Multiple Linear Regression - Estimated Regression Equation

CorrectAnalysis[t] = -0.093400143625703 + 0.0754905405287421Weeks[t] + 0.0595662306927637UseLimit[t] -0.03464410412393T40enT20[t] + 0.183043328964344Used[t] + 0.118838445472798Useful[t] + 0.17246002647041Outcome[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)	-0.093400143625703	0.119208	-0.7835	0.434591	0.217295
Weeks	0.0754905405287421	0.0351	2.1507	0.033131	0.016565
UseLimit	0.0595662306927637	0.07475	0.7969	0.426811	0.213405
T40enT20	-0.03464410412393	0.081837	-0.4233	0.672673	0.336337
Used	0.183043328964344	0.086679	2.1117	0.036401	0.018201
Useful	0.118838445472798	0.070933	1.6754	0.095989	0.047995
Outcome	0.17246002647041	0.142971	1.2063	0.229657	0.114828

Multiple Linear Regression - Regression Statistics
Multiple R	0.361659226716837
R-squared	0.13079739626942
Adjusted R-squared	0.0953197389742947
F-TEST (value)	3.68675403737526
F-TEST (DF numerator)	6
F-TEST (DF denominator)	147
p-value	0.00192622955824107
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	0.421767034042103
Sum Squared Residuals	26.1494523576869

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	0	0.352322590530898	-0.352322590530898
2	0	0.208562018489265	-0.208562018489265
3	0	0.208562018489265	-0.208562018489265
4	0	0.208562018489265	-0.208562018489265
5	0	0.208562018489266	-0.208562018489266
6	1	0.386966694654827	0.613033305345173
7	0	0.208562018489265	-0.208562018489265
8	0	0.173917914365336	-0.173917914365336
9	0	0.327400463962064	-0.327400463962064
10	0	0.268128249182029	-0.268128249182029
11	0	0.233484145058099	-0.233484145058099
12	0	0.208562018489266	-0.208562018489266
13	1	0.391605347453609	0.608394652546391
14	0	0.233484145058099	-0.233484145058099
15	1	0.510443792926407	0.489556207073593
16	1	0.475799688802477	0.524200311197523
17	1	0.588987500492852	0.411012499507148
18	0	0.233484145058099	-0.233484145058099
19	0	0.327400463962064	-0.327400463962064
20	1	0.648259715272887	0.351740284727113
21	1	0.268128249182029	0.731871750817971
22	1	0.570010023619171	0.429989976380829
23	1	0.327400463962063	0.672599536037937
24	1	0.386966694654827	0.613033305345173
25	0	0.475799688802477	-0.475799688802477
26	1	0.391605347453609	0.608394652546391
27	0	0.386966694654827	-0.386966694654827
28	0	0.391605347453609	-0.391605347453609
29	0	0.327400463962064	-0.327400463962064
30	1	0.208562018489265	0.791437981510735
31	0	0.208562018489266	-0.208562018489266
32	0	0.268128249182029	-0.268128249182029
33	1	0.268128249182029	0.731871750817971
34	0	0.292756359838134	-0.292756359838134
35	0	0.208562018489266	-0.208562018489266
36	0	0.208562018489266	-0.208562018489266
37	1	0.416527474022443	0.583472525977557
38	0	0.510443792926407	-0.510443792926407
39	1	0.327400463962063	0.672599536037937
40	1	0.173917914365335	0.826082085634665
41	1	0.682903819396817	0.317096180603183
42	0	0.510443792926407	-0.510443792926407
43	1	0.386966694654827	0.613033305345173
44	0	0.233484145058099	-0.233484145058099
45	1	0.208562018489265	0.791437981510735
46	1	0.327400463962063	0.672599536037937
47	0	0.208562018489266	-0.208562018489266
48	0	0.327400463962064	-0.327400463962064
49	1	0.327400463962063	0.672599536037937
50	0	0.208562018489266	-0.208562018489266
51	0	0.356961243329679	-0.356961243329679
52	1	0.588987500492852	0.411012499507148
53	0	0.327400463962064	-0.327400463962064
54	0	0.564065373924019	-0.564065373924019
55	0	0.208562018489266	-0.208562018489266
56	0	0.475799688802477	-0.475799688802477
57	1	0.510443792926407	0.489556207073593
58	0	0.327400463962064	-0.327400463962064
59	0	0.327400463962064	-0.327400463962064
60	1	0.70782594596565	0.29217405403435
61	0	0.352322590530897	-0.352322590530897
62	1	0.391605347453609	0.608394652546391
63	0	0.208562018489266	-0.208562018489266
64	0	0.352322590530897	-0.352322590530897
65	0	0.208562018489266	-0.208562018489266
66	0	0.208562018489266	-0.208562018489266
67	1	0.529421269800089	0.470578730199911
68	0	0.268128249182029	-0.268128249182029
69	0	0.327400463962064	-0.327400463962064
70	0	0.391605347453609	-0.391605347453609
71	0	0.208562018489266	-0.208562018489266
72	0	0.327400463962064	-0.327400463962064
73	0	0.510443792926407	-0.510443792926407
74	0	0.451171578146373	-0.451171578146373
75	0	0.327400463962064	-0.327400463962064
76	1	0.292756359838133	0.707243640161867
77	0	0.327400463962064	-0.327400463962064
78	1	0.510443792926407	0.489556207073593
79	0	0.648259715272887	-0.648259715272887
80	1	0.173917914365335	0.826082085634665
81	0	0.208562018489266	-0.208562018489266
82	0	0.570010023619171	-0.570010023619171
83	0	0.208562018489266	-0.208562018489266
84	0	0.564065373924019	-0.564065373924019
85	1	0.327400463962063	0.672599536037937
86	0	0.268128249182029	-0.268128249182029
87	0	0.235985613597343	-0.235985613597343
88	0	0.384384838437757	-0.384384838437757
89	0	0.0575809374317812	-0.0575809374317812
90	0	0.176419382904579	-0.176419382904579
91	1	0.0575809374317811	0.942419062568219
92	0	0.082503064000615	-0.082503064000615
93	1	0.117147168124545	0.882852831875455
94	0	0.0575809374317812	-0.0575809374317812
95	0	0.0229368333078513	-0.0229368333078513
96	0	0.176419382904579	-0.176419382904579
97	0	0.082503064000615	-0.082503064000615
98	0	0.0575809374317812	-0.0575809374317812
99	0	0.117147168124545	-0.117147168124545
100	0	0.176419382904579	-0.176419382904579
101	0	0.235985613597343	-0.235985613597343
102	0	0.0575809374317812	-0.0575809374317812
103	0	0.0575809374317812	-0.0575809374317812
104	0	0.0575809374317812	-0.0575809374317812
105	0	0.205980162272195	-0.205980162272195
106	0	0.0575809374317812	-0.0575809374317812
107	0	0.0575809374317812	-0.0575809374317812
108	0	0.265546392964959	-0.265546392964959
109	0	0.0575809374317812	-0.0575809374317812
110	0	0.117147168124545	-0.117147168124545
111	1	0.265546392964959	0.734453607035041
112	0	0.0229368333078513	-0.0229368333078513
113	0	0.240624266396125	-0.240624266396125
114	0	0.265546392964959	-0.265546392964959
115	0	0.117147168124545	-0.117147168124545
116	0	0.0575809374317812	-0.0575809374317812
117	0	0.235985613597343	-0.235985613597343
118	0	0.117147168124545	-0.117147168124545
119	0	0.0575809374317812	-0.0575809374317812
120	0	0.176419382904579	-0.176419382904579
121	0	0.117147168124545	-0.117147168124545
122	0	0.0575809374317812	-0.0575809374317812
123	0	0.265546392964959	-0.265546392964959
124	1	0.359462711868923	0.640537288131077
125	0	0.176419382904579	-0.176419382904579
126	0	0.0229368333078513	-0.0229368333078513
127	1	0.0575809374317811	0.942419062568219
128	0	0.176419382904579	-0.176419382904579
129	0	0.0575809374317812	-0.0575809374317812
130	0	0.176419382904579	-0.176419382904579
131	0	0.117147168124545	-0.117147168124545
132	0	0.235985613597343	-0.235985613597343
133	0	0.300190497088889	-0.300190497088889
134	0	0.0575809374317812	-0.0575809374317812
135	0	0.0575809374317812	-0.0575809374317812
136	0	0.0575809374317812	-0.0575809374317812
137	1	0.419028942561687	0.580971057438313
138	1	0.384384838437757	0.615615161562243
139	0	0.0229368333078513	-0.0229368333078513
140	0	0.0575809374317812	-0.0575809374317812
141	0	0.531922738339332	-0.531922738339332
142	0	0.324818607744993	-0.324818607744993
143	0	0.117147168124545	-0.117147168124545
144	1	0.176419382904579	0.823580617095421
145	1	0.0575809374317811	0.942419062568219
146	0	0.141775278780649	-0.141775278780649
147	0	0.205980162272195	-0.205980162272195
148	0	0.0229368333078513	-0.0229368333078513
149	0	0.117147168124545	-0.117147168124545
150	1	0.176419382904579	0.823580617095421
151	0	0.176419382904579	-0.176419382904579
152	0	0.472650523559298	-0.472650523559298
153	1	0.472650523559298	0.527349476440702
154	0	0.300190497088889	-0.300190497088889

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
10	0.560759916427383	0.878480167145234	0.439240083572617
11	0.391490061645863	0.782980123291727	0.608509938354137
12	0.254032645080736	0.508065290161473	0.745967354919264
13	0.158105349590312	0.316210699180625	0.841894650409688
14	0.0911810606661816	0.182362121332363	0.908818939333818
15	0.0587980553572948	0.11759611071459	0.941201944642705
16	0.0347975641816977	0.0695951283633953	0.965202435818302
17	0.0182139746772219	0.0364279493544438	0.981786025322778
18	0.00911255934694604	0.0182251186938921	0.990887440653054
19	0.00591667520243211	0.0118333504048642	0.994083324797568
20	0.0029526770127267	0.0059053540254534	0.997047322987273
21	0.0273577274189986	0.0547154548379972	0.972642272581001
22	0.0359076999713563	0.0718153999427126	0.964092300028644
23	0.13156386411968	0.26312772823936	0.86843613588032
24	0.137670168732317	0.275340337464635	0.862329831267683
25	0.210526069987268	0.421052139974535	0.789473930012732
26	0.193915712735788	0.387831425471575	0.806084287264212
27	0.268306385013793	0.536612770027587	0.731693614986207
28	0.389161268871233	0.778322537742465	0.610838731128767
29	0.35779428480676	0.715588569613521	0.64220571519324
30	0.575784310765455	0.848431378469089	0.424215689234545
31	0.521491867901598	0.957016264196804	0.478508132098402
32	0.505895141693565	0.988209716612871	0.494104858306435
33	0.585117730564259	0.829764538871482	0.414882269435741
34	0.534383185324997	0.931233629350007	0.465616814675003
35	0.482524782646517	0.965049565293034	0.517475217353483
36	0.430904580354658	0.861809160709316	0.569095419645342
37	0.436026554753045	0.87205310950609	0.563973445246955
38	0.559244532276364	0.881510935447272	0.440755467723636
39	0.66638264377491	0.667234712450181	0.33361735622509
40	0.854111913460398	0.291776173079205	0.145888086539602
41	0.83123541233276	0.337529175334481	0.16876458766724
42	0.861348855410255	0.277302289179489	0.138651144589745
43	0.879828216498646	0.240343567002707	0.120171783501354
44	0.860433683318117	0.279132633363767	0.139566316681883
45	0.920596943123772	0.158806113752456	0.0794030568762278
46	0.946284793676281	0.107430412647439	0.0537152063237193
47	0.934551632061102	0.130896735877796	0.0654483679388981
48	0.926600441600165	0.14679911679967	0.0733995583998348
49	0.950991353024453	0.0980172939510946	0.0490086469755473
50	0.939923939341342	0.120152121317316	0.060076060658658
51	0.931847764528901	0.136304470942198	0.0681522354710988
52	0.929016167129939	0.141967665740121	0.0709838328700606
53	0.921504769064263	0.156990461871474	0.0784952309357371
54	0.946744127984167	0.106511744031666	0.053255872015833
55	0.934128861667178	0.131742276665645	0.0658711383328224
56	0.93493386166244	0.130132276675121	0.0650661383375605
57	0.939034619820151	0.121930760359699	0.0609653801798494
58	0.931373231869815	0.137253536260371	0.0686267681301853
59	0.922479361851958	0.155041276296084	0.0775206381480418
60	0.919158375260388	0.161683249479223	0.0808416247396116
61	0.910573614521187	0.178852770957626	0.0894263854788129
62	0.929877471679122	0.140245056641756	0.0701225283208779
63	0.914736552146546	0.170526895706909	0.0852634478534545
64	0.904435425329159	0.191129149341682	0.095564574670841
65	0.885677126485442	0.228645747029116	0.114322873514558
66	0.864422859607045	0.27115428078591	0.135577140392955
67	0.88834599364604	0.223308012707919	0.11165400635396
68	0.877636462842	0.244727074316	0.122363537158
69	0.8628278117643	0.2743443764714	0.1371721882357
70	0.861974333647641	0.276051332704718	0.138025666352359
71	0.837981269251658	0.324037461496684	0.162018730748342
72	0.821784503300073	0.356430993399854	0.178215496699927
73	0.83951518085177	0.32096963829646	0.16048481914823
74	0.855036974470142	0.289926051059716	0.144963025529858
75	0.845147568182069	0.309704863635861	0.154852431817931
76	0.901299286600201	0.197401426799597	0.0987007133997986
77	0.892638209614509	0.214723580770982	0.107361790385491
78	0.898719153293246	0.202561693413507	0.101280846706754
79	0.913556196309757	0.172887607380486	0.086443803690243
80	0.965420821898368	0.0691583562032638	0.0345791781016319
81	0.95613951139436	0.087720977211279	0.0438604886056395
82	0.96311926908663	0.0737614618267401	0.0368807309133701
83	0.955223398950408	0.0895532020991847	0.0447766010495923
84	0.961651602029018	0.076696795941963	0.0383483979709815
85	0.974545306189362	0.0509093876212759	0.025454693810638
86	0.967731321505811	0.0645373569883785	0.0322686784941893
87	0.959721312385116	0.0805573752297676	0.0402786876148838
88	0.953553599013296	0.0928928019734071	0.0464464009867036
89	0.942643662560035	0.11471267487993	0.057356337439965
90	0.930412484288581	0.139175031422839	0.0695875157114193
91	0.977816115243151	0.0443677695136989	0.0221838847568494
92	0.970504513338576	0.0589909733228476	0.0294954866614238
93	0.99059806760843	0.0188038647831394	0.0094019323915697
94	0.987110799501296	0.0257784009974089	0.0128892004987044
95	0.982351144318054	0.0352977113638927	0.0176488556819464
96	0.978132375932096	0.0437352481358077	0.0218676240679038
97	0.97094819047439	0.0581036190512194	0.0290518095256097
98	0.961615119173454	0.0767697616530926	0.0383848808265463
99	0.950372634627316	0.0992547307453678	0.0496273653726839
100	0.940504288194354	0.118991423611292	0.0594957118056459
101	0.930534597555692	0.138930804888615	0.0694654024443077
102	0.911672420058123	0.176655159883755	0.0883275799418774
103	0.889151461469843	0.221697077060315	0.110848538530157
104	0.862698017711121	0.274603964577757	0.137301982288879
105	0.839353938649991	0.321292122700019	0.160646061350009
106	0.805513823874192	0.388972352251617	0.194486176125808
107	0.767571469233409	0.464857061533181	0.232428530766591
108	0.738275006422879	0.523449987154243	0.261724993577121
109	0.693531574368489	0.612936851263023	0.306468425631511
110	0.646006500443902	0.707986999112197	0.353993499556098
111	0.766798533034658	0.466402933930684	0.233201466965342
112	0.722385605837708	0.555228788324585	0.277614394162292
113	0.707940749391792	0.584118501216417	0.292059250608208
114	0.666817816933508	0.666364366132984	0.333182183066492
115	0.614475137512058	0.771049724975884	0.385524862487942
116	0.562412128313824	0.875175743372351	0.437587871686176
117	0.521714888475676	0.956570223048647	0.478285111524324
118	0.465395615153074	0.930791230306149	0.534604384846926
119	0.411369007333678	0.822738014667355	0.588630992666322
120	0.381753067463531	0.763506134927063	0.618246932536469
121	0.32837831913118	0.65675663826236	0.67162168086882
122	0.28045727765514	0.560914555310279	0.71954272234486
123	0.238751827852211	0.477503655704423	0.761248172147789
124	0.255782042674757	0.511564085349514	0.744217957325243
125	0.228960039405893	0.457920078811787	0.771039960594107
126	0.182576332295582	0.365152664591164	0.817423667704418
127	0.3476691910856	0.695338382171199	0.6523308089144
128	0.317908827030845	0.63581765406169	0.682091172969155
129	0.259966446232604	0.519932892465209	0.740033553767396
130	0.2433708865649	0.4867417731298	0.7566291134351
131	0.196680364794002	0.393360729588003	0.803319635205998
132	0.233855549954427	0.467711099908855	0.766144450045573
133	0.204873008176459	0.409746016352918	0.795126991823541
134	0.156449087244064	0.312898174488129	0.843550912755936
135	0.116273364266035	0.23254672853207	0.883726635733965
136	0.0845257586505809	0.169051517301162	0.915474241349419
137	0.0702399803054619	0.140479960610924	0.929760019694538
138	0.168952320037663	0.337904640075327	0.831047679962337
139	0.115337464810927	0.230674929621854	0.884662535189073
140	0.146164694957827	0.292329389915653	0.853835305042173
141	0.319978498620821	0.639956997241642	0.680021501379179
142	0.224906780106748	0.449813560213495	0.775093219893252
143	0.137843416913187	0.275686833826373	0.862156583086813
144	0.107935526110512	0.215871052221023	0.892064473889489

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	1	0.00740740740740741	OK
5% type I error level	9	0.0666666666666667	NOK
10% type I error level	26	0.192592592592593	NOK