Multiple Linear Regression - Estimated Regression Equation

Learning[t] = + 12.8466322963478 -0.519508200233652Gender[t] + 0.0150227529352552Concern[t] -0.274396434721787Doubts[t] + 0.0644169575826978Criticism[t] + 0.0264468826309861Standards[t] + 0.171915898709033Organization[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)	12.8466322963478	1.421693	9.0362	0	0
Gender	-0.519508200233652	0.379011	-1.3707	0.172618	0.086309
Concern	0.0150227529352552	0.037152	0.4044	0.68655	0.343275
Doubts	-0.274396434721787	0.070116	-3.9135	0.00014	7e-05
Criticism	0.0644169575826978	0.068865	0.9354	0.351153	0.175576
Standards	0.0264468826309861	0.049381	0.5356	0.593086	0.296543
Organization	0.171915898709033	0.051742	3.3225	0.001133	0.000566

Multiple Linear Regression - Regression Statistics
Multiple R	0.450207146949892
R-squared	0.202686475164762
Adjusted R-squared	0.169232760836011
F-TEST (value)	6.05871363559073
F-TEST (DF numerator)	6
F-TEST (DF denominator)	143
p-value	1.12911825665973e-05
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	2.07168736145602
Sum Squared Residuals	613.740058877174

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	13	16.1132272391654	-3.11322723916539
2	16	15.8511748228445	0.148825177155521
3	19	15.6426872869456	3.35731271305438
4	15	13.8967245693292	1.10327543067083
5	14	14.8164714987041	-0.816471498704096
6	13	15.3498564830057	-2.34985648300574
7	19	14.4023936516995	4.59760634830050
8	15	16.2778523879167	-1.27785238791669
9	14	15.9025553027541	-1.90255530275406
10	15	14.4372761148735	0.562723885126455
11	16	14.8200903277742	1.17990967222578
12	16	14.9957342681843	1.00426573181569
13	16	14.7236621210262	1.27633787897381
14	17	17.0622800952334	-0.0622800952334465
15	15	12.3759346482417	2.62406535175826
16	15	15.3566002198894	-0.356600219889425
17	20	16.6574903917417	3.34250960825834
18	18	16.0726533052912	1.92734669470876
19	16	16.6025754878873	-0.602575487887315
20	16	13.9670798207309	2.03292017926906
21	19	15.3344137345336	3.66558626546645
22	16	14.6761300029262	1.32386999707378
23	17	15.4104993306352	1.58950066936483
24	17	15.0787321794649	1.92126782053511
25	16	14.4398683409763	1.56013165902365
26	15	13.1943284692334	1.80567153076660
27	14	15.3812589525083	-1.38125895250827
28	15	15.8582237802245	-0.85822378022446
29	12	14.5069695922397	-2.50696959223973
30	14	15.1026984528118	-1.10269845281183
31	16	15.6228655982590	0.377134401741045
32	14	15.3246675013818	-1.32466750138178
33	7	14.3708393679703	-7.37083936797029
34	10	13.3193004167425	-3.31930041674249
35	14	14.2766685332454	-0.276668533245414
36	16	16.9054092726749	-0.905409272674915
37	16	14.1822535050184	1.81774649498165
38	16	13.1343996677592	2.86560033224082
39	14	15.6689011809964	-1.66890118099636
40	20	17.1951902176704	2.80480978232955
41	14	14.5818796725194	-0.581879672519363
42	14	15.3725651706667	-1.37256517066666
43	11	14.5517323011494	-3.55173230114944
44	15	15.4836097406597	-0.483609740659719
45	16	15.5548500174367	0.445149982563266
46	14	15.0406350869764	-1.04063508697640
47	16	14.2259703593387	1.77402964066126
48	14	14.7911890136018	-0.791189013601796
49	12	14.9826238539759	-2.98262385397585
50	16	15.2976764344992	0.702323565500791
51	9	13.3058767143725	-4.3058767143725
52	14	14.4630092807491	-0.463009280749088
53	16	15.8341040280580	0.16589597194198
54	16	15.1661480864629	0.833851913537109
55	15	14.6801849527143	0.319815047285719
56	16	15.2924442057987	0.707555794201252
57	12	13.5301062791087	-1.53010627910873
58	16	15.5911393670224	0.408860632977633
59	16	16.3613431796166	-0.361343179616587
60	14	16.6221460569512	-2.62214605695119
61	16	13.0506182989839	2.94938170101611
62	17	16.0438382600420	0.956161739958021
63	18	14.6909501371965	3.30904986280346
64	18	15.4289742089588	2.57102579104119
65	12	15.0016851338993	-3.00168513389928
66	16	15.6253182526312	0.374681747368784
67	10	14.082065204359	-4.082065204359
68	14	12.5772507134545	1.42274928654548
69	18	16.0901389784441	1.90986102155590
70	18	16.2397665003502	1.76023349964985
71	16	15.0458460581933	0.954153941806678
72	16	15.6198603716663	0.38013962833366
73	16	14.6537603792198	1.34623962078022
74	13	14.7136783918005	-1.71367839180047
75	16	15.2290601207143	0.770939879285746
76	16	14.6018789544887	1.3981210455113
77	20	15.9842718656095	4.01572813439047
78	16	15.3108730158702	0.689126984129812
79	15	12.4456023606307	2.55439763936933
80	15	15.7486007833534	-0.748600783353391
81	16	15.9780280218944	0.0219719781055923
82	14	13.8355211027793	0.164478897220684
83	15	13.4093643730382	1.59063562696179
84	12	14.9343337421162	-2.93433374211618
85	17	16.7650702644504	0.234929735549553
86	16	15.6031317672753	0.396868232724656
87	15	13.3415088959138	1.65849110408616
88	13	14.0729301694969	-1.07293016949692
89	16	15.569773707747	0.430226292253006
90	16	15.3878590203629	0.612140979637064
91	16	16.2058373533114	-0.205837353311379
92	16	15.8208066068929	0.179193393107128
93	14	15.1309167354651	-1.13091673546512
94	16	14.1529688358084	1.84703116419157
95	16	14.2645003168789	1.73549968312107
96	20	16.3832390878971	3.61676091210293
97	15	15.4521140970786	-0.452114097078607
98	16	14.2813028578053	1.71869714219474
99	13	13.6617315972799	-0.66173159727986
100	17	16.2610414849693	0.7389585150307
101	16	14.3401084155771	1.65989158442288
102	12	12.9285109546839	-0.928510954683935
103	16	14.8398196512641	1.16018034873588
104	16	15.3302691498733	0.669730850126732
105	17	15.3500964843352	1.64990351566477
106	13	12.6859084929629	0.314091507037111
107	12	15.9035742540845	-3.90357425408455
108	18	15.5131194383785	2.48688056162153
109	14	14.1184983214712	-0.118498321471246
110	14	14.6181299748476	-0.618129974847617
111	13	13.8771986874648	-0.877198687464781
112	16	15.5933865857765	0.406613414223484
113	13	12.7310713068999	0.268928693100056
114	16	15.0391901790127	0.960809820987319
115	13	15.1221406550671	-2.12214065506711
116	16	16.1679663409847	-0.167966340984661
117	15	14.6939710621260	0.306028937873954
118	16	15.8056921276484	0.194307872351554
119	15	14.5120285064589	0.487971493541146
120	17	15.8422829298316	1.15771707016835
121	15	16.2758336502491	-1.27583365024908
122	12	13.6897601426519	-1.68976014265193
123	16	14.2748748240866	1.72512517591337
124	10	14.2974021505662	-4.29740215056615
125	16	14.7705294194450	1.22947058055496
126	14	14.3793416353615	-0.379341635361508
127	15	16.5913787876252	-1.59137878762517
128	13	14.1498208933421	-1.14982089334215
129	15	14.6340042390997	0.365995760900317
130	11	13.9717434494744	-2.97174344947439
131	12	14.2457041903224	-2.24570419032235
132	8	14.1487084385333	-6.14870843853331
133	16	16.4471268481276	-0.447126848127603
134	15	14.9897656185287	0.010234381471306
135	17	15.8200067229749	1.17999327702509
136	16	14.7300790505303	1.26992094946971
137	10	15.1978366114683	-5.19783661146835
138	18	13.6595482484207	4.34045175157931
139	13	14.0407839427234	-1.0407839427234
140	15	14.5965699722997	0.40343002770027
141	16	14.4398683409763	1.56013165902365
142	16	15.1569184964695	0.843081503530482
143	14	13.9345648964196	0.0654351035804267
144	10	13.6079695566325	-3.60796955663248
145	17	16.7650702644504	0.234929735549553
146	13	14.9913678998657	-1.99136789986574
147	15	16.2758336502491	-1.27583365024908
148	16	15.8952757577186	0.104724242281385
149	12	15.5796022535339	-3.57960225353393
150	13	13.6965565585874	-0.696556558587408

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
10	0.926722612064215	0.146554775871571	0.0732773879357853
11	0.86290060490997	0.27419879018006	0.13709939509003
12	0.786665019958027	0.426669960083945	0.213334980041973
13	0.732174179097525	0.535651641804949	0.267825820902475
14	0.644180079347572	0.711639841304855	0.355819920652428
15	0.551146469529026	0.897707060941949	0.448853530470974
16	0.481833210934455	0.96366642186891	0.518166789065545
17	0.462899434672878	0.925798869345756	0.537100565327122
18	0.467152336178339	0.934304672356679	0.532847663821661
19	0.379718261611043	0.759436523222086	0.620281738388957
20	0.370575842591019	0.741151685182037	0.629424157408981
21	0.465754051461915	0.931508102923831	0.534245948538085
22	0.458652190258959	0.917304380517918	0.541347809741041
23	0.398431380352901	0.796862760705802	0.601568619647099
24	0.344082689936246	0.688165379872492	0.655917310063754
25	0.284687622115640	0.569375244231281	0.71531237788436
26	0.246342491821716	0.492684983643431	0.753657508178284
27	0.200899134618214	0.401798269236427	0.799100865381786
28	0.262934986187427	0.525869972374854	0.737065013812573
29	0.359240732796154	0.718481465592308	0.640759267203846
30	0.312664552427836	0.625329104855672	0.687335447572164
31	0.270973330854787	0.541946661709574	0.729026669145213
32	0.227422580167568	0.454845160335135	0.772577419832432
33	0.90355491626924	0.19289016746152	0.09644508373076
34	0.94348261881205	0.113034762375899	0.0565173811879493
35	0.925614393705486	0.148771212589028	0.0743856062945139
36	0.90559457493546	0.188810850129082	0.0944054250645408
37	0.895091371174956	0.209817257650089	0.104908628825045
38	0.916645286557642	0.166709426884717	0.0833547134423583
39	0.913585195768623	0.172829608462755	0.0864148042313775
40	0.958747291865244	0.0825054162695115	0.0412527081347558
41	0.947617417231267	0.104765165537466	0.0523825827687332
42	0.943544534028032	0.112910931943936	0.056455465971968
43	0.964785948015577	0.0704281039688454	0.0352140519844227
44	0.953760167330882	0.0924796653382354	0.0462398326691177
45	0.940604746833143	0.118790506333714	0.0593952531668571
46	0.928526433670357	0.142947132659286	0.071473566329643
47	0.918939762889635	0.16212047422073	0.081060237110365
48	0.899590065566925	0.200819868866150	0.100409934433075
49	0.918904402811708	0.162191194376583	0.0810955971882915
50	0.899801986091366	0.200396027817268	0.100198013908634
51	0.944438073681694	0.111123852636612	0.0555619263183061
52	0.929360721388514	0.141278557222972	0.070639278611486
53	0.911240281275085	0.177519437449829	0.0887597187249147
54	0.896025059469128	0.207949881061745	0.103974940530872
55	0.876057578197265	0.247884843605469	0.123942421802735
56	0.851982208567923	0.296035582864153	0.148017791432077
57	0.837472051166126	0.325055897667747	0.162527948833874
58	0.809724920207143	0.380550159585715	0.190275079792857
59	0.774788955308651	0.450422089382698	0.225211044691349
60	0.797541177298233	0.404917645403535	0.202458822701767
61	0.819799023526583	0.360401952946833	0.180200976473417
62	0.79295616155855	0.414087676882899	0.207043838441450
63	0.840224208490346	0.319551583019308	0.159775791509654
64	0.858579430601645	0.282841138796711	0.141420569398355
65	0.89122935408129	0.217541291837421	0.108770645918711
66	0.868158139161899	0.263683721676202	0.131841860838101
67	0.925958123283653	0.148083753432695	0.0740418767163473
68	0.915982351180543	0.168035297638914	0.0840176488194568
69	0.914361791800735	0.171276416398531	0.0856382081992654
70	0.911104446025693	0.177791107948615	0.0888955539743075
71	0.894466983533374	0.211066032933252	0.105533016466626
72	0.871312811902193	0.257374376195613	0.128687188097807
73	0.859022115337794	0.281955769324411	0.140977884662206
74	0.850579024403875	0.298841951192249	0.149420975596125
75	0.824285635212585	0.35142872957483	0.175714364787415
76	0.805269797147896	0.389460405704208	0.194730202852104
77	0.884723845033498	0.230552309933003	0.115276154966502
78	0.863192172594901	0.273615654810198	0.136807827405099
79	0.873242169321752	0.253515661356496	0.126757830678248
80	0.849462929624987	0.301074140750026	0.150537070375013
81	0.81961398624815	0.360772027503702	0.180386013751851
82	0.789418917031828	0.421162165936343	0.210581082968172
83	0.78113989491289	0.43772021017422	0.21886010508711
84	0.815291968496896	0.369416063006209	0.184708031503104
85	0.781075788807611	0.437848422384778	0.218924211192389
86	0.745032201117412	0.509935597765177	0.254967798882588
87	0.732793207817668	0.534413584364663	0.267206792182332
88	0.700924588241739	0.598150823516523	0.299075411758262
89	0.657524709897595	0.684950580204809	0.342475290102405
90	0.61683839564979	0.766323208700421	0.383161604350211
91	0.568548641520535	0.86290271695893	0.431451358479465
92	0.519305710555407	0.961388578889186	0.480694289444593
93	0.490190788147677	0.980381576295353	0.509809211852323
94	0.51073715149231	0.97852569701538	0.48926284850769
95	0.499983059086244	0.999966118172487	0.500016940913756
96	0.610598776792069	0.778802446415861	0.389401223207931
97	0.561466215366656	0.877067569266687	0.438533784633344
98	0.585287143656545	0.82942571268691	0.414712856343455
99	0.542797555747814	0.914404888504373	0.457202444252186
100	0.520547873616498	0.958904252767004	0.479452126383502
101	0.510181642161424	0.979636715677151	0.489818357838576
102	0.472565336451383	0.945130672902767	0.527434663548617
103	0.439617033571312	0.879234067142624	0.560382966428688
104	0.43134962078847	0.86269924157694	0.56865037921153
105	0.447382906757489	0.894765813514977	0.552617093242511
106	0.395254537956243	0.790509075912486	0.604745462043757
107	0.5194731570465	0.961053685907	0.4805268429535
108	0.547171229898434	0.905657540203131	0.452828770101566
109	0.533162289543140	0.933675420913719	0.466837710456859
110	0.483450995712807	0.966901991425615	0.516549004287193
111	0.43110622901917	0.86221245803834	0.56889377098083
112	0.380993519326153	0.761987038652305	0.619006480673847
113	0.34658775979444	0.69317551958888	0.65341224020556
114	0.331839043234735	0.66367808646947	0.668160956765265
115	0.321423569080533	0.642847138161066	0.678576430919467
116	0.269647223732303	0.539294447464606	0.730352776267697
117	0.253439157084959	0.506878314169917	0.746560842915041
118	0.265905982858297	0.531811965716594	0.734094017141703
119	0.218468479224313	0.436936958448626	0.781531520775687
120	0.194093656422748	0.388187312845496	0.805906343577252
121	0.163743904536326	0.327487809072652	0.836256095463674
122	0.141365397687321	0.282730795374642	0.85863460231268
123	0.128961719173221	0.257923438346443	0.871038280826779
124	0.180250098025394	0.360500196050788	0.819749901974606
125	0.142908650765724	0.285817301531448	0.857091349234276
126	0.112975668937071	0.225951337874142	0.887024331062929
127	0.0859688923087947	0.171937784617589	0.914031107691205
128	0.0667789885957007	0.133557977191401	0.9332210114043
129	0.0460130125818058	0.0920260251636115	0.953986987418194
130	0.0371307831473585	0.074261566294717	0.962869216852641
131	0.0274085518919564	0.0548171037839129	0.972591448108044
132	0.212367842227788	0.424735684455577	0.787632157772212
133	0.157020889264583	0.314041778529166	0.842979110735417
134	0.108701816843205	0.217403633686409	0.891298183156795
135	0.146095768943771	0.292191537887542	0.853904231056229
136	0.133478151438437	0.266956302876874	0.866521848561563
137	0.156107263766905	0.312214527533809	0.843892736233095
138	0.474053558702569	0.948107117405139	0.525946441297431
139	0.421386145776767	0.842772291553534	0.578613854223233
140	0.352668640130936	0.705337280261872	0.647331359869064

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	0.0458015267175573	OK