Multiple Linear Regression - Estimated Regression Equation

Learning[t] = + 12.3256161875859 + 0.00618479983854838Concern[t] -0.278785234171933Doubts[t] + 0.103632621238310Expectations[t] + 0.0086704709418611Criticism[t] + 0.0271802218699456Standards[t] + 0.157965607370892Organization[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)	12.3256161875859	1.462481	8.4279	0	0
Concern	0.00618479983854838	0.037772	0.1637	0.870167	0.435083
Doubts	-0.278785234171933	0.069179	-4.0299	9e-05	4.5e-05
Expectations	0.103632621238310	0.06296	1.646	0.101959	0.05098
Criticism	0.0086704709418611	0.079066	0.1097	0.912831	0.456416
Standards	0.0271802218699456	0.049093	0.5536	0.580686	0.290343
Organization	0.157965607370892	0.049734	3.1762	0.001828	0.000914

Multiple Linear Regression - Regression Statistics
Multiple R	0.455226373457424
R-squared	0.207231051091198
Adjusted R-squared	0.173968018269849
F-TEST (value)	6.23007084784512
F-TEST (DF numerator)	6
F-TEST (DF denominator)	143
p-value	7.8201096992414e-06
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	2.06577475960640
Sum Squared Residuals	610.241826112041

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	13	16.2125117510879	-3.21251175108787
2	16	16.0174373446854	-0.0174373446853516
3	19	15.3437046665463	3.65629533345371
4	15	13.8424946472814	1.15750535271862
5	14	14.4968939387603	-0.49689393876028
6	13	15.1275978258265	-2.12759782582654
7	19	14.9601303114003	4.03986968859972
8	15	15.9585418323419	-0.958541832341931
9	14	15.7942201285788	-1.79422012857883
10	15	14.5423133055141	0.457686694485855
11	16	14.7235999822014	1.27640001779863
12	16	14.5356922808908	1.46430771910921
13	16	14.5744937067496	1.42550629325035
14	17	17.3537115487665	-0.353711548766472
15	15	12.2227413673804	2.77725863261955
16	15	15.9743051491855	-0.974305149185507
17	20	16.9866962296499	3.01330377035011
18	18	16.9038198417627	1.09618015823732
19	16	17.1002083961413	-1.10020839614133
20	16	14.3568865185428	1.64311348145717
21	19	14.5211052401406	4.47889475985942
22	16	14.5216474996781	1.47835250032195
23	17	15.9997279859503	1.00027201404970
24	17	14.9861488178315	2.01385118216853
25	16	14.6614616755976	1.33853832440245
26	15	13.1411156442818	1.85888435571818
27	14	15.6792869836532	-1.67928698365319
28	15	16.1262249977494	-1.12622499774941
29	12	14.7061596807064	-2.70615968070645
30	14	14.8538516567355	-0.853851656735453
31	16	15.1314407935081	0.86855920649187
32	14	15.6027899356973	-1.60278993569727
33	7	14.163329650608	-7.16332965060799
34	10	12.9950219065064	-2.99502190650639
35	14	14.3468429395941	-0.346842939594062
36	16	16.5427233442368	-0.542723344236757
37	16	14.2486198075946	1.75138019240539
38	16	13.5483598697830	2.45164013021702
39	14	15.3427927798583	-1.34279277985826
40	20	18.0307670481764	1.96923295182363
41	14	14.8605335286981	-0.860533528698117
42	14	15.1419856586492	-1.14198565864925
43	11	14.3642988832652	-3.3642988832652
44	15	15.7582627783592	-0.758262778359236
45	16	15.5521114297124	0.447888570287641
46	14	15.1070445607046	-1.10704456070464
47	16	14.2559386960122	1.74406130398781
48	14	15.0486923843204	-1.04869238432036
49	12	15.4017918658811	-3.40179186588112
50	16	14.9433790367448	1.05662096325517
51	9	13.6735393075749	-4.67353930757492
52	14	14.2848213877727	-0.284821387772669
53	16	15.5916412607011	0.408358739298907
54	16	14.9806224045578	1.01937759544224
55	15	15.0448667768714	-0.0448667768714398
56	16	14.7144347348262	1.28556526517378
57	12	13.4044584111642	-1.40445841116418
58	16	16.4306176266659	-0.430617626665932
59	16	16.1199728896308	-0.119972889630781
60	14	16.3731463457375	-2.37314634573747
61	16	12.4555583401581	3.54444165984192
62	17	15.9959388519617	1.00406114803827
63	18	14.5810078196535	3.41899218034646
64	18	15.4095422711377	2.59045772886225
65	12	14.4918698578981	-2.49186985789814
66	16	15.8447818797813	0.155218120218692
67	10	14.3109847797333	-4.31098477973325
68	14	12.5549855404930	1.44501445950697
69	18	15.3546694865409	2.64533051345908
70	18	16.2294492664044	1.77055073359564
71	16	15.5103914460054	0.489608553994597
72	16	15.4647462910473	0.535253708952651
73	16	14.7382625863182	1.26173741368180
74	13	14.6840829976808	-1.68408299768081
75	16	15.0649213546218	0.935078645378235
76	16	14.7750325979285	1.22496740207154
77	20	15.9965798782939	4.0034201217061
78	16	15.2636311279439	0.736368872056057
79	15	12.6533132422704	2.34668675772957
80	15	15.3514283261438	-0.351428326143807
81	16	15.8558716296856	0.144128370314401
82	14	14.1055970151842	-0.105597015184237
83	15	13.2179707233303	1.78202927666970
84	12	14.8618911097905	-2.86189110979051
85	17	16.0544395351271	0.945560464872856
86	16	15.2206429406429	0.77935705935714
87	15	13.0015774150171	1.99842258498291
88	13	14.3841044646471	-1.38410446464714
89	16	15.9358794880953	0.0641205119047345
90	16	15.2919624251822	0.708037574817808
91	16	16.2431343485888	-0.243134348588786
92	16	15.8855251684020	0.114474831598036
93	14	15.5962077967892	-1.59620779678920
94	16	14.2092124454423	1.79078755455770
95	16	15.2034992041161	0.79650079588393
96	20	16.4345370838630	3.56546291613696
97	15	15.5524538535673	-0.55245385356726
98	16	14.1423500400052	1.85764995999478
99	13	14.3388817605544	-1.3388817605544
100	17	15.9410565088161	1.05894349118395
101	16	14.2723793973866	1.72762060261342
102	12	13.3820911668385	-1.38209116683846
103	16	15.0376186150971	0.962381384902888
104	16	15.3838293804663	0.616170619533714
105	17	15.5289187613571	1.47108123864287
106	13	13.1697057822538	-0.16970578225384
107	12	15.8938827607261	-3.89388276072607
108	18	15.8372527602765	2.1627472397235
109	14	13.7614338628154	0.238566137184593
110	14	14.5518760110905	-0.551876011090541
111	13	13.7840851839024	-0.78408518390235
112	16	15.4718779022302	0.528122097769778
113	13	12.5921019758257	0.407898024174267
114	16	15.3796806277726	0.620319372227447
115	13	14.8709940137106	-1.87099401371062
116	16	15.8840608409725	0.115939159027488
117	15	14.7888071465404	0.211192853459580
118	16	15.4084961001822	0.591503899817782
119	15	14.9325562176423	0.0674437823577326
120	17	15.6482538659794	1.35174613402057
121	15	15.8977377480297	-0.897737748029724
122	12	13.6393640506104	-1.63936405061043
123	16	14.4292540962851	1.57074590371489
124	10	14.2187822446243	-4.2187822446243
125	16	14.3125682379591	1.68743176204089
126	14	14.7389013208296	-0.738901320829561
127	15	16.4755884143781	-1.47558841437810
128	13	14.5183295954537	-1.51832959545375
129	15	15.4177865658512	-0.417786565851156
130	11	13.7857724701193	-2.78577247011932
131	12	14.2703691701158	-2.27036917011577
132	8	14.5989059202342	-6.59890592023418
133	16	16.3110948713655	-0.311094871365533
134	15	14.9161438996603	0.0838561003397311
135	17	15.3471949437459	1.65280505625411
136	16	15.4424536590105	0.55754634098952
137	10	15.0704011970605	-5.07040119706048
138	18	13.8675057034538	4.13249429654624
139	13	13.9430146783361	-0.943014678336107
140	15	14.3333497221560	0.66665027784403
141	16	14.6614616755976	1.33853832440245
142	16	15.0281045679855	0.97189543201446
143	14	13.4712432005434	0.528756799456632
144	10	13.1612303086049	-3.16123030860495
145	17	16.0544395351271	0.945560464872856
146	13	14.3803771702264	-1.38037717022638
147	15	15.8977377480297	-0.897737748029724
148	16	15.9468267786048	0.0531732213951709
149	12	15.284119549729	-3.28411954972900
150	13	13.5624866853128	-0.562486685312814

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
10	0.929162373438926	0.141675253122148	0.0708376265610739
11	0.875870946955373	0.248258106089254	0.124129053044627
12	0.7996737902567	0.400652419486599	0.200326209743300
13	0.708217239792919	0.583565520414162	0.291782760207081
14	0.629047374120305	0.74190525175939	0.370952625879695
15	0.548864341338667	0.902271317322666	0.451135658661333
16	0.464611610485308	0.929223220970616	0.535388389514692
17	0.449457278230867	0.898914556461734	0.550542721769133
18	0.454543000516936	0.909086001033872	0.545456999483064
19	0.369873988664769	0.739747977329538	0.63012601133523
20	0.316560039137521	0.633120078275041	0.683439960862479
21	0.460315115703017	0.920630231406034	0.539684884296983
22	0.443775719823656	0.887551439647311	0.556224280176344
23	0.385096523482664	0.770193046965327	0.614903476517336
24	0.32686103611583	0.65372207223166	0.67313896388417
25	0.269433446887484	0.538866893774967	0.730566553112516
26	0.229734477608571	0.459468955217142	0.770265522391429
27	0.184083380379199	0.368166760758399	0.8159166196208
28	0.265619833359865	0.53123966671973	0.734380166640135
29	0.364042808127576	0.728085616255151	0.635957191872424
30	0.314639268966104	0.629278537932207	0.685360731033896
31	0.272602529830838	0.545205059661676	0.727397470169162
32	0.232648668348641	0.465297336697282	0.767351331651359
33	0.922042137744413	0.155915724511174	0.0779578622555869
34	0.951904667869728	0.096190664260543	0.0480953321302715
35	0.935643945586828	0.128712108826344	0.0643560544131718
36	0.921317933203207	0.157364133593586	0.078682066796793
37	0.909587680384306	0.180824639231387	0.0904123196156936
38	0.903693994938545	0.192612010122909	0.0963060050614546
39	0.885550454617984	0.228899090764033	0.114449545382016
40	0.903639792137163	0.192720415725673	0.0963602078628366
41	0.882266554727474	0.235466890545053	0.117733445272526
42	0.863983570508731	0.272032858982537	0.136016429491269
43	0.920262077983152	0.159475844033697	0.0797379220168483
44	0.905332014136677	0.189335971726646	0.0946679858633232
45	0.881839474717711	0.236321050564578	0.118160525282289
46	0.858321134333488	0.283357731333023	0.141678865666512
47	0.839956308015503	0.320087383968994	0.160043691984497
48	0.813600732135474	0.372798535729052	0.186399267864526
49	0.859695206715183	0.280609586569634	0.140304793284817
50	0.837036356118637	0.325927287762726	0.162963643881363
51	0.925516539703982	0.148966920592035	0.0744834602960177
52	0.90706086188471	0.185878276230579	0.0929391381152894
53	0.88873846953627	0.222523060927462	0.111261530463731
54	0.873342869630429	0.253314260739143	0.126657130369571
55	0.846049711150487	0.307900577699025	0.153950288849513
56	0.836177509932676	0.327644980134648	0.163822490067324
57	0.818158112056372	0.363683775887257	0.181841887943628
58	0.784575454520599	0.430849090958803	0.215424545479402
59	0.746504785040901	0.506990429918198	0.253495214959099
60	0.747689730142498	0.504620539715004	0.252310269857502
61	0.808046936221255	0.38390612755749	0.191953063778745
62	0.785016094851123	0.429967810297755	0.214983905148877
63	0.838099976729959	0.323800046540083	0.161900023270041
64	0.861276231987536	0.277447536024928	0.138723768012464
65	0.874240469927597	0.251519060144806	0.125759530072403
66	0.848267861542842	0.303464276914315	0.151732138457158
67	0.92192778985214	0.156144420295718	0.078072210147859
68	0.910606855801358	0.178786288397284	0.0893931441986421
69	0.92904362527955	0.141912749440902	0.0709563747204508
70	0.927587191922801	0.144825616154397	0.0724128080771987
71	0.910140526533317	0.179718946933367	0.0898594734666833
72	0.890053387826172	0.219893224347656	0.109946612173828
73	0.877193303737536	0.245613392524928	0.122806696262464
74	0.868054195463885	0.263891609072230	0.131945804536115
75	0.847315636723818	0.305368726552363	0.152684363276182
76	0.82822318285658	0.343553634286841	0.171776817143420
77	0.905192887252466	0.189614225495067	0.0948071127475335
78	0.886357642425335	0.227284715149330	0.113642357574665
79	0.8917025296548	0.216594940690400	0.108297470345200
80	0.867585415187782	0.264829169624435	0.132414584812218
81	0.840002736394346	0.319994527211308	0.159997263605654
82	0.813029993269397	0.373940013461206	0.186970006730603
83	0.81425290053609	0.371494198927819	0.185747099463909
84	0.843184105538536	0.313631788922927	0.156815894461464
85	0.818549507039875	0.362900985920249	0.181450492960125
86	0.79090305072174	0.418193898556519	0.209096949278260
87	0.798941938223149	0.402116123553703	0.201058061776851
88	0.782523102918616	0.434953794162767	0.217476897081384
89	0.749892094612542	0.500215810774915	0.250107905387457
90	0.713760960340097	0.572478079319806	0.286239039659903
91	0.671722914803435	0.65655417039313	0.328277085196565
92	0.626715103595145	0.746569792809709	0.373284896404854
93	0.618457537577178	0.763084924845643	0.381542462422822
94	0.621006722995939	0.757986554008122	0.378993277004061
95	0.578027973963577	0.843944052072846	0.421972026036423
96	0.66516199519547	0.669676009609061	0.334838004804530
97	0.61902895107147	0.761942097857059	0.380971048928530
98	0.648268161742614	0.703463676514772	0.351731838257386
99	0.61868524487181	0.76262951025638	0.38131475512819
100	0.598207740127297	0.803584519745405	0.401792259872703
101	0.611116753004157	0.777766493991686	0.388883246995843
102	0.577771961648272	0.844456076703456	0.422228038351728
103	0.532397374481144	0.935205251037712	0.467602625518856
104	0.511121393731048	0.977757212537904	0.488878606268952
105	0.503979906422163	0.992040187155675	0.496020093577837
106	0.450171137067422	0.900342274134844	0.549828862932578
107	0.586603688736935	0.82679262252613	0.413396311263065
108	0.590006146434476	0.819987707131048	0.409993853565524
109	0.586449884188445	0.82710023162311	0.413550115811555
110	0.53551944028606	0.92896111942788	0.46448055971394
111	0.48143837919943	0.96287675839886	0.51856162080057
112	0.429516570395245	0.85903314079049	0.570483429604755
113	0.397817595745914	0.795635191491827	0.602182404254086
114	0.360257186196027	0.720514372392054	0.639742813803973
115	0.343794789294001	0.687589578588002	0.656205210705999
116	0.290258690871178	0.580517381742355	0.709741309128822
117	0.264786817476584	0.529573634953167	0.735213182523416
118	0.267519330892590	0.535038661785179	0.73248066910741
119	0.219009383405196	0.438018766810391	0.780990616594804
120	0.187924344969432	0.375848689938865	0.812075655030568
121	0.154407350022854	0.308814700045707	0.845592649977146
122	0.140537139090532	0.281074278181063	0.859462860909468
123	0.131106195217387	0.262212390434775	0.868893804782613
124	0.177433809314216	0.354867618628432	0.822566190685784
125	0.142862714159503	0.285725428319006	0.857137285840497
126	0.110463697640415	0.220927395280831	0.889536302359585
127	0.0832675364824746	0.166535072964949	0.916732463517525
128	0.0629901080190008	0.125980216038002	0.937009891981
129	0.0443120783738492	0.0886241567476983	0.95568792162615
130	0.0363163959710087	0.0726327919420174	0.963683604028991
131	0.0269094347650174	0.0538188695300347	0.973090565234983
132	0.196173542274698	0.392347084549396	0.803826457725302
133	0.142839352985323	0.285678705970646	0.857160647014677
134	0.103272015931721	0.206544031863442	0.89672798406828
135	0.315283795191318	0.630567590382636	0.684716204808682
136	0.242588552149695	0.485177104299391	0.757411447850305
137	0.584481925157999	0.831036149684003	0.415518074842001
138	0.575405358570799	0.849189282858401	0.424594641429201
139	0.43855980269196	0.87711960538392	0.56144019730804
140	0.313208895217926	0.626417790435851	0.686791104782075

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	4	0.0305343511450382	OK