Multiple Linear Regression - Estimated Regression Equation

CorrectAnalysis[t] = + 0.0910066789336801 + 0.327797011313012Weeks[t] + 0.0112126065997628UsedLimit[t] + 0.164784010795628T20[t] -0.278762966742737Used[t] + 0.0452887616442128Useful[t] + 0.0352157655598181Outcome[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)	0.0910066789336801	0.620128	0.1468	0.883527	0.441763
Weeks	0.327797011313012	0.131482	2.4931	0.013772	0.006886
UsedLimit	0.0112126065997628	0.041675	0.269	0.788269	0.394134
T20	0.164784010795628	0.069147	2.3831	0.018445	0.009223
Used	-0.278762966742737	0.045381	-6.1427	0	0
Useful	0.0452887616442128	0.04647	0.9746	0.331367	0.165683
Outcome	0.0352157655598181	0.040359	0.8726	0.384319	0.192159

Multiple Linear Regression - Regression Statistics
Multiple R	0.498878543849604
R-squared	0.248879801513502
Adjusted R-squared	0.218221834228338
F-TEST (value)	8.1179485645138
F-TEST (DF numerator)	6
F-TEST (DF denominator)	147
p-value	1.38302308716476e-07
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	0.237777352872119
Sum Squared Residuals	8.31109622221424

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	0	-0.0126601107522018	0.0126601107522018
2	0	0.0113430482078533	-0.0113430482078533
3	0	0.0113430482078535	-0.0113430482078535
4	0	0.0113430482078535	-0.0113430482078535
5	0	0.0113430482078537	-0.0113430482078537
6	0	0.032628650892011	-0.032628650892011
7	0	0.0113430482078535	-0.0113430482078535
8	0	0.0113430482078535	-0.0113430482078535
9	0	-0.0238727173519645	0.0238727173519645
10	0	0.0225556548076163	-0.0225556548076163
11	0	0.0225556548076163	-0.0225556548076163
12	0	0.0113430482078535	-0.0113430482078535
13	0	0.335394776594803	-0.335394776594803
14	0	0.0225556548076163	-0.0225556548076163
15	0	0.300179011034985	-0.300179011034985
16	0	0.300179011034985	-0.300179011034985
17	1	0.346607383194566	0.653392616805434
18	0	0.0225556548076163	-0.0225556548076163
19	0	-0.0238727173519645	0.0238727173519645
20	1	0.300179011034985	0.699820988965015
21	0	0.067844416451829	-0.067844416451829
22	0	0.311391617634748	-0.311391617634748
23	0	0.0214160442922482	-0.0214160442922482
24	0	0.032628650892011	-0.032628650892011
25	0	0.254890249390772	-0.254890249390772
26	0	0.335394776594803	-0.335394776594803
27	0	-0.0126601107522018	0.0126601107522018
28	0	0.29010601495059	-0.29010601495059
29	0	-0.0238727173519645	0.0238727173519645
30	0	0.0566318098520663	-0.0566318098520663
31	0	0.0113430482078535	-0.0113430482078535
32	0	0.0225556548076163	-0.0225556548076163
33	0	0.067844416451829	-0.067844416451829
34	0	-0.0238727173519645	0.0238727173519645
35	0	0.0113430482078535	-0.0113430482078535
36	0	0.0113430482078535	-0.0113430482078535
37	0	0.346607383194566	-0.346607383194566
38	0	0.254890249390772	-0.254890249390772
39	0	0.0214160442922482	-0.0214160442922482
40	0	0.0566318098520663	-0.0566318098520663
41	1	0.300179011034985	0.699820988965015
42	0	0.254890249390772	-0.254890249390772
43	0	0.032628650892011	-0.032628650892011
44	0	0.0225556548076163	-0.0225556548076163
45	0	0.0566318098520663	-0.0566318098520663
46	0	0.0214160442922482	-0.0214160442922482
47	0	0.0113430482078535	-0.0113430482078535
48	0	-0.0238727173519645	0.0238727173519645
49	0	0.0214160442922482	-0.0214160442922482
50	0	0.0113430482078535	-0.0113430482078535
51	0	0.29010601495059	-0.29010601495059
52	1	0.346607383194566	0.653392616805434
53	0	-0.0238727173519645	0.0238727173519645
54	1	0.29010601495059	0.70989398504941
55	0	0.0113430482078535	-0.0113430482078535
56	0	0.254890249390772	-0.254890249390772
57	0	0.300179011034985	-0.300179011034985
58	0	-0.0238727173519645	0.0238727173519645
59	0	-0.0238727173519645	0.0238727173519645
60	1	0.311391617634748	0.688608382365252
61	0	-0.0126601107522018	0.0126601107522018
62	0	0.335394776594803	-0.335394776594803
63	0	0.0113430482078535	-0.0113430482078535
64	0	-0.0126601107522018	0.0126601107522018
65	0	0.0113430482078535	-0.0113430482078535
66	0	0.0113430482078535	-0.0113430482078535
67	1	0.335394776594803	0.664605223405197
68	0	0.0225556548076163	-0.0225556548076163
69	0	-0.0238727173519645	0.0238727173519645
70	0	0.29010601495059	-0.29010601495059
71	0	0.0113430482078535	-0.0113430482078535
72	0	-0.0238727173519645	0.0238727173519645
73	0	0.254890249390772	-0.254890249390772
74	0	0.301318621550353	-0.301318621550353
75	0	-0.0238727173519645	0.0238727173519645
76	0	0.0214160442922482	-0.0214160442922482
77	0	-0.0238727173519645	0.0238727173519645
78	0	0.300179011034985	-0.300179011034985
79	1	0.254890249390772	0.745109750609228
80	0	0.0566318098520663	-0.0566318098520663
81	0	0.0113430482078535	-0.0113430482078535
82	0	0.266102855990535	-0.266102855990535
83	0	0.0113430482078535	-0.0113430482078535
84	1	0.29010601495059	0.70989398504941
85	0	0.0214160442922482	-0.0214160442922482
86	0	0.0225556548076163	-0.0225556548076163
87	0	-0.00911809019571476	0.00911809019571476
88	0	0.104860865751394	-0.104860865751394
89	0	0.0148850687643405	-0.0148850687643405
90	0	-0.0203306967954775	0.0203306967954775
91	0	0.0601738304085533	-0.0601738304085533
92	0	-0.138686335431525	0.138686335431525
93	0	0.0713864370083161	-0.0713864370083161
94	0	0.0148850687643405	-0.0148850687643405
95	0	-0.149898942031288	0.149898942031288
96	0	-0.0203306967954775	0.0203306967954775
97	0	-0.138686335431525	0.138686335431525
98	0	0.0148850687643405	-0.0148850687643405
99	0	0.0260976753641033	-0.0260976753641033
100	0	-0.0203306967954775	0.0203306967954775
101	0	-0.00911809019571476	0.00911809019571476
102	0	0.0148850687643405	-0.0148850687643405
103	0	0.0148850687643405	-0.0148850687643405
104	0	0.0148850687643405	-0.0148850687643405
105	0	0.128864024711449	-0.128864024711449
106	0	0.0148850687643405	-0.0148850687643405
107	0	0.0148850687643405	-0.0148850687643405
108	0	0.140076631311212	-0.140076631311212
109	0	0.0148850687643405	-0.0148850687643405
110	0	0.0260976753641033	-0.0260976753641033
111	0	0.185365392955425	-0.185365392955425
112	0	-0.149898942031288	0.149898942031288
113	0	0.293648035507077	-0.293648035507077
114	0	0.140076631311212	-0.140076631311212
115	0	0.0260976753641033	-0.0260976753641033
116	0	0.0148850687643405	-0.0148850687643405
117	0	-0.00911809019571476	0.00911809019571476
118	0	0.0260976753641033	-0.0260976753641033
119	0	0.0148850687643405	-0.0148850687643405
120	0	-0.0203306967954775	0.0203306967954775
121	0	0.0260976753641033	-0.0260976753641033
122	0	0.0148850687643405	-0.0148850687643405
123	0	0.140076631311212	-0.140076631311212
124	0	0.303721031591472	-0.303721031591472
125	0	-0.0203306967954775	0.0203306967954775
126	0	-0.149898942031288	0.149898942031288
127	0	0.0601738304085533	-0.0601738304085533
128	0	-0.0203306967954775	0.0203306967954775
129	0	0.0148850687643405	-0.0148850687643405
130	0	-0.0203306967954775	0.0203306967954775
131	0	0.0260976753641033	-0.0260976753641033
132	0	-0.00911809019571476	0.00911809019571476
133	0	0.30486064210684	-0.30486064210684
134	0	0.0148850687643405	-0.0148850687643405
135	0	0.0148850687643405	-0.0148850687643405
136	0	0.0148850687643405	-0.0148850687643405
137	0	0.314933638191235	-0.314933638191235
138	0	0.150149627395607	-0.150149627395607
139	0	-0.149898942031288	0.149898942031288
140	0	0.0148850687643405	-0.0148850687643405
141	1	0.258432269947259	0.741567730052741
142	0	0.0936482591516314	-0.0936482591516314
143	0	0.0260976753641033	-0.0260976753641033
144	0	0.0249580648487353	-0.0249580648487353
145	0	0.0601738304085533	-0.0601738304085533
146	0	-0.185114707591106	0.185114707591106
147	0	0.128864024711449	-0.128864024711449
148	0	-0.149898942031288	0.149898942031288
149	0	0.0260976753641033	-0.0260976753641033
150	0	0.0249580648487353	-0.0249580648487353
151	0	-0.0203306967954775	0.0203306967954775
152	1	0.30486064210684	0.69513935789316
153	1	0.350149403751053	0.649850596248947
154	0	0.30486064210684	-0.30486064210684

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	0.434515960588235	0.869031921176471	0.565484039411765
18	0.378869941599226	0.757739883198452	0.621130058400774
19	0.341586833890224	0.683173667780447	0.658413166109776
20	0.883877041319145	0.232245917361709	0.116122958680855
21	0.841391785987248	0.317216428025504	0.158608214012752
22	0.896952587370296	0.206094825259407	0.103047412629704
23	0.863012126475112	0.273975747049776	0.136987873524888
24	0.819533949661795	0.360932100676411	0.180466050338205
25	0.807872871644949	0.384254256710102	0.192127128355051
26	0.832093094338181	0.335813811323637	0.167906905661819
27	0.786133813439182	0.427732373121637	0.213866186560818
28	0.773296327833643	0.453407344332713	0.226703672166357
29	0.724759061118503	0.550481877762994	0.275240938881497
30	0.670577035356971	0.658845929286059	0.329422964643029
31	0.611857601364157	0.776284797271685	0.388142398635843
32	0.551146770837617	0.897706458324766	0.448853229162383
33	0.497838798010953	0.995677596021906	0.502161201989047
34	0.439020787328582	0.878041574657163	0.560979212671418
35	0.380468040665079	0.760936081330157	0.619531959334921
36	0.324969737764905	0.649939475529809	0.675030262235095
37	0.352373554155036	0.704747108310072	0.647626445844964
38	0.328008586410332	0.656017172820664	0.671991413589668
39	0.277872119716818	0.555744239433636	0.722127880283182
40	0.233846020066007	0.467692040132014	0.766153979933993
41	0.689119739863348	0.621760520273304	0.310880260136652
42	0.676072405501216	0.647855188997567	0.323927594498784
43	0.6298705366227	0.7402589267546	0.3701294633773
44	0.578443798645786	0.843112402708429	0.421556201354214
45	0.52904033491829	0.94191933016342	0.47095966508171
46	0.477835105567722	0.955670211135445	0.522164894432278
47	0.426296648390286	0.852593296780573	0.573703351609714
48	0.375356109134094	0.750712218268187	0.624643890865906
49	0.328286172477239	0.656572344954478	0.671713827522761
50	0.28336552708255	0.566731054165101	0.71663447291745
51	0.283023927501973	0.566047855003945	0.716976072498027
52	0.618520633172212	0.762958733655576	0.381479366827788
53	0.571617306368202	0.856765387263597	0.428382693631798
54	0.878820751988333	0.242358496023335	0.121179248011667
55	0.852042584707273	0.295914830585454	0.147957415292727
56	0.852645303290551	0.294709393418897	0.147354696709449
57	0.865939975016095	0.26812004996781	0.134060024983905
58	0.839222481996402	0.321555036007195	0.160777518003598
59	0.809115805846825	0.38176838830635	0.190884194153175
60	0.954063407750114	0.0918731844997726	0.0459365922498863
61	0.941160450647425	0.117679098705151	0.0588395493525753
62	0.952266725158354	0.0954665496832919	0.0477332748416459
63	0.939522728438914	0.120954543122171	0.0604772715610855
64	0.923918475625106	0.152163048749789	0.0760815243748945
65	0.905910313911263	0.188179372177475	0.0940896860887374
66	0.885051458389423	0.229897083221155	0.114948541610577
67	0.977895717190265	0.0442085656194708	0.0221042828097354
68	0.970871178996235	0.0582576420075301	0.0291288210037651
69	0.962372646375751	0.0752547072484976	0.0376273536242488
70	0.967411627256034	0.0651767454879329	0.0325883727439664
71	0.958090283867076	0.0838194322658485	0.0419097161329242
72	0.946769787796828	0.106460424406344	0.053230212203172
73	0.952131977542328	0.0957360449153444	0.0478680224576722
74	0.962694319907276	0.0746113601854482	0.0373056800927241
75	0.953021153028306	0.093957693943387	0.0469788469716935
76	0.940297444623092	0.119405110753815	0.0597025553769077
77	0.926762255186745	0.14647548962651	0.0732377448132549
78	0.944005491620663	0.111989016758675	0.0559945083793373
79	0.9933207747244	0.0133584505512005	0.00667922527560025
80	0.99092394086922	0.0181521182615593	0.00907605913077967
81	0.988112490290177	0.0237750194196464	0.0118875097098232
82	0.992007940539374	0.0159841189212517	0.00799205946062587
83	0.991126119369158	0.0177477612616835	0.00887388063084173
84	0.999188620632113	0.00162275873577424	0.000811379367887121
85	0.998771632160074	0.00245673567985096	0.00122836783992548
86	0.998162661366815	0.00367467726637103	0.00183733863318552
87	0.997286813899068	0.0054263722018648	0.0027131861009324
88	0.996267757003571	0.00746448599285795	0.00373224299642897
89	0.994637987846881	0.0107240243062384	0.00536201215311918
90	0.992392847471113	0.015214305057775	0.00760715252888749
91	0.9894206552112	0.0211586895776005	0.0105793447888003
92	0.98699731333955	0.0260053733209006	0.0130026866604503
93	0.982337969141125	0.0353240617177509	0.0176620308588754
94	0.976115149392374	0.0477697012152524	0.0238848506076262
95	0.970782051625811	0.0584358967483785	0.0292179483741892
96	0.961398525112272	0.0772029497754556	0.0386014748877278
97	0.953711192689735	0.0925776146205299	0.046288807310265
98	0.939988700033894	0.120022599932213	0.0600112999661063
99	0.923094154340757	0.153811691318485	0.0769058456592425
100	0.90299704647751	0.194005907044979	0.0970029535224897
101	0.878805126705039	0.242389746589923	0.121194873294961
102	0.850800378120556	0.298399243758888	0.149199621879444
103	0.818670675764797	0.362658648470407	0.181329324235203
104	0.782408367990994	0.435183264018012	0.217591632009006
105	0.756337390950719	0.487325218098562	0.243662609049281
106	0.713570326462023	0.572859347075954	0.286429673537977
107	0.667407575071803	0.665184849856393	0.332592424928197
108	0.632783386210779	0.734433227578442	0.367216613789221
109	0.58188757647945	0.836224847041101	0.41811242352055
110	0.528485424450944	0.943029151098113	0.471514575549056
111	0.491596965857406	0.983193931714812	0.508403034142594
112	0.455392664780521	0.910785329561042	0.544607335219479
113	0.506703678675225	0.986592642649551	0.493296321324775
114	0.470090010097052	0.940180020194103	0.529909989902948
115	0.414144135631191	0.828288271262383	0.585855864368809
116	0.362011228830758	0.724022457661515	0.637988771169242
117	0.310038717609813	0.620077435219625	0.689961282390187
118	0.26077432559346	0.52154865118692	0.73922567440654
119	0.217915994077109	0.435831988154218	0.782084005922891
120	0.177238463643179	0.354476927286357	0.822761536356821
121	0.141245427139312	0.282490854278623	0.858754572860688
122	0.112132129540716	0.224264259081432	0.887867870459284
123	0.0964345012613528	0.192869002522706	0.903565498738647
124	0.119892480219046	0.239784960438093	0.880107519780954
125	0.0917074251549337	0.183414850309867	0.908292574845066
126	0.0759941352774086	0.151988270554817	0.924005864722591
127	0.056397937395864	0.112795874791728	0.943602062604136
128	0.0403611366789172	0.0807222733578344	0.959638863321083
129	0.0288062683133175	0.0576125366266349	0.971193731686683
130	0.0195811045900899	0.0391622091801799	0.98041889540991
131	0.0127090794269401	0.0254181588538802	0.98729092057306
132	0.00814396178833649	0.016287923576673	0.991856038211663
133	0.0153461732399346	0.0306923464798693	0.984653826760065
134	0.0102866496116352	0.0205732992232704	0.989713350388365
135	0.00688549839598981	0.0137709967919796	0.99311450160401
136	0.00471963259190085	0.00943926518380171	0.995280367408099
137	0.00833556186821548	0.016671123736431	0.991664438131785
138	0.00699250585912038	0.0139850117182408	0.99300749414088
139	0.00574392856959747	0.0114878571391949	0.994256071430403
140	0.00289905769455692	0.00579811538911385	0.997100942305443
141	0.0319590028298327	0.0639180056596654	0.968040997170167
142	0.0257772532964404	0.0515545065928808	0.97422274670356
143	0.0141182481422929	0.0282364962845858	0.985881751857707
144	0.00669285874570691	0.0133857174914138	0.993307141254293

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	14	0.103703703703704	NOK
5% type I error level	37	0.274074074074074	NOK
10% type I error level	53	0.392592592592593	NOK