Multiple Linear Regression - Estimated Regression Equation

CorrectAnalysis[t] = + 0.53368885463191 + 0.320902431164541Weeks[t] -0.0139129710885322UsedLimit[t] -0.162197904481011T40[t] -0.237252262135127Used[t] + 0.0504952718491186Useful[t] + 0.02990124474082Outcome[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)	0.53368885463191	0.470613	1.134	0.258628	0.129314
Weeks	0.320902431164541	0.112455	2.8536	0.004947	0.002473
UsedLimit	-0.0139129710885322	0.042046	-0.3309	0.741191	0.370595
T40	-0.162197904481011	0.059289	-2.7357	0.006991	0.003496
Used	-0.237252262135127	0.043967	-5.3962	0	0
Useful	0.0504952718491186	0.046023	1.0972	0.274354	0.137177
Outcome	0.02990124474082	0.040042	0.7467	0.456408	0.228204

Multiple Linear Regression - Regression Statistics
Multiple R	0.507598175252901
R-squared	0.257655907520075
Adjusted R-squared	0.227356148643343
F-TEST (value)	8.50356296788681
F-TEST (DF numerator)	6
F-TEST (DF denominator)	147
p-value	6.22562983387809e-08
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	0.236384173347197
Sum Squared Residuals	8.21398917912852

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	0	0.102587035133486	-0.102587035133486
2	0	-0.0157966535181723	0.0157966535181723
3	0	-0.0157966535181721	0.0157966535181721
4	0	-0.0157966535181721	0.0157966535181721
5	0	-0.0157966535181723	0.0157966535181723
6	0	-0.00911559749840556	0.00911559749840556
7	0	-0.015796653518172	0.015796653518172
8	0	0.146401250962839	-0.146401250962839
9	0	-0.045697898258992	0.045697898258992
10	0	-0.0297096246067042	0.0297096246067042
11	0	0.132488279874306	-0.132488279874306
12	0	-0.015796653518172	0.015796653518172
13	0	0.271950880466074	-0.271950880466074
14	0	0.132488279874306	-0.132488279874306
15	0	0.242049635725254	-0.242049635725254
16	0	0.404247540206265	-0.404247540206265
17	1	0.420235813858552	0.579764186141448
18	0	0.132488279874306	-0.132488279874306
19	0	-0.045697898258992	0.045697898258992
20	1	0.404247540206265	0.595752459793735
21	0	0.0207856472424144	-0.0207856472424144
22	0	0.228136664636722	-0.228136664636722
23	0	0.00479737359012656	-0.00479737359012656
24	0	-0.0091155974984056	0.0091155974984056
25	0	0.353752268357146	-0.353752268357146
26	0	0.271950880466074	-0.271950880466074
27	0	-0.0596108693475242	0.0596108693475242
28	0	0.221455608616955	-0.221455608616955
29	0	-0.045697898258992	0.045697898258992
30	0	0.0346986183309466	-0.0346986183309466
31	0	-0.015796653518172	0.015796653518172
32	0	-0.0297096246067042	0.0297096246067042
33	0	0.0207856472424144	-0.0207856472424144
34	0	0.116500006222019	-0.116500006222019
35	0	-0.015796653518172	0.015796653518172
36	0	-0.015796653518172	0.015796653518172
37	0	0.420235813858552	-0.420235813858552
38	0	0.191554363876135	-0.191554363876135
39	0	0.00479737359012656	-0.00479737359012656
40	0	0.196896522811957	-0.196896522811957
41	1	0.242049635725254	0.757950364274746
42	0	0.191554363876135	-0.191554363876135
43	0	-0.0091155974984056	0.0091155974984056
44	0	0.132488279874306	-0.132488279874306
45	0	0.0346986183309466	-0.0346986183309466
46	0	0.00479737359012656	-0.00479737359012656
47	0	-0.015796653518172	0.015796653518172
48	0	-0.045697898258992	0.045697898258992
49	0	0.00479737359012656	-0.00479737359012656
50	0	-0.015796653518172	0.015796653518172
51	0	0.383653513097966	-0.383653513097966
52	1	0.420235813858552	0.579764186141448
53	0	-0.045697898258992	0.045697898258992
54	1	0.221455608616955	0.778544391383045
55	0	-0.015796653518172	0.015796653518172
56	0	0.353752268357146	-0.353752268357146
57	0	0.242049635725254	-0.242049635725254
58	0	-0.045697898258992	0.045697898258992
59	0	-0.045697898258992	0.045697898258992
60	1	0.390334569117732	0.609665430882268
61	0	0.102587035133486	-0.102587035133486
62	0	0.271950880466074	-0.271950880466074
63	0	-0.015796653518172	0.015796653518172
64	0	0.102587035133486	-0.102587035133486
65	0	-0.015796653518172	0.015796653518172
66	0	-0.015796653518172	0.015796653518172
67	1	0.434148784947085	0.565851215052915
68	0	-0.0297096246067042	0.0297096246067042
69	0	-0.045697898258992	0.045697898258992
70	0	0.221455608616955	-0.221455608616955
71	0	-0.015796653518172	0.015796653518172
72	0	-0.045697898258992	0.045697898258992
73	0	0.191554363876135	-0.191554363876135
74	0	0.207542637528423	-0.207542637528423
75	0	-0.045697898258992	0.045697898258992
76	0	0.166995278071137	-0.166995278071137
77	0	-0.045697898258992	0.045697898258992
78	0	0.242049635725254	-0.242049635725254
79	1	0.353752268357146	0.646247731642854
80	0	0.196896522811957	-0.196896522811957
81	0	-0.015796653518172	0.015796653518172
82	0	0.177641392787603	-0.177641392787603
83	0	-0.015796653518172	0.015796653518172
84	1	0.221455608616955	0.778544391383045
85	0	0.00479737359012656	-0.00479737359012656
86	0	-0.0297096246067042	0.0297096246067042
87	0	-0.0526241137525641	0.0526241137525641
88	0	0.184628148382563	-0.184628148382563
89	0	-0.00880989792321196	0.00880989792321196
90	0	-0.038711142664032	0.038711142664032
91	0	0.0416853739259066	-0.0416853739259066
92	0	-0.0227228690117441	0.0227228690117441
93	0	0.0277724028373745	-0.0277724028373745
94	0	-0.00880989792321196	0.00880989792321196
95	0	-0.00880989792321196	0.00880989792321196
96	0	-0.038711142664032	0.038711142664032
97	0	-0.0227228690117441	0.0227228690117441
98	0	-0.00880989792321196	0.00880989792321196
99	0	-0.0227228690117441	0.0227228690117441
100	0	-0.038711142664032	0.038711142664032
101	0	-0.0526241137525641	0.0526241137525641
102	0	-0.00880989792321196	0.00880989792321196
103	0	-0.00880989792321196	0.00880989792321196
104	0	-0.00880989792321196	0.00880989792321196
105	0	0.228442364211915	-0.228442364211915
106	0	-0.00880989792321196	0.00880989792321196
107	0	-0.00880989792321196	0.00880989792321196
108	0	0.214529393123383	-0.214529393123383
109	0	-0.00880989792321196	0.00880989792321196
110	0	-0.0227228690117441	0.0227228690117441
111	0	0.265024664972502	-0.265024664972502
112	0	-0.00880989792321196	0.00880989792321196
113	0	0.228442364211915	-0.228442364211915
114	0	0.214529393123383	-0.214529393123383
115	0	-0.0227228690117441	0.0227228690117441
116	0	-0.00880989792321196	0.00880989792321196
117	0	-0.0526241137525641	0.0526241137525641
118	0	-0.0227228690117441	0.0227228690117441
119	0	-0.00880989792321196	0.00880989792321196
120	0	-0.038711142664032	0.038711142664032
121	0	-0.0227228690117441	0.0227228690117441
122	0	-0.00880989792321196	0.00880989792321196
123	0	0.214529393123383	-0.214529393123383
124	0	0.249036391320214	-0.249036391320214
125	0	-0.038711142664032	0.038711142664032
126	0	-0.00880989792321196	0.00880989792321196
127	0	0.0416853739259066	-0.0416853739259066
128	0	-0.038711142664032	0.038711142664032
129	0	-0.00880989792321196	0.00880989792321196
130	0	-0.038711142664032	0.038711142664032
131	0	-0.0227228690117441	0.0227228690117441
132	0	-0.0526241137525641	0.0526241137525641
133	0	0.214529393123383	-0.214529393123383
134	0	-0.00880989792321196	0.00880989792321196
135	0	-0.00880989792321196	0.00880989792321196
136	0	-0.00880989792321196	0.00880989792321196
137	0	0.235123420231682	-0.235123420231682
138	0	0.235123420231682	-0.235123420231682
139	0	-0.00880989792321196	0.00880989792321196
140	0	-0.00880989792321196	0.00880989792321196
141	1	0.198541119471095	0.801458880528905
142	0	0.198541119471095	-0.198541119471095
143	0	-0.0227228690117441	0.0227228690117441
144	0	0.0117841291850866	-0.0117841291850866
145	0	0.0416853739259066	-0.0416853739259066
146	0	-0.038711142664032	0.038711142664032
147	0	0.228442364211915	-0.228442364211915
148	0	-0.00880989792321196	0.00880989792321196
149	0	-0.0227228690117441	0.0227228690117441
150	0	0.0117841291850866	-0.0117841291850866
151	0	-0.038711142664032	0.038711142664032
152	1	0.214529393123383	0.785470606876617
153	1	0.265024664972502	0.734975335027498
154	0	0.214529393123383	-0.214529393123383

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
10	0	0	1
11	0	0	1
12	0	0	1
13	0	0	1
14	0	0	1
15	0	0	1
16	0	0	1
17	0.434921239783115	0.86984247956623	0.565078760216885
18	0.386087660765954	0.772175321531907	0.613912339234046
19	0.351263184296601	0.702526368593202	0.648736815703399
20	0.84264053700182	0.314718925996359	0.15735946299818
21	0.791249918724895	0.41750016255021	0.208750081275105
22	0.777554265861505	0.44489146827699	0.222445734138495
23	0.717499644587051	0.565000710825898	0.282500355412949
24	0.653040333438224	0.693919333123551	0.346959666561776
25	0.65519212306504	0.689615753869921	0.34480787693496
26	0.656463329123942	0.687073341752116	0.343536670876058
27	0.61478201308675	0.770435973826501	0.38521798691325
28	0.560202221934497	0.879595556131005	0.439797778065503
29	0.506532249276419	0.986935501447161	0.493467750723581
30	0.44846604989112	0.896932099782241	0.55153395010888
31	0.38888266634516	0.777765332690321	0.61111733365484
32	0.332622979946953	0.665245959893906	0.667377020053047
33	0.280802699013025	0.56160539802605	0.719197300986975
34	0.24022188219056	0.48044376438112	0.75977811780944
35	0.196949189306871	0.393898378613742	0.803050810693129
36	0.158814999288629	0.317629998577259	0.84118500071137
37	0.221888077803891	0.443776155607781	0.778111922196109
38	0.187476288991061	0.374952577982122	0.812523711008939
39	0.151042574901108	0.302085149802216	0.848957425098892
40	0.146541034526049	0.293082069052098	0.853458965473951
41	0.66469459951499	0.67061080097002	0.33530540048501
42	0.633584680543976	0.732830638912047	0.366415319456024
43	0.582562504885422	0.834874990229157	0.417437495114578
44	0.544747785778511	0.910504428442978	0.455252214221489
45	0.492992838356355	0.98598567671271	0.507007161643645
46	0.441675754606817	0.883351509213634	0.558324245393183
47	0.391556190087109	0.783112380174218	0.608443809912891
48	0.342948748453442	0.685897496906885	0.657051251546558
49	0.297315030662342	0.594630061324684	0.702684969337658
50	0.254786636303685	0.50957327260737	0.745213363696315
51	0.310920125004335	0.621840250008669	0.689079874995665
52	0.584246223566849	0.831507552866303	0.415753776433151
53	0.537934523229746	0.924130953540508	0.462065476770254
54	0.906891354237858	0.186217291524285	0.0931086457621423
55	0.884535641855131	0.230928716289738	0.115464358144869
56	0.921388193232121	0.157223613535757	0.0786118067678787
57	0.920077052319064	0.159845895361872	0.0799229476809359
58	0.901901166713362	0.196197666573277	0.0980988332866384
59	0.880767862718229	0.238464274563542	0.119232137281771
60	0.959684269984008	0.0806314600319837	0.0403157300159919
61	0.954445356374722	0.0911092872505565	0.0455546436252782
62	0.956400234813095	0.0871995303738091	0.0435997651869046
63	0.944290141981786	0.111419716036429	0.0557098580182143
64	0.94254937586238	0.11490124827524	0.0574506241376199
65	0.927587834675919	0.144824330648163	0.0724121653240815
66	0.909795625593901	0.180408748812198	0.0902043744060988
67	0.962761318808952	0.0744773623820953	0.0372386811910476
68	0.951967173126061	0.0960656537478778	0.0480328268739389
69	0.939688545224752	0.120622909550496	0.0603114547752479
70	0.937729366617339	0.124541266765323	0.0622706333826613
71	0.921910419350956	0.156179161298089	0.0780895806490443
72	0.904046443804952	0.191907112390096	0.095953556195048
73	0.89909671151587	0.20180657696826	0.10090328848413
74	0.897890713869287	0.204218572261427	0.102109286130713
75	0.876639473693468	0.246721052613064	0.123360526306532
76	0.876967178025085	0.246065643949831	0.123032821974916
77	0.853110207023614	0.293779585952772	0.146889792976386
78	0.859661538903037	0.280676922193925	0.140338461096963
79	0.959757600290779	0.0804847994184429	0.0402423997092215
80	0.951622653711428	0.0967546925771442	0.0483773462885721
81	0.941010142317807	0.117979715364386	0.0589898576821928
82	0.947822626030597	0.104354747938806	0.052177373969403
83	0.943536374068947	0.112927251862107	0.0564636259310535
84	0.994328273713299	0.0113434525734024	0.00567172628670118
85	0.991998414762451	0.0160031704750985	0.00800158523754923
86	0.988881165263902	0.0222376694721953	0.0111188347360976
87	0.984716880725502	0.0305662385489955	0.0152831192744978
88	0.982922776062178	0.0341544478756445	0.0170772239378222
89	0.977079209632363	0.0458415807352742	0.0229207903676371
90	0.969751511711574	0.060496976576852	0.030248488288426
91	0.960218443053031	0.0795631138939389	0.0397815569469694
92	0.948379796956291	0.103240406087419	0.0516202030437094
93	0.933765765479249	0.132468469041502	0.0662342345207508
94	0.91606831274486	0.167863374510281	0.0839316872551403
95	0.894945044241908	0.210109911516183	0.105054955758092
96	0.870649264185809	0.258701471628382	0.129350735814191
97	0.842077499138585	0.315845001722831	0.157922500861416
98	0.809397525516259	0.381204948967481	0.190602474483741
99	0.772838314811498	0.454323370377005	0.227161685188502
100	0.732931701408362	0.534136597183277	0.267068298591638
101	0.689939709186119	0.620120581627762	0.310060290813881
102	0.64293215388462	0.71413569223076	0.35706784611538
103	0.593439963245677	0.813120073508645	0.406560036754323
104	0.542185898606862	0.915628202786276	0.457814101393138
105	0.528762195462779	0.942475609074442	0.471237804537221
106	0.476237387770375	0.95247477554075	0.523762612229625
107	0.42386075409898	0.84772150819796	0.57613924590102
108	0.411056100870389	0.822112201740778	0.588943899129611
109	0.359891918815397	0.719783837630795	0.640108081184603
110	0.31112413168669	0.622248263373379	0.68887586831331
111	0.308969656914524	0.617939313829049	0.691030343085476
112	0.26261814982086	0.52523629964172	0.73738185017914
113	0.256899462054398	0.513798924108796	0.743100537945602
114	0.257443508203236	0.514887016406473	0.742556491796764
115	0.215052022788723	0.430104045577446	0.784947977211277
116	0.176310456352936	0.352620912705872	0.823689543647064
117	0.143075034132028	0.286150068264055	0.856924965867972
118	0.113480090871395	0.226960181742789	0.886519909128605
119	0.0881499584145831	0.176299916829166	0.911850041585417
120	0.0674170537428813	0.134834107485763	0.932582946257119
121	0.0504119235179752	0.10082384703595	0.949588076482025
122	0.0368095047812057	0.0736190095624114	0.963190495218794
123	0.0395951263015747	0.0791902526031494	0.960404873698425
124	0.0402958965484341	0.0805917930968681	0.959704103451566
125	0.028811782377705	0.05762356475541	0.971188217622295
126	0.0199599984226553	0.0399199968453105	0.980040001577345
127	0.0135237331310777	0.0270474662621554	0.986476266868922
128	0.00895111842048511	0.0179022368409702	0.991048881579515
129	0.00570608486514907	0.0114121697302981	0.994293915134851
130	0.00356433086876714	0.00712866173753428	0.996435669131233
131	0.00213258140992217	0.00426516281984435	0.997867418590078
132	0.00128327981995799	0.00256655963991598	0.998716720180042
133	0.00171305209740519	0.00342610419481037	0.998286947902595
134	0.000953254929362247	0.00190650985872449	0.999046745070638
135	0.000508894126238007	0.00101778825247601	0.999491105873762
136	0.000259968016761577	0.000519936033523155	0.999740031983238
137	0.000342395905091245	0.000684791810182491	0.999657604094909
138	0.00203105895909634	0.00406211791819269	0.997968941040904
139	0.00116279721526155	0.0023255944305231	0.998837202784738
140	0.000715445965039153	0.00143089193007831	0.999284554034961
141	0.0238647878065096	0.0477295756130192	0.97613521219349
142	0.0177422231899853	0.0354844463799705	0.982257776810015
143	0.00940933663156025	0.0188186732631205	0.99059066336844
144	0.00436822055805889	0.00873644111611778	0.995631779441941

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	19	0.140740740740741	NOK
5% type I error level	32	0.237037037037037	NOK
10% type I error level	45	0.333333333333333	NOK