Multiple Linear Regression - Estimated Regression Equation

Learning[t] = + 13.1917916230188 + 0.00507035408271898Concern[t] -0.278495426258174Doubts[t] + 0.102339576505264Expectations[t] + 0.0218241062211261Standards[t] + 0.149071998317463Organization[t] -0.00581208015894894t + 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)	13.1917916230188	1.538649	8.5736	0	0
Concern	0.00507035408271898	0.037499	0.1352	0.892634	0.446317
Doubts	-0.278495426258174	0.068266	-4.0796	7.5e-05	3.7e-05
Expectations	0.102339576505264	0.054077	1.8925	0.060448	0.030224
Standards	0.0218241062211261	0.048563	0.4494	0.653824	0.326912
Organization	0.149071998317463	0.048734	3.0589	0.002653	0.001327
t	-0.00581208015894894	0.003953	-1.4702	0.143708	0.071854

Multiple Linear Regression - Regression Statistics
Multiple R	0.467941938785642
R-squared	0.218969658074466
Adjusted R-squared	0.186199154217451
F-TEST (value)	6.6819130712752
F-TEST (DF numerator)	6
F-TEST (DF denominator)	143
p-value	2.98374156970649e-06
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	2.05042365740092
Sum Squared Residuals	601.205916000599

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	13	16.6188461737307	-3.6188461737307
2	16	16.433539970758	-0.433539970757996
3	19	15.7522980358974	3.24770196410265
4	15	14.2716739496675	0.72832605033253
5	14	14.9916988963256	-0.991698896325595
6	13	15.5607953284484	-2.56079532844845
7	19	15.3777940064387	3.62220599356127
8	15	16.2923341433693	-1.29233414336929
9	14	16.1515845429881	-2.15158454298806
10	15	14.8760024774379	0.123997522562093
11	16	15.0510766677365	0.94892333226353
12	16	14.8979243869056	1.10207561309442
13	16	14.8643729584423	1.13562704155769
14	17	17.6469419078106	-0.646941907810596
15	15	12.5912132112229	2.40878678877711
16	15	16.2937550286648	-1.29375502866482
17	20	17.1885874362399	2.81141256376011
18	18	17.0934936735179	0.906506326482109
19	16	17.3157040045319	-1.31570400453186
20	16	14.6899350948281	1.31006490517191
21	19	14.8236827552756	4.17631724472436
22	16	14.7220249899223	1.27797501007769
23	17	16.1879171685154	0.812082831484633
24	17	15.2864230377611	1.71357696223893
25	16	14.966368989074	1.03363101092601
26	15	13.5166555006161	1.48334449938387
27	14	15.9576845305297	-1.95768453052971
28	15	16.3465243130601	-1.34652431306008
29	12	14.9445589498498	-2.94455894984981
30	14	15.1441621067236	-1.1441621067236
31	16	15.4095134098322	0.590486590167794
32	14	15.8547217034238	-1.85472170342379
33	7	14.3910419308745	-7.39104193087447
34	10	13.2614635688658	-3.26146356886583
35	14	14.6043998204022	-0.60439982040218
36	16	16.7754676568077	-0.775467656807679
37	16	14.4470204543235	1.55297954567652
38	16	13.8441411048174	2.15585889518264
39	14	15.5295400375299	-1.52954003752993
40	20	18.2045314290592	1.79546857094084
41	14	15.0279400332493	-1.02794003324931
42	14	15.2539771105999	-1.25397711059986
43	11	14.5476592328971	-3.54765923289707
44	15	15.9316846998921	-0.93168469989212
45	16	15.7491859916837	0.250814008316335
46	14	15.2603672428834	-1.26036724288341
47	16	14.4000360745228	1.59996392547725
48	14	15.2402515274475	-1.2402515274475
49	12	15.547054913684	-3.54705491368401
50	16	15.0198308960276	0.980169103972404
51	9	13.9636042445511	-4.96360424455107
52	14	14.485945603947	-0.485945603946969
53	16	15.7418988843152	0.258101115684824
54	16	15.1603787057035	0.839621294296542
55	15	15.2134259002349	-0.213425900234918
56	16	14.8489602252927	1.15103977470734
57	12	13.5419603216229	-1.54196032162286
58	16	16.5257657424622	-0.525765742462179
59	16	16.176343502517	-0.176343502517003
60	14	16.3951085305603	-2.39510853056028
61	16	12.6004479962679	3.39955200373214
62	17	15.9847966636491	1.01520333635086
63	18	14.7078404748236	3.29215952517635
64	18	15.4226482646647	2.57735173533533
65	12	14.5023541910462	-2.50235419104622
66	16	15.8665849409177	0.133415059082348
67	10	14.3924286389481	-4.3924286389481
68	14	12.7112276902394	1.28877230976062
69	18	15.4161695346175	2.58383046538255
70	18	16.2668456023684	1.73315439763157
71	16	15.5325781083834	0.46742189161659
72	16	15.4879126256698	0.512087374330196
73	16	14.7250400708633	1.27495992913671
74	13	14.6772848128695	-1.67728481286954
75	16	15.0606743409731	0.939325659026948
76	16	14.7732011509984	1.22679884900157
77	20	15.9431248688009	4.05687513119906
78	16	15.2376733072732	0.762326692726783
79	15	12.8109606543201	2.18903934567988
80	15	15.2901684502364	-0.290168450236375
81	16	15.7942574990226	0.205742500977424
82	14	14.0343154660725	-0.0343154660724661
83	15	13.2233972099907	1.77660279000925
84	12	14.9075084558678	-2.90750845586783
85	17	15.95269709246	1.04730290753996
86	16	15.1280480771863	0.871951922813655
87	15	13.0441233469337	1.95587665306625
88	13	14.3138981661038	-1.31389816610381
89	16	15.8659455128691	0.134054487130918
90	16	15.2069714224284	0.793028577571585
91	16	16.1308306340966	-0.130830634096586
92	16	15.7698914529362	0.23010854706376
93	14	15.5511003966015	-1.55110039660146
94	16	14.0704389152734	1.92956108472664
95	16	15.0448349275519	0.95516507244812
96	20	16.2680394385802	3.73196056141977
97	15	15.3971403052019	-0.397140305201947
98	16	13.9957666010059	2.00423339899415
99	13	14.2975629042617	-1.29756290426171
100	17	15.7656094215713	1.23439057842874
101	16	14.0703127913228	1.92968720867717
102	12	13.2268880271215	-1.22688802712149
103	16	14.9164048446782	1.08359515532182
104	16	15.1404128163076	0.859587183692447
105	17	15.3499887707194	1.65001122928063
106	13	13.0643675959213	-0.064367595921327
107	12	15.7061858506417	-3.70618585064166
108	18	15.6473858898329	2.35261411016713
109	14	13.5421025031089	0.457897496891092
110	14	14.3383780014259	-0.338378001425947
111	13	13.641649460122	-0.641649460122025
112	16	15.2750991868165	0.724900813183524
113	13	12.4956745715902	0.504325428409848
114	16	15.1191819234747	0.880818076525294
115	13	14.6838321886214	-1.68383218862135
116	16	15.6399320422475	0.360067957752462
117	15	14.5191263454622	0.48087365453776
118	16	15.0922962476339	0.907703752366064
119	15	14.7349526834103	0.26504731658967
120	17	15.4236879666569	1.5763120333431
121	15	15.6132150879246	-0.613215087924564
122	12	13.474489808847	-1.47448980884695
123	16	14.2153036955599	1.78469630444011
124	10	13.9470944444123	-3.9470944444123
125	16	14.176633965939	1.82336603406102
126	14	14.5004486764702	-0.500448676470243
127	15	16.0995257007937	-1.09952570079375
128	13	14.2370341590664	-1.23703415906641
129	15	15.1067256678637	-0.106725667863693
130	11	13.4595577191945	-2.45955771919452
131	12	13.97596184158	-1.97596184157998
132	8	14.245371870554	-6.24537187055398
133	16	15.940786561813	0.0592134381870081
134	15	14.5159604751947	0.484039524805347
135	17	15.0284964332569	1.97150356674313
136	16	15.0960197764248	0.903980223575158
137	10	14.6532788396021	-4.65327883960213
138	18	13.6310895836648	4.3689104163352
139	13	13.5200642166552	-0.520064216655248
140	15	13.9636875153357	1.0363124846643
141	16	14.2921676906359	1.70783230936408
142	16	14.6216209286447	1.3783790713553
143	14	13.0783340759605	0.921665924039515
144	10	12.7902445582836	-2.79024455828365
145	17	15.6039722829231	1.3960277170769
146	13	13.9902062596416	-0.990206259641559
147	15	15.4621010037919	-0.462101003791891
148	16	15.5512146995837	0.448785300416284
149	12	14.9214999964229	-2.92149999642287
150	13	13.2788983865779	-0.278898386577896

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
10	0.909866210603569	0.180267578792862	0.0901337893964308
11	0.833524475390171	0.332951049219657	0.166475524609829
12	0.736812850201841	0.526374299596318	0.263187149798159
13	0.673421575736842	0.653156848526316	0.326578424263158
14	0.65525573597948	0.689488528041039	0.344744264020519
15	0.601544102856176	0.796911794287649	0.398455897143824
16	0.509632673105515	0.980734653788971	0.490367326894485
17	0.5839202416549	0.8321595166902	0.4160797583451
18	0.503097938665911	0.993804122668178	0.496902061334089
19	0.428330325125642	0.856660650251285	0.571669674874358
20	0.357004086007692	0.714008172015383	0.642995913992308
21	0.454309695119821	0.908619390239643	0.545690304880179
22	0.423955991326476	0.847911982652951	0.576044008673524
23	0.354405242433203	0.708810484866406	0.645594757566797
24	0.29854982181586	0.59709964363172	0.70145017818414
25	0.246771594392438	0.493543188784876	0.753228405607562
26	0.242200814108075	0.484401628216149	0.757799185891925
27	0.206665769472337	0.413331538944674	0.793334230527663
28	0.294888974899528	0.589777949799055	0.705111025100472
29	0.370328881146278	0.740657762292555	0.629671118853722
30	0.314596942012666	0.629193884025332	0.685403057987334
31	0.282522322214606	0.565044644429212	0.717477677785394
32	0.239554620504843	0.479109241009685	0.760445379495157
33	0.889243268407149	0.221513463185703	0.110756731592851
34	0.91691534157029	0.166169316859422	0.0830846584297108
35	0.896622490066763	0.206755019866474	0.103377509933237
36	0.895892152327348	0.208215695345303	0.104107847672652
37	0.891463219497908	0.217073561004185	0.108536780502092
38	0.890319313701304	0.219361372597392	0.109680686298696
39	0.867997221219926	0.264005557560149	0.132002778780074
40	0.904899171435692	0.190201657128616	0.095100828564308
41	0.882160404962097	0.235679190075806	0.117839595037903
42	0.861673616823244	0.276652766353512	0.138326383176756
43	0.906244883379505	0.187510233240991	0.0937551166204954
44	0.884300213959072	0.231399572081856	0.115699786040928
45	0.863840809003296	0.272318381993409	0.136159190996704
46	0.839234248615915	0.321531502768171	0.160765751384085
47	0.825862226527356	0.348275546945287	0.174137773472644
48	0.798361629013855	0.40327674197229	0.201638370986145
49	0.83919869252127	0.32160261495746	0.16080130747873
50	0.822818954015804	0.354362091968392	0.177181045984196
51	0.92039986205842	0.159200275883159	0.0796001379415793
52	0.909673296710763	0.180653406578474	0.0903267032892368
53	0.902946427672464	0.194107144655072	0.0970535723275361
54	0.896764842612183	0.206470314775634	0.103235157387817
55	0.880469800437468	0.239060399125064	0.119530199562532
56	0.878994906016144	0.242010187967712	0.121005093983856
57	0.868178003535675	0.26364399292865	0.131821996464325
58	0.845519340700573	0.308961318598854	0.154480659299427
59	0.820175873300697	0.359648253398605	0.179824126699303
60	0.836405491566855	0.32718901686629	0.163594508433145
61	0.877915498704494	0.244169002591011	0.122084501295506
62	0.863695387169896	0.272609225660207	0.136304612830104
63	0.896855201153344	0.206289597693311	0.103144798846656
64	0.909881210121303	0.180237579757395	0.0901187898786975
65	0.928039152438182	0.143921695123635	0.0719608475618177
66	0.912921372022981	0.174157255954037	0.0870786279770186
67	0.968633147984988	0.0627337040300236	0.0313668520150118
68	0.961260901638187	0.0774781967236264	0.0387390983618132
69	0.968550294380607	0.062899411238785	0.0314497056193925
70	0.966936408738449	0.0661271825231027	0.0330635912615513
71	0.957700611587494	0.0845987768250116	0.0422993884125058
72	0.94680327179107	0.106393456417858	0.0531967282089289
73	0.934752249293285	0.130495501413429	0.0652477507067145
74	0.940537412032094	0.118925175935812	0.0594625879679058
75	0.928948073938857	0.142103852122286	0.0710519260611432
76	0.914218404689837	0.171563190620325	0.0857815953101626
77	0.94605977983531	0.107880440329379	0.0539402201646893
78	0.93145697752695	0.137086044946102	0.0685430224730511
79	0.924484163043414	0.151031673913172	0.0755158369565861
80	0.90927380188742	0.181452396225159	0.0907261981125796
81	0.888029411568446	0.223941176863108	0.111970588431554
82	0.86526203435746	0.269475931285081	0.134737965642541
83	0.852768092578754	0.294463814842491	0.147231907421246
84	0.900639178956048	0.198721642087904	0.0993608210439518
85	0.884914732033992	0.230170535932016	0.115085267966008
86	0.859685898769045	0.280628202461911	0.140314101230955
87	0.842992720105906	0.314014559788188	0.157007279894094
88	0.836244753142422	0.327510493715156	0.163755246857578
89	0.807681624856724	0.384636750286552	0.192318375143276
90	0.772128418425759	0.455743163148483	0.227871581574241
91	0.74282640937607	0.514347181247859	0.257173590623929
92	0.704677455366553	0.590645089266894	0.295322544633447
93	0.735328230459725	0.52934353908055	0.264671769540275
94	0.725222786688035	0.54955442662393	0.274777213311965
95	0.685487099936091	0.629025800127818	0.314512900063909
96	0.731782756984787	0.536434486030425	0.268217243015213
97	0.696888027299852	0.606223945400296	0.303111972700148
98	0.689294668468745	0.621410663062511	0.310705331531256
99	0.67977453030079	0.640450939398421	0.32022546969921
100	0.637390627446188	0.725218745107624	0.362609372553812
101	0.619762799479761	0.760474401040479	0.380237200520239
102	0.591646594407718	0.816706811184563	0.408353405592282
103	0.544107084854174	0.911785830291652	0.455892915145826
104	0.507732958591658	0.984534082816684	0.492267041408342
105	0.492232808545272	0.984465617090543	0.507767191454728
106	0.439845840367415	0.87969168073483	0.560154159632585
107	0.618341846429254	0.763316307141492	0.381658153570746
108	0.606979471275439	0.786041057449123	0.393020528724561
109	0.592603038537055	0.81479392292589	0.407396961462945
110	0.540420550511882	0.919158898976235	0.459579449488118
111	0.48853312462531	0.97706624925062	0.51146687537469
112	0.432819971817275	0.86563994363455	0.567180028182725
113	0.397730274100847	0.795460548201694	0.602269725899153
114	0.358568761807934	0.717137523615867	0.641431238192066
115	0.346278443894417	0.692556887788834	0.653721556105583
116	0.292992329213789	0.585984658427578	0.707007670786211
117	0.263311693030945	0.52662338606189	0.736688306969055
118	0.265780809992912	0.531561619985823	0.734219190007088
119	0.217190759038245	0.43438151807649	0.782809240961755
120	0.191406310539477	0.382812621078954	0.808593689460523
121	0.155042888219786	0.310085776439571	0.844957111780214
122	0.139319930830981	0.278639861661962	0.860680069169019
123	0.13217585516348	0.264351710326959	0.86782414483652
124	0.176850342133763	0.353700684267527	0.823149657866237
125	0.14370897018203	0.287417940364061	0.85629102981797
126	0.116324191862826	0.232648383725653	0.883675808137174
127	0.087913151248406	0.175826302496812	0.912086848751594
128	0.0727171559416297	0.145434311883259	0.92728284405837
129	0.0508111566621314	0.101622313324263	0.949188843337869
130	0.0511974463032324	0.102394892606465	0.948802553696768
131	0.0425516557745547	0.0851033115491094	0.957448344225445
132	0.433632905851438	0.867265811702875	0.566367094148562
133	0.347660055481819	0.695320110963637	0.652339944518181
134	0.285227266883766	0.570454533767532	0.714772733116234
135	0.230400763894476	0.460801527788952	0.769599236105524
136	0.175638978979725	0.35127795795945	0.824361021020275
137	0.733713036835001	0.532573926329997	0.266286963164999
138	0.657980042471367	0.684039915057266	0.342019957528633
139	0.540068004219057	0.919863991561886	0.459931995780943
140	0.384927668935354	0.769855337870708	0.615072331064646

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