Multiple Linear Regression - Estimated Regression Equation

Learning[t] = + 13.2522145863475 + 0.0923250546673155Concern[t] -0.0427279901581466Doubts[t] -0.0293172689010877Expectations[t] -0.0197865743236952Critisism[t] -0.106730229334144Standards[t] + 0.139579173878108Organization[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)	13.2522145863475	1.504009	8.8113	0	0
Concern	0.0923250546673155	0.039774	2.3212	0.021603	0.010801
Doubts	-0.0427279901581466	0.071763	-0.5954	0.552456	0.276228
Expectations	-0.0293172689010877	0.066075	-0.4437	0.657893	0.328946
Critisism	-0.0197865743236952	0.083118	-0.2381	0.812161	0.40608
Standards	-0.106730229334144	0.052239	-2.0431	0.042768	0.021384
Organization	0.139579173878108	0.050894	2.7425	0.006829	0.003415

Multiple Linear Regression - Regression Statistics
Multiple R	0.28527509482277
R-squared	0.0813818797261403
Adjusted R-squared	0.0451206381363827
F-TEST (value)	2.24432137892177
F-TEST (DF numerator)	6
F-TEST (DF denominator)	152
p-value	0.0419327428945955
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	2.20293550134255
Sum Squared Residuals	737.644573107455

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	16	15.377428203164	0.622571796835987
2	19	15.2688848502365	3.73111514976348
3	15	14.1962588757634	0.80374112423664
4	14	15.1323110467088	-1.13231104670877
5	13	14.3462945117006	-1.34629451170062
6	19	15.5115533094782	3.48844669052183
7	15	15.0910231365047	-0.0910231365047432
8	14	14.1956326705673	-0.195632670567322
9	15	14.9964324073879	0.00356759261211682
10	16	15.0802466389080	0.919753361092036
11	16	15.4943721308662	0.505627869133822
12	16	15.3268390712721	0.673160928727901
13	16	15.9832996065879	0.0167003934120774
14	17	14.3358683436863	2.66413165631366
15	15	14.3022465127492	0.697753487250799
16	15	14.6967986274768	0.303201372523214
17	20	14.8080726661258	5.1919273338742
18	18	13.9952108084499	4.00478919155015
19	16	15.1218272945677	0.878172705432253
20	16	15.1368417328180	0.86315826718202
21	16	15.0798694599226	0.920130540077404
22	19	15.5125041062708	3.48749589372917
23	16	15.0421098862061	0.957890113793886
24	17	16.3538110064017	0.646188993598278
25	17	15.8292124626895	1.17078753731046
26	16	14.6648582357191	1.33514176428087
27	15	14.8373297285330	0.162670271466959
28	16	15.5693109740363	0.430689025963693
29	14	14.9004539014515	-0.900453901451533
30	15	14.7996006164576	0.200399383542408
31	12	16.0377014398412	-4.03770143984122
32	14	14.6073112914882	-0.607311291488232
33	16	13.9732628832358	2.02673711676415
34	14	14.8023157929464	-0.802315792946436
35	7	14.0236227821235	-7.02362278212351
36	10	15.6742754972600	-5.67427549725997
37	14	15.5286540365397	-1.52865403653973
38	16	14.5743802826987	1.42561971730130
39	16	15.0110261256623	0.988973874337695
40	16	14.6724361725601	1.32756382743994
41	14	16.0182619796846	-2.01826197968461
42	20	14.8523582099196	5.14764179008043
43	14	14.7673567859217	-0.767356785921694
44	14	14.4112446960756	-0.411244696075594
45	11	14.6553055310207	-3.65530553102069
46	14	14.9984467322278	-0.99844673222781
47	15	15.3209723546876	-0.320972354687619
48	16	15.2527074964849	0.74729250351507
49	14	15.5343267145585	-1.53432671455850
50	16	14.4035063079841	1.59649369201594
51	14	15.6383904217565	-1.63839042175646
52	12	15.1279791945909	-3.12797919459086
53	16	15.9349482386139	0.0650517613860827
54	9	14.3886856780754	-5.38868567807539
55	14	13.9858228532050	0.0141771467949624
56	16	16.0733728526849	-0.0733728526849043
57	16	15.3396377980656	0.660362201934421
58	15	14.4599717051683	0.540028294831744
59	16	15.3368039548818	0.663196045118234
60	12	14.1034719803858	-2.10347198038577
61	16	14.8352560514755	1.16474394852448
62	16	15.0522915601785	0.947708439821472
63	14	15.2913983228153	-1.29139832281525
64	16	14.7343590472365	1.26564095276351
65	17	14.5092090437565	2.49079095624346
66	18	15.9755830952166	2.02441690478340
67	18	16.2935199349910	1.70648006500895
68	12	14.1318680827179	-2.1318680827179
69	16	14.5773890609484	1.42261093905161
70	10	14.9691488490518	-4.96914884905182
71	14	15.9413161873238	-1.94131618732378
72	18	15.1884634564070	2.81153654359298
73	18	15.7669184413230	2.23308155867696
74	16	15.2988838860584	0.70111611394156
75	17	15.5308592304150	1.46914076958496
76	16	15.2348691854691	0.765130814530894
77	16	14.6025490240880	1.39745097591204
78	13	15.0916190466583	-2.09161904665835
79	16	15.6351902273082	0.364809772691838
80	16	15.2699503756012	0.73004962439877
81	20	15.2988907038860	4.70110929611403
82	16	15.9915596990592	0.00844030094082513
83	15	15.1817552301293	-0.181755230129346
84	15	14.7715941524953	0.228405847504681
85	16	16.1847912960147	-0.184791296014749
86	14	15.32874610633	-1.32874610633000
87	16	14.9172522136361	1.08274778636389
88	16	15.2097512972237	0.790248702776306
89	15	14.7675175254820	0.232482474518029
90	12	15.2055462291260	-3.20554622912597
91	17	16.0212260606730	0.978773939326954
92	16	14.9305934008049	1.06940659919505
93	15	15.2925263780727	-0.292526378072747
94	13	14.7411258401995	-1.74112584019952
95	16	15.6287858911462	0.371214108853806
96	16	15.0476010227839	0.952398977216122
97	16	16.0902670359112	-0.090267035911169
98	16	15.2988554029631	0.701144597036892
99	14	15.1415439899500	-1.14154398994997
100	16	15.0475289728128	0.952471027187227
101	16	14.7871535421160	1.21284645788398
102	20	14.7707560965866	5.22924390341344
103	15	14.0579321112798	0.94206788872024
104	16	14.7640238816421	1.23597611835787
105	13	16.1703347361151	-3.17033473611508
106	17	14.8199999707771	2.18000002922290
107	16	14.8692399317325	1.13076006826751
108	16	14.5702869988116	1.42971300118842
109	12	14.8878353458285	-2.88783534582852
110	16	15.0832311921507	0.916768807849265
111	16	14.7780842216846	1.22191577831542
112	17	16.2177330465255	0.782266953474543
113	13	14.5977670489683	-1.59776704896826
114	12	13.1531697933760	-1.15316979337598
115	18	13.4897260171415	4.51027398285853
116	14	15.0160995294844	-1.01609952948437
117	14	13.3791892191095	0.620810780890483
118	13	14.4865574749015	-1.48655747490150
119	16	15.3461460161102	0.65385398388977
120	13	14.7420596185223	-1.74205961852228
121	16	15.4710219629883	0.528978037011681
122	13	14.0032970962407	-1.00329709624071
123	16	14.040828414969	1.95917158503099
124	15	15.3555181860132	-0.355518186013225
125	16	15.240391639993	0.759608360007
126	15	14.9410078052256	0.0589921947743524
127	17	14.9247826265099	2.07521737349013
128	15	15.2154582522641	-0.215458252264068
129	12	15.2859884400631	-3.28598844006306
130	16	15.9344603599183	0.0655396400816665
131	10	14.1654807098006	-4.16548070980057
132	16	15.0582427102926	0.941757289707381
133	12	15.1900290208836	-3.19002902088364
134	14	15.3337666935367	-1.33376669353674
135	15	15.7562983412273	-0.756298341227266
136	13	14.6087468770138	-1.60874687701377
137	15	14.6517841457615	0.348215854238486
138	11	13.4153204682324	-2.41532046823244
139	12	15.058595555758	-3.05859555575799
140	8	13.8644917867719	-5.86449178677194
141	16	14.4811529347381	1.51884706526189
142	15	14.8471707423442	0.152829257655816
143	17	12.9249350188131	4.07506498118689
144	16	15.3545324851204	0.645467514879553
145	10	14.5354775240592	-4.53547752405919
146	18	15.2729679063679	2.72703209363208
147	13	15.0370151997097	-2.03701519970971
148	16	14.8034164516378	1.19658354836216
149	13	14.5622041209489	-1.56220412094892
150	10	14.9902132507904	-4.99021325079041
151	15	14.5948064843922	0.405193515607761
152	16	15.3146740465502	0.685325953449797
153	16	16.4890094965522	-0.489009496552171
154	14	14.0167283962363	-0.0167283962363217
155	10	14.0151949172672	-4.01519491726715
156	17	14.8406329567038	2.15936704329619
157	13	15.5467163713719	-2.54671637137193
158	15	14.8129539201865	0.187046079813482
159	16	15.5341997190859	0.465800280914103

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
10	0.488556417715588	0.977112835431177	0.511443582284411
11	0.329962424612357	0.659924849224715	0.670037575387643
12	0.244954713264310	0.489909426528621	0.75504528673569
13	0.165446229031046	0.330892458062092	0.834553770968954
14	0.360704514634253	0.721409029268507	0.639295485365747
15	0.259413250458449	0.518826500916899	0.74058674954155
16	0.179103287177424	0.358206574354847	0.820896712822576
17	0.353465551156741	0.706931102313482	0.646534448843259
18	0.398076127500165	0.79615225500033	0.601923872499835
19	0.324586950054611	0.649173900109222	0.675413049945389
20	0.255910847337315	0.51182169467463	0.744089152662685
21	0.195843907068208	0.391687814136417	0.804156092931792
22	0.253299640490657	0.506599280981315	0.746700359509343
23	0.195371181602738	0.390742363205477	0.804628818397262
24	0.167258003581173	0.334516007162347	0.832741996418827
25	0.129545607431574	0.259091214863147	0.870454392568426
26	0.0989222742446379	0.197844548489276	0.901077725755362
27	0.0745832589969523	0.149166517993905	0.925416741003048
28	0.0537858834468016	0.107571766893603	0.946214116553198
29	0.049183422282424	0.098366844564848	0.950816577717576
30	0.0353403704879967	0.0706807409759934	0.964659629512003
31	0.132168766605320	0.264337533210641	0.86783123339468
32	0.106527560937318	0.213055121874635	0.893472439062682
33	0.083233913555106	0.166467827110212	0.916766086444894
34	0.0681092200381022	0.136218440076204	0.931890779961898
35	0.593698083212179	0.812603833575643	0.406301916787821
36	0.825667292678199	0.348665414643603	0.174332707321801
37	0.800845691395442	0.398308617209117	0.199154308604558
38	0.765703551293074	0.468592897413851	0.234296448706926
39	0.73575214838048	0.528495703239039	0.264247851619519
40	0.718421885548184	0.563156228903632	0.281578114451816
41	0.687203723215676	0.625592553568648	0.312796276784324
42	0.844639582866687	0.310720834266625	0.155360417133313
43	0.850618382483236	0.298763235033527	0.149381617516764
44	0.81929638592471	0.36140722815058	0.18070361407529
45	0.87673279203472	0.246534415930559	0.123267207965279
46	0.854717195345696	0.290565609308608	0.145282804654304
47	0.824891852301315	0.35021629539737	0.175108147698685
48	0.802258517598653	0.395482964802695	0.197741482401347
49	0.787331425987653	0.425337148024693	0.212668574012347
50	0.765285466972374	0.469429066055252	0.234714533027626
51	0.742066944329438	0.515866111341125	0.257933055670562
52	0.786506572057239	0.426986855885522	0.213493427942761
53	0.749461777749827	0.501076444500346	0.250538222250173
54	0.916439467509771	0.167121064980458	0.0835605324902288
55	0.903323239996905	0.193353520006190	0.0966767600030949
56	0.88111796838937	0.23776406322126	0.11888203161063
57	0.859894471403494	0.280211057193011	0.140105528596506
58	0.832268944747529	0.335462110504943	0.167731055252471
59	0.810413699480358	0.379172601039284	0.189586300519642
60	0.816199342473288	0.367601315053423	0.183800657526712
61	0.792514150119388	0.414971699761224	0.207485849880612
62	0.762617471262455	0.474765057475089	0.237382528737545
63	0.735344188744165	0.52931162251167	0.264655811255835
64	0.710828824210725	0.578342351578549	0.289171175789275
65	0.720267041441244	0.559465917117513	0.279732958558756
66	0.71920007211688	0.561599855766239	0.280799927883119
67	0.698423735765447	0.603152528469105	0.301576264234553
68	0.6965008386479	0.606998322704199	0.303499161352099
69	0.672630832663763	0.654738334672474	0.327369167336237
70	0.818090192269689	0.363819615460623	0.181909807730311
71	0.813943728940954	0.372112542118092	0.186056271059046
72	0.83009113317227	0.339817733655461	0.169908866827730
73	0.828369005659964	0.343261988680073	0.171630994340036
74	0.799897939868001	0.400204120263998	0.200102060131999
75	0.778953263882348	0.442093472235303	0.221046736117652
76	0.746945748019325	0.50610850396135	0.253054251980675
77	0.722177463471115	0.555645073057769	0.277822536528885
78	0.718531738247402	0.562936523505196	0.281468261752598
79	0.678823865490028	0.642352269019943	0.321176134509972
80	0.63943247217795	0.7211350556441	0.36056752782205
81	0.779851419433708	0.440297161132583	0.220148580566292
82	0.744915802882577	0.510168394234846	0.255084197117423
83	0.706740700817222	0.586518598365555	0.293259299182778
84	0.666202437129621	0.667595125740758	0.333797562870379
85	0.622480758725619	0.755038482548762	0.377519241274381
86	0.593744772361577	0.812510455276845	0.406255227638423
87	0.558375877923186	0.883248244153629	0.441624122076814
88	0.519988425951628	0.960023148096744	0.480011574048372
89	0.476174100857689	0.952348201715377	0.523825899142311
90	0.525079203213106	0.949841593573788	0.474920796786894
91	0.489884941219415	0.97976988243883	0.510115058780585
92	0.455502283521237	0.911004567042474	0.544497716478763
93	0.408922996870666	0.817845993741331	0.591077003129334
94	0.392009119818521	0.784018239637042	0.607990880181479
95	0.353464518536353	0.706929037072706	0.646535481463647
96	0.323191459968426	0.646382919936851	0.676808540031574
97	0.282981879956985	0.565963759913971	0.717018120043015
98	0.252851152789222	0.505702305578444	0.747148847210778
99	0.223707032988589	0.447414065977177	0.776292967011411
100	0.196127253372990	0.392254506745980	0.80387274662701
101	0.176693429131554	0.353386858263107	0.823306570868446
102	0.359777043480455	0.719554086960911	0.640222956519545
103	0.326323622230001	0.652647244460002	0.673676377769999
104	0.310793192153489	0.621586384306979	0.68920680784651
105	0.331057275310586	0.662114550621172	0.668942724689414
106	0.322081385626516	0.644162771253031	0.677918614373484
107	0.295156255332109	0.590312510664219	0.70484374466789
108	0.282632411438968	0.565264822877937	0.717367588561032
109	0.303616352164521	0.607232704329043	0.696383647835479
110	0.270166011365103	0.540332022730207	0.729833988634897
111	0.259405898793114	0.518811797586228	0.740594101206886
112	0.262656386507563	0.525312773015125	0.737343613492437
113	0.233885366643656	0.467770733287312	0.766114633356344
114	0.209512640443392	0.419025280886785	0.790487359556608
115	0.428182198514553	0.856364397029105	0.571817801485447
116	0.379995527617288	0.759991055234577	0.620004472382712
117	0.354168503447041	0.708337006894081	0.645831496552959
118	0.318714306341284	0.637428612682568	0.681285693658716
119	0.276915474633958	0.553830949267916	0.723084525366042
120	0.278356125379673	0.556712250759345	0.721643874620327
121	0.235338616521556	0.470677233043111	0.764661383478444
122	0.201671913328553	0.403343826657105	0.798328086671448
123	0.211920158132045	0.42384031626409	0.788079841867955
124	0.189725853117546	0.379451706235093	0.810274146882454
125	0.153789732316692	0.307579464633384	0.846210267683308
126	0.123240741148366	0.246481482296732	0.876759258851634
127	0.163889277854082	0.327778555708163	0.836110722145919
128	0.148976475124514	0.297952950249028	0.851023524875486
129	0.136757978892567	0.273515957785134	0.863242021107433
130	0.105713553848620	0.211427107697240	0.89428644615138
131	0.127803980303434	0.255607960606868	0.872196019696566
132	0.129280138753374	0.258560277506748	0.870719861246626
133	0.114209432839598	0.228418865679197	0.885790567160402
134	0.0865045497282974	0.173009099456595	0.913495450271703
135	0.0645729241076109	0.129145848215222	0.935427075892389
136	0.0516684413210905	0.103336882642181	0.94833155867891
137	0.0356159301691033	0.0712318603382067	0.964384069830897
138	0.0385242260661448	0.0770484521322896	0.961475773933855
139	0.0285621330350841	0.0571242660701683	0.971437866964916
140	0.161779187544235	0.32355837508847	0.838220812455765
141	0.127376440574270	0.254752881148539	0.87262355942573
142	0.087777971316509	0.175555942633018	0.912222028683491
143	0.254037718371909	0.508075436743818	0.745962281628091
144	0.209567748517625	0.419135497035251	0.790432251482375
145	0.293337620908569	0.586675241817138	0.706662379091431
146	0.226617775671976	0.453235551343951	0.773382224328024
147	0.149224202627937	0.298448405255874	0.850775797372063
148	0.108685827584711	0.217371655169421	0.89131417241529
149	0.0677526445897472	0.135505289179494	0.932247355410253

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	5	0.0357142857142857	OK