592968961664551	0.118593792332910	0.940703103833545
38	0.0436712748608008	0.0873425497216015	0.9563287251392
39	0.0308847513990878	0.0617695027981755	0.969115248600912
40	0.0247597715392034	0.0495195430784068	0.975240228460797
41	0.020825046104566	0.041650092209132	0.979174953895434
42	0.0140122926574750	0.0280245853149499	0.985987707342525
43	0.0262648031561995	0.052529606312399	0.9737351968438
44	0.0181581206699040	0.0363162413398079	0.981841879330096
45	0.0343676962722497	0.0687353925444993	0.96563230372775
46	0.0248017101182232	0.0496034202364465	0.975198289881777
47	0.0330221320535262	0.0660442641070524	0.966977867946474
48	0.0274650716435383	0.0549301432870766	0.972534928356462
49	0.0242033527697656	0.0484067055395312	0.975796647230234
50	0.0170747227485034	0.0341494454970068	0.982925277251497
51	0.0141249377000597	0.0282498754001195	0.98587506229994
52	0.0225905808629525	0.0451811617259049	0.977409419137047
53	0.0260422450595502	0.0520844901191005	0.97395775494045
54	0.0319035416421234	0.0638070832842469	0.968096458357877
55	0.0459365948531474	0.0918731897062949	0.954063405146853
56	0.0474004647938451	0.0948009295876902	0.952599535206155
57	0.0354790922841108	0.0709581845682216	0.96452090771589
58	0.0311187359873525	0.0622374719747051	0.968881264012647
59	0.0282562234707771	0.0565124469415543	0.971743776529223
60	0.0229621466571950	0.0459242933143901	0.977037853342805
61	0.0179580316593750	0.0359160633187499	0.982041968340625
62	0.0175086427764834	0.0350172855529669	0.982491357223517
63	0.0127062228689386	0.0254124457378773	0.987293777131061
64	0.0294327249642981	0.0588654499285961	0.970567275035702
65	0.0217859231999235	0.0435718463998471	0.978214076800076
66	0.0232569615561086	0.0465139231122173	0.976743038443891
67	0.0180492766859583	0.0360985533719165	0.981950723314042
68	0.0481481725352638	0.0962963450705275	0.951851827464736
69	0.0769206895131697	0.153841379026339	0.92307931048683
70	0.254396786046152	0.508793572092304	0.745603213953848
71	0.35713622578779	0.71427245157558	0.64286377421221
72	0.374981726767687	0.749963453535374	0.625018273232313
73	0.360148136171089	0.720296272342178	0.639851863828911
74	0.318918895280034	0.637837790560069	0.681081104719966
75	0.276870100245021	0.553740200490042	0.723129899754979
76	0.246145712454039	0.492291424908078	0.753854287545961
77	0.230566989347688	0.461133978695377	0.769433010652312
78	0.801891704609365	0.396216590781270	0.198108295390635
79	0.849722924681618	0.300554150636765	0.150277075318382
80	0.823498465089975	0.35300306982005	0.176501534910025
81	0.791968672453814	0.416062655092372	0.208031327546186
82	0.759887183668997	0.480225632662007	0.240112816331003
83	0.727155970032122	0.545688059935756	0.272844029967878
84	0.739344589554657	0.521310820890686	0.260655410445343
85	0.705830574191575	0.58833885161685	0.294169425808425
86	0.687834717588444	0.624330564823111	0.312165282411555
87	0.66035959281959	0.67928081436082	0.33964040718041
88	0.655934711249567	0.688130577500865	0.344065288750433
89	0.606905685581063	0.786188628837873	0.393094314418937
90	0.617471269104713	0.765057461790574	0.382528730895287
91	0.567045531160929	0.865908937678142	0.432954468839071
92	0.519186476644015	0.96162704671197	0.480813523355985
93	0.481632037862927	0.963264075725854	0.518367962137073
94	0.571964556235816	0.856070887528369	0.428035443764184
95	0.525916196207305	0.94816760758539	0.474083803792695
96	0.474646757473258	0.949293514946515	0.525353242526742
97	0.423535623689969	0.847071247379938	0.576464376310031
98	0.400514037291615	0.80102807458323	0.599485962708385
99	0.430630208242826	0.861260416485652	0.569369791757174
100	0.389904921214165	0.77980984242833	0.610095078785835
101	0.366467133175697	0.732934266351393	0.633532866824303
102	0.472992575788364	0.945985151576728	0.527007424211636
103	0.42110495783457	0.84220991566914	0.57889504216543
104	0.398243740269089	0.796487480538178	0.601756259730911
105	0.372189956512127	0.744379913024254	0.627810043487873
106	0.503155134490523	0.993689731018955	0.496844865509477
107	0.680833084565609	0.638333830868783	0.319166915434391
108	0.769586899217357	0.460826201565285	0.230413100782643
109	0.925777693690912	0.148444612618175	0.0742223063090876
110	0.901973873934944	0.196052252130111	0.0980261260650557
111	0.95741069029651	0.0851786194069823	0.0425893097034911
112	0.9417369550456	0.116526089908801	0.0582630449544005
113	0.923375258518779	0.153249482962442	0.0766247414812212
114	0.897374512352715	0.205250975294570	0.102625487647285
115	0.87818708424883	0.243625831502339	0.121812915751169
116	0.843947118202328	0.312105763595345	0.156052881797672
117	0.855798477597275	0.288403044805450	0.144201522402725
118	0.81782491081764	0.364350178364719	0.182175089182360
119	0.890948429857229	0.218103140285542	0.109051570142771
120	0.853662754272916	0.292674491454167	0.146337245727083
121	0.821453642151388	0.357092715697224	0.178546357848612
122	0.773250107104297	0.453499785791406	0.226749892895703
123	0.787732364398066	0.424535271203867	0.212267635601933
124	0.770894576792114	0.458210846415771	0.229105423207885
125	0.714298073395843	0.571403853208315	0.285701926604157
126	0.682926254829113	0.634147490341774	0.317073745170887
127	0.598221540539809	0.803556918920382	0.401778459460191
128	0.701534819377031	0.596930361245939	0.298465180622970
129	0.654642622028861	0.690714755942277	0.345357377971139
130	0.780203156252218	0.439593687495565	0.219796843747782
131	0.705299451597922	0.589401096804156	0.294700548402078
132	0.732830995100679	0.534338009798642	0.267169004899321
133	0.74239496538005	0.515210069239901	0.257605034619950
134	0.632528259468402	0.734943481063196	0.367471740531598
135	0.499343199243652	0.998686398487304	0.500656800756348

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	16	0.132231404958678	NOK
10% type I error level	33	0.272727272727273	NOK