Multiple Linear Regression - Estimated Regression Equation

Learning[t] = + 13.5078628117885 -5.18203521944939Gender[t] -0.0012444168094538Concern[t] + 0.000772116482002167Concern_G[t] -0.216792193652821Doubts[t] -0.0504114143255668Doubts_G[t] + 0.0604243877511438Expectations[t] + 0.0863311703675794Expectations_G[t] + 0.0249723220996845Standards[t] + 0.0146764424024256Standards_G[t] + 0.11992279614248Organization[t] + 0.177189346574434Organization_G[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)	13.5078628117885	1.633788	8.2678	0	0
Gender	-5.18203521944939	2.889215	-1.7936	0.075102	0.037551
Concern	-0.0012444168094538	0.045505	-0.0273	0.978223	0.489112
Concern_G	0.000772116482002167	0.072392	0.0107	0.991506	0.495753
Doubts	-0.216792193652821	0.087006	-2.4917	0.013916	0.006958
Doubts_G	-0.0504114143255668	0.138545	-0.3639	0.716526	0.358263
Expectations	0.0604243877511438	0.068505	0.882	0.37931	0.189655
Expectations_G	0.0863311703675794	0.107957	0.7997	0.425291	0.212645
Standards	0.0249723220996845	0.056538	0.4417	0.659414	0.329707
Standards_G	0.0146764424024256	0.096957	0.1514	0.879908	0.439954
Organization	0.11992279614248	0.056605	2.1186	0.035944	0.017972
Organization_G	0.177189346574434	0.104356	1.6979	0.091808	0.045904

Multiple Linear Regression - Regression Statistics
Multiple R	0.498534553974114
R-squared	0.248536701506169
Adjusted R-squared	0.18775658177505
F-TEST (value)	4.08911174584148
F-TEST (DF numerator)	11
F-TEST (DF denominator)	136
p-value	3.43259806045992e-05
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	1.90452270012216
Sum Squared Residuals	493.300113278163

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	13	16.0531220041886	-3.05312200418857
2	16	15.9406657089028	0.0593342910971947
3	19	15.3693945833167	3.63060541668334
4	15	13.5851483952049	1.41485160479509
5	14	14.8398257192953	-0.839825719295306
6	13	15.3041426259097	-2.30414262590966
7	19	15.0612404955377	3.93875950446226
8	15	15.9248522289048	-0.924852228904775
9	14	15.7578296913903	-1.75782969139028
10	15	14.6401185186124	0.359881481387614
11	16	15.4268663211374	0.573133678862553
12	16	14.8606484052036	1.1393515947964
13	16	14.8644390707792	1.1355609292208
14	17	16.9604087224328	0.039591277567177
15	15	12.3279562849625	2.6720437150375
16	15	16.0438430737689	-1.04384307376891
17	20	16.4873831038356	3.51261689616439
18	18	16.8288135035943	1.17118649640571
19	16	16.546731414645	-0.546731414645001
20	16	14.4319955075319	1.56800449246813
21	19	14.8975413393983	4.10245866060173
22	16	14.6231437546389	1.37685624536109
23	17	17.1571125758449	-0.157112575844878
24	17	15.1364316193343	1.86356838066571
25	16	14.4422032622917	1.55779673770834
26	15	13.752889140095	1.24711085990505
27	14	15.7029170199466	-1.70291701994656
28	15	15.9595648234141	-0.9595648234141
29	12	14.7799135454968	-2.77991354549683
30	14	15.0542371026423	-1.05423710264234
31	16	15.3595517146642	0.640448285335816
32	14	15.6368758918144	-1.63687589181441
33	10	12.8146808555192	-2.81468085551924
34	14	14.1653442799207	-0.165344279920668
35	16	16.3919005879631	-0.391900587963088
36	16	14.2683255840356	1.73167441596444
37	16	13.1721011370865	2.82789886291348
38	14	15.411477804569	-1.411477804569
39	20	18.8423355659075	1.15766443409246
40	14	14.8520369388871	-0.852036938887054
41	14	15.1508572331343	-1.15085723313427
42	11	14.6214740981898	-3.62147409818977
43	15	15.705479346406	-0.70547934640602
44	16	15.6287104213874	0.371289578612649
45	14	14.9763482467373	-0.97634824673731
46	16	14.4342291024677	1.56577089753228
47	14	14.8728994176262	-0.872899417626203
48	12	15.1297153084676	-3.1297153084676
49	16	15.0918911031355	0.908108896864501
50	9	11.9158537785387	-2.91585377853869
51	14	14.5857001682823	-0.585700168282283
52	16	15.6015222020432	0.398477797956813
53	16	15.1798509255626	0.820149074437405
54	15	14.6261208698299	0.373879130170114
55	16	15.0222668147175	0.977733185282478
56	12	13.2984595523681	-1.29845955236812
57	16	16.6765614542336	-0.67656145423362
58	16	16.0722750336477	-0.07227503364772
59	14	16.2646917060952	-2.2646917060952
60	16	13.2325416404131	2.76745835958686
61	17	16.8361671992221	0.163832800777918
62	18	14.8261156707186	3.1738843292814
63	18	16.1061398939031	1.89386010609686
64	12	14.7437248893534	-2.7437248893534
65	16	16.0534066283651	-0.0534066283651058
66	10	14.4966156603232	-4.49661566032317
67	14	13.292452360104	0.707547639896045
68	18	15.6149216824867	2.38507831751334
69	18	16.668436454512	1.33156354548796
70	16	15.6339572344787	0.366042765521279
71	16	15.6020987603879	0.397901239612105
72	16	14.7839126694337	1.2160873305663
73	13	14.3384345626706	-1.33843456267063
74	16	14.3928936470929	1.60710635290705
75	16	14.9473897889577	1.05261021104232
76	20	16.380984461519	3.61901553848102
77	16	15.3104272321948	0.68957276780518
78	15	10.9290781568249	4.07092184317509
79	15	15.4802570407779	-0.48025704077787
80	16	15.805894265004	0.194105734996024
81	14	14.3509339906632	-0.350933990663188
82	15	13.8047118546161	1.19528814538389
83	12	15.1105861331594	-3.11058613315945
84	17	16.1617266527635	0.838273347236485
85	16	15.3853065667351	0.614693433264925
86	15	13.6865999586281	1.31340004137194
87	13	14.6140518772852	-1.61405187728519
88	16	15.8849005509398	0.115099449060164
89	16	15.409999304267	0.590000695733015
90	16	16.1124909255941	-0.112490925594077
91	16	15.7908328019193	0.209167198080687
92	14	15.2020660515986	-1.20206605159858
93	16	14.4486170845089	1.5513829154911
94	16	15.3423470593078	0.657652940692245
95	20	16.2178822903068	3.78211770969323
96	15	16.104040623777	-1.10404062377701
97	16	14.4157973018649	1.58420269813505
98	13	13.452612607659	-0.452612607659024
99	17	15.8974299260681	1.10257007393194
100	16	14.2896430821777	1.71035691782226
101	12	13.6167381287677	-1.61673812876773
102	16	15.1667765307621	0.83322346923789
103	16	15.2917006634984	0.708299336501571
104	17	15.4482119187887	1.55178808121129
105	13	13.0159927941607	-0.0159927941606898
106	12	15.8202118554908	-3.82021185549084
107	18	16.1641144484612	1.83588555153881
108	14	14.2201676952428	-0.220167695242777
109	14	14.7562455420886	-0.756245542088608
110	13	14.265187487489	-1.26518748748898
111	16	15.4899918861172	0.510008113882762
112	13	13.3297013635071	-0.32970136350707
113	16	15.3045397536833	0.695460246316715
114	13	15.1193876849296	-2.11938768492958
115	16	15.8800287013318	0.119971298668177
116	15	14.9033110565	0.0966889434999663
117	16	15.4593989287941	0.540601071205911
118	15	14.8502854566158	0.149714543384221
119	17	15.7866410815481	1.21335891845187
120	15	15.9176792750186	-0.917679275018601
121	12	14.1741137132631	-2.17411371326315
122	16	14.207439401431	1.79256059856898
123	10	14.5235130169568	-4.52351301695684
124	16	14.8493169612494	1.15068303875062
125	14	14.3192684973494	-0.319268497349389
126	15	16.2180117772926	-1.2180117772926
127	13	14.3070819105776	-1.30708191057757
128	15	15.5381897230794	-0.538189723079434
129	11	14.1941775385563	-3.19417753855626
130	12	14.468898638148	-2.46889863814797
131	16	16.0331207011334	-0.0331207011333533
132	15	15.597652741249	-0.597652741248951
133	17	15.4224582878409	1.57754171215911
134	16	15.6484252428481	0.351574757151937
135	10	15.1378886559636	-5.13788865596359
136	18	14.2888450012249	3.7111549987751
137	13	14.2309861584759	-1.23098615847592
138	15	14.6392346135214	0.360765386478589
139	16	14.4422032622917	1.55779673770834
140	16	15.1537033570847	0.846296642915302
141	14	13.9797910456883	0.0202089543116723
142	10	13.7355128058378	-3.73551280583782
143	17	16.1617266527635	0.838273347236485
144	13	14.7976131981177	-1.79761319811766
145	15	15.9176792750186	-0.917679275018601
146	16	15.9416975058924	0.0583024941075791
147	12	15.5051601924463	-3.50516019244631
148	13	14.0706346238246	-1.07063462382465

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
15	0.940764351349273	0.118471297301455	0.0592356486507273
16	0.885160102594755	0.22967979481049	0.114839897405245
17	0.915293159722874	0.169413680554253	0.0847068402771263
18	0.86012852353987	0.27974295292026	0.13987147646013
19	0.790627912449379	0.418744175101242	0.209372087550621
20	0.718400794920581	0.563198410158837	0.281599205079419
21	0.91229195413127	0.17541609173746	0.0877080458687298
22	0.878336182144198	0.243327635711605	0.121663817855802
23	0.845617927629665	0.30876414474067	0.154382072370335
24	0.797865775431279	0.404268449137443	0.202134224568721
25	0.745666069728364	0.508667860543271	0.254333930271636
26	0.713077597089956	0.573844805820089	0.286922402910044
27	0.663770263896549	0.672459472206901	0.336229736103451
28	0.749494323068778	0.501011353862443	0.250505676931222
29	0.803661065544739	0.392677868910522	0.196338934455261
30	0.769213096108583	0.461573807782835	0.230786903891417
31	0.719180856796117	0.561638286407765	0.280819143203883
32	0.669743625116065	0.66051274976787	0.330256374883935
33	0.80035136246148	0.399297275077039	0.199648637538519
34	0.750815114760207	0.498369770479585	0.249184885239793
35	0.722410191120197	0.555179617759606	0.277589808879803
36	0.713948505141304	0.572102989717393	0.286051494858696
37	0.708265590351411	0.583468819297177	0.291734409648589
38	0.705725874911898	0.588548250176205	0.294274125088102
39	0.741326475022466	0.517347049955068	0.258673524977534
40	0.697434292040789	0.605131415918422	0.302565707959211
41	0.693947142713055	0.612105714573889	0.306052857286945
42	0.816206329375893	0.367587341248214	0.183793670624107
43	0.776686482155484	0.446627035689033	0.223313517844516
44	0.73770796011945	0.5245840797611	0.26229203988055
45	0.694351163796577	0.611297672406845	0.305648836203423
46	0.66326916905442	0.67346166189116	0.33673083094558
47	0.615987139139413	0.768025721721173	0.384012860860587
48	0.690204491730965	0.619591016538069	0.309795508269035
49	0.645298429674414	0.709403140651172	0.354701570325586
50	0.687680939133993	0.624638121732014	0.312319060866007
51	0.642045237245677	0.715909525508646	0.357954762754323
52	0.596291184790132	0.807417630419735	0.403708815209868
53	0.572692930104254	0.854614139791492	0.427307069895746
54	0.536828393318427	0.926343213363146	0.463171606681573
55	0.491699340511385	0.98339868102277	0.508300659488615
56	0.453758511341	0.907517022682	0.546241488659
57	0.412578682635696	0.825157365271391	0.587421317364304
58	0.363673487399464	0.727346974798928	0.636326512600536
59	0.399243307945347	0.798486615890694	0.600756692054653
60	0.431252267995283	0.862504535990567	0.568747732004717
61	0.400322305834153	0.800644611668306	0.599677694165847
62	0.486365344998992	0.972730689997984	0.513634655001008
63	0.49308404160997	0.98616808321994	0.50691595839003
64	0.568488438276266	0.863023123447468	0.431511561723734
65	0.520130796773443	0.959738406453113	0.479869203226557
66	0.760492416764896	0.479015166470209	0.239507583235104
67	0.729038750211491	0.541922499577018	0.270961249788509
68	0.761538611254267	0.476922777491466	0.238461388745733
69	0.749671204844566	0.500657590310868	0.250328795155434
70	0.710165468235253	0.579669063529495	0.289834531764747
71	0.667112875285065	0.665774249429869	0.332887124714935
72	0.63651434752553	0.72697130494894	0.36348565247447
73	0.62655093781793	0.746898124364139	0.373449062182069
74	0.637303312172601	0.725393375654797	0.362696687827399
75	0.603401016338492	0.793197967323016	0.396598983661508
76	0.730379254888467	0.539241490223067	0.269620745111533
77	0.693071040061628	0.613857919876744	0.306928959938372
78	0.813142258470968	0.373715483058064	0.186857741529032
79	0.779028185105177	0.441943629789647	0.220971814894823
80	0.739686159687674	0.520627680624651	0.260313840312326
81	0.715085849190743	0.569828301618514	0.284914150809257
82	0.691228345907234	0.617543308185532	0.308771654092766
83	0.77062745169024	0.458745096619519	0.229372548309759
84	0.740315425583688	0.519369148832623	0.259684574416312
85	0.70390178472057	0.592196430558861	0.296098215279431
86	0.696941555552919	0.606116888894162	0.303058444447081
87	0.68632532516837	0.627349349663259	0.313674674831629
88	0.638557052867866	0.722885894264267	0.361442947132134
89	0.592574782895407	0.814850434209187	0.407425217104593
90	0.543172825946577	0.913654348106847	0.456827174053423
91	0.505829880802484	0.988340238395032	0.494170119197516
92	0.509125379513411	0.981749240973178	0.490874620486589
93	0.508596710541837	0.982806578916325	0.491403289458163
94	0.459494607925028	0.918989215850057	0.540505392074972
95	0.616488173044977	0.767023653910045	0.383511826955023
96	0.576219019829409	0.847561960341182	0.423780980170591
97	0.590795058238922	0.818409883522156	0.409204941761078
98	0.537623740460648	0.924752519078705	0.462376259539353
99	0.508503353964899	0.982993292070203	0.491496646035101
100	0.485828944680629	0.971657889361259	0.514171055319371
101	0.46099190376794	0.92198380753588	0.53900809623206
102	0.423759084175802	0.847518168351603	0.576240915824198
103	0.395302761670189	0.790605523340377	0.604697238329811
104	0.410390464976636	0.820780929953271	0.589609535023364
105	0.374693027395262	0.749386054790524	0.625306972604738
106	0.543990503419065	0.912018993161869	0.456009496580935
107	0.514615728093597	0.970768543812805	0.485384271906403
108	0.516423169089585	0.96715366182083	0.483576830910415
109	0.459662025370599	0.919324050741198	0.540337974629401
110	0.411471553921506	0.822943107843011	0.588528446078494
111	0.356599679348363	0.713199358696726	0.643400320651637
112	0.325456322073787	0.650912644147575	0.674543677926213
113	0.284309327706858	0.568618655413716	0.715690672293142
114	0.276074040760982	0.552148081521965	0.723925959239018
115	0.223561814861245	0.44712362972249	0.776438185138755
116	0.193040781526091	0.386081563052182	0.80695921847391
117	0.197794401573767	0.395588803147535	0.802205598426233
118	0.174168394979082	0.348336789958164	0.825831605020918
119	0.157534200536058	0.315068401072115	0.842465799463942
120	0.123585389527961	0.247170779055923	0.876414610472039
121	0.112034701694866	0.224069403389731	0.887965298305134
122	0.1162659472918	0.232531894583599	0.8837340527082
123	0.160352491204447	0.320704982408894	0.839647508795553
124	0.117632163871819	0.235264327743638	0.882367836128181
125	0.0834828494264175	0.166965698852835	0.916517150573583
126	0.0565565319514779	0.113113063902956	0.943443468048522
127	0.0362592944898875	0.072518588979775	0.963740705510112
128	0.0214185330812032	0.0428370661624064	0.978581466918797
129	0.0169808611077899	0.0339617222155798	0.98301913889221
130	0.012519158782199	0.0250383175643981	0.9874808412178
131	0.00602224233810134	0.0120444846762027	0.993977757661899
132	0.00257565077121935	0.0051513015424387	0.99742434922878
133	0.00202657121462797	0.00405314242925594	0.997973428785372

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	2	0.0168067226890756	NOK
5% type I error level	6	0.0504201680672269	NOK
10% type I error level	7	0.0588235294117647	OK