Multiple Linear Regression - Estimated Regression Equation

Used[t] = + 1.61487115955421 -0.360489672730471Weeks[t] + 0.052264453573244UseLimit[t] -0.0180598419378511T40[t] -0.426359829580634T20[t] + 0.727157918038104CorrectAnalysis[t] + 0.168326965126598Useful[t] + 0.0742966761115331`Outcome\r`[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)	1.61487115955421	0.433151	3.7282	0.000275	0.000138
Weeks	-0.360489672730471	0.134036	-2.6895	0.007989	0.003995
UseLimit	0.052264453573244	0.068773	0.76	0.448507	0.224254
T40	-0.0180598419378511	0.099436	-0.1816	0.856131	0.428066
T20	-0.426359829580634	0.109061	-3.9094	0.000141	7.1e-05
CorrectAnalysis	0.727157918038104	0.123535	5.8863	0	0
Useful	0.168326965126598	0.074563	2.2575	0.025459	0.012729
`Outcome\r`	0.0742966761115331	0.065544	1.1335	0.258845	0.129422

Multiple Linear Regression - Regression Statistics
Multiple R	0.560608866339958
R-squared	0.314282301018973
Adjusted R-squared	0.281405425040431
F-TEST (value)	9.55937240582391
F-TEST (DF numerator)	7
F-TEST (DF denominator)	146
p-value	9.47382283733589e-10
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	0.386772330325392
Sum Squared Residuals	21.8405539837788

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	0	0.281413756379248	-0.281413756379248
2	0	0.136792784756621	-0.136792784756621
3	0	0.136792784756621	-0.136792784756621
4	0	0.13679278475662	-0.13679278475662
5	0	0.13679278475662	-0.13679278475662
6	0	0.431680879567996	-0.431680879567996
7	0	0.136792784756621	-0.136792784756621
8	0	0.154852626694472	-0.154852626694472
9	0	0.211089460868154	-0.211089460868154
10	0	0.189057238329865	-0.189057238329865
11	0	0.207117080267716	-0.207117080267716
12	0	0.136792784756621	-0.136792784756621
13	1	0.305119749883219	0.694880250116781
14	0	0.207117080267716	-0.207117080267716
15	1	0.379416425994752	0.620583574005248
16	1	0.397476267932603	0.602523732067397
17	1	1.10260196343242	-0.102601963432418
18	0	0.207117080267716	-0.207117080267716
19	0	0.211089460868154	-0.211089460868154
20	1	1.12463418597071	-0.124634185970707
21	0	0.357384203456463	-0.357384203456463
22	1	0.431680879567996	0.568319120432004
23	0	0.379416425994752	-0.379416425994752
24	0	0.431680879567996	-0.431680879567996
25	1	0.229149302806005	0.770850697193995
26	1	0.305119749883219	0.694880250116781
27	0	0.263353914441398	-0.263353914441398
28	1	0.136792784756621	0.863207215243379
29	0	0.211089460868154	-0.211089460868154
30	0	0.305119749883219	-0.305119749883219
31	0	0.136792784756621	-0.136792784756621
32	0	0.189057238329865	-0.189057238329865
33	0	0.357384203456463	-0.357384203456463
34	0	0.229149302806005	-0.229149302806005
35	0	0.136792784756621	-0.136792784756621
36	0	0.136792784756621	-0.136792784756621
37	1	0.375444045394314	0.624555954605686
38	1	0.211089460868154	0.788910539131846
39	0	0.379416425994752	-0.379416425994752
40	0	0.32317959182107	-0.32317959182107
41	1	1.10657434403286	-0.106574344032856
42	1	0.211089460868154	0.788910539131846
43	0	0.431680879567996	-0.431680879567996
44	0	0.207117080267716	-0.207117080267716
45	0	0.305119749883219	-0.305119749883219
46	0	0.379416425994752	-0.379416425994752
47	0	0.136792784756621	-0.136792784756621
48	0	0.211089460868154	-0.211089460868154
49	0	0.379416425994752	-0.379416425994752
50	0	0.136792784756621	-0.136792784756621
51	1	0.154852626694472	0.845147373305528
52	1	1.10260196343242	-0.102601963432418
53	0	0.211089460868154	-0.211089460868154
54	1	0.863950702794724	0.136049297205276
55	0	0.136792784756621	-0.136792784756621
56	1	0.229149302806005	0.770850697193995
57	1	0.379416425994752	0.620583574005248
58	0	0.211089460868154	-0.211089460868154
59	0	0.211089460868154	-0.211089460868154
60	1	1.17689863954395	-0.176898639543951
61	0	0.281413756379249	-0.281413756379249
62	1	0.305119749883219	0.694880250116781
63	0	0.136792784756621	-0.136792784756621
64	0	0.281413756379249	-0.281413756379249
65	0	0.136792784756621	-0.136792784756621
66	0	0.136792784756621	-0.136792784756621
67	1	1.05033750985917	-0.0503375098591735
68	0	0.189057238329865	-0.189057238329865
69	0	0.211089460868154	-0.211089460868154
70	1	0.136792784756621	0.863207215243379
71	0	0.136792784756621	-0.136792784756621
72	0	0.211089460868154	-0.211089460868154
73	1	0.211089460868154	0.788910539131846
74	1	0.189057238329865	0.810942761670135
75	0	0.211089460868154	-0.211089460868154
76	0	0.397476267932603	-0.397476267932603
77	0	0.211089460868154	-0.211089460868154
78	1	0.379416425994752	0.620583574005248
79	1	0.956307220844108	0.0436927791558916
80	0	0.32317959182107	-0.32317959182107
81	0	0.136792784756621	-0.136792784756621
82	1	0.263353914441398	0.736646085558602
83	0	0.136792784756621	-0.136792784756621
84	1	0.863950702794724	0.136049297205276
85	0	0.379416425994752	-0.379416425994752
86	0	0.189057238329865	-0.189057238329865
87	0	0.167733284616774	-0.167733284616774
88	1	0.594093114197408	0.405906885802592
89	0	0.0411721549319971	-0.0411721549319971
90	0	0.11546883104353	-0.11546883104353
91	0	0.209499120058595	-0.209499120058595
92	0	0.519796438085875	-0.519796438085875
93	0	0.261763573631839	-0.261763573631839
94	0	0.0411721549319971	-0.0411721549319971
95	0	0.467531984512631	-0.467531984512631
96	0	0.11546883104353	-0.11546883104353
97	0	0.519796438085875	-0.519796438085875
98	0	0.0411721549319971	-0.0411721549319971
99	0	0.0934366085052411	-0.0934366085052411
100	0	0.11546883104353	-0.11546883104353
101	0	0.167733284616774	-0.167733284616774
102	0	0.0411721549319971	-0.0411721549319971
103	0	0.0411721549319971	-0.0411721549319971
104	0	0.0411721549319971	-0.0411721549319971
105	1	0.467531984512631	0.532468015487369
106	0	0.0411721549319971	-0.0411721549319971
107	0	0.0411721549319971	-0.0411721549319971
108	1	0.519796438085875	0.480203561914125
109	0	0.0411721549319971	-0.0411721549319971
110	0	0.0934366085052411	-0.0934366085052411
111	1	0.688123403212473	0.311876596787527
112	0	0.467531984512631	-0.467531984512631
113	1	0.0411721549319971	0.958827845068003
114	1	0.519796438085875	0.480203561914125
115	0	0.0934366085052411	-0.0934366085052411
116	0	0.0411721549319971	-0.0411721549319971
117	0	0.167733284616774	-0.167733284616774
118	0	0.0934366085052411	-0.0934366085052411
119	0	0.0411721549319971	-0.0411721549319971
120	0	0.11546883104353	-0.11546883104353
121	0	0.0934366085052411	-0.0934366085052411
122	0	0.0411721549319971	-0.0411721549319971
123	1	0.519796438085875	0.480203561914125
124	1	0.283795796170128	0.716204203829872
125	0	0.11546883104353	-0.11546883104353
126	0	0.467531984512631	-0.467531984512631
127	0	0.209499120058595	-0.209499120058595
128	0	0.11546883104353	-0.11546883104353
129	0	0.0411721549319971	-0.0411721549319971
130	0	0.11546883104353	-0.11546883104353
131	0	0.0934366085052411	-0.0934366085052411
132	0	0.167733284616774	-0.167733284616774
133	1	0.093436608505241	0.906563391494759
134	0	0.0411721549319971	-0.0411721549319971
135	0	0.0411721549319971	-0.0411721549319971
136	0	0.0411721549319971	-0.0411721549319971
137	1	0.336060249743372	0.663939750256628
138	1	0.762420079324006	0.237579920675994
139	0	0.467531984512631	-0.467531984512631
140	0	0.0411721549319971	-0.0411721549319971
141	1	0.842626749081634	0.157373250918366
142	1	0.541828660624164	0.458171339375836
143	0	0.0934366085052411	-0.0934366085052411
144	0	0.283795796170128	-0.283795796170128
145	0	0.209499120058595	-0.209499120058595
146	0	0.541828660624164	-0.541828660624164
147	1	0.467531984512631	0.532468015487369
148	0	0.467531984512631	-0.467531984512631
149	0	0.0934366085052411	-0.0934366085052411
150	0	0.283795796170128	-0.283795796170128
151	0	0.11546883104353	-0.11546883104353
152	1	0.820594526543345	0.179405473456655
153	1	0.988921491669943	0.0110785083300572
154	1	0.093436608505241	0.906563391494759

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
11	0	0	1
12	0	0	1
13	0.157463046537502	0.314926093075003	0.842536953462498
14	0.0847372017201832	0.169474403440366	0.915262798279817
15	0.111679880102757	0.223359760205514	0.888320119897243
16	0.0678188738259869	0.135637747651974	0.932181126174013
17	0.0367045497442221	0.0734090994884441	0.963295450255778
18	0.0194375495879245	0.038875099175849	0.980562450412075
19	0.00983479389360297	0.0196695877872059	0.990165206106397
20	0.00554915092978612	0.0110983018595722	0.994450849070214
21	0.0156829912693805	0.0313659825387609	0.98431700873062
22	0.0530294166930235	0.106058833386047	0.946970583306977
23	0.163875368161258	0.327750736322516	0.836124631838742
24	0.172315278048148	0.344630556096296	0.827684721951852
25	0.329702667467832	0.659405334935665	0.670297332532168
26	0.349703622282162	0.699407244564324	0.650296377717838
27	0.320015169735288	0.640030339470576	0.679984830264712
28	0.626636731028071	0.746726537943858	0.373363268971929
29	0.570359313562829	0.859281372874342	0.429640686437171
30	0.649212589403825	0.70157482119235	0.350787410596175
31	0.592207481772008	0.815585036455983	0.407792518227992
32	0.546594861135307	0.906810277729386	0.453405138864693
33	0.520409172161711	0.959181655676578	0.479590827838289
34	0.511828298891846	0.976343402216307	0.488171701108154
35	0.45590124871576	0.911802497431519	0.54409875128424
36	0.40112949204285	0.802258984085699	0.59887050795715
37	0.438034525685608	0.876069051371216	0.561965474314392
38	0.658825284722759	0.682349430554482	0.341174715277241
39	0.704461369246672	0.591077261506656	0.295538630753328
40	0.759735606691378	0.480528786617244	0.240264393308622
41	0.714859803247944	0.570280393504111	0.285140196752056
42	0.828631252203542	0.342737495592915	0.171368747796458
43	0.8268466855417	0.3463066289166	0.1731533144583
44	0.795764942720745	0.408470114558511	0.204235057279255
45	0.79061311034878	0.418773779302441	0.20938688965122
46	0.803234792422655	0.39353041515469	0.196765207577345
47	0.76934714914707	0.46130570170586	0.23065285085293
48	0.742094143945097	0.515811712109806	0.257905856054903
49	0.751717375581128	0.496565248837745	0.248282624418872
50	0.714634766600253	0.570730466799493	0.285365233399747
51	0.83438432368736	0.33123135262528	0.16561567631264
52	0.803699425958014	0.392601148083971	0.196300574041986
53	0.779274507319827	0.441450985360347	0.220725492680174
54	0.751932928316595	0.496134143366809	0.248067071683405
55	0.717310421147538	0.565379157704924	0.282689578852462
56	0.834560787864643	0.330878424270715	0.165439212135357
57	0.86353266803166	0.272934663936681	0.13646733196834
58	0.84613100066994	0.30773799866012	0.15386899933006
59	0.827468779454183	0.345062441091633	0.172531220545817
60	0.797446698566613	0.405106602866774	0.202553301433387
61	0.76917903162977	0.46164193674046	0.23082096837023
62	0.822418688446762	0.355162623106475	0.177581311553238
63	0.794406167832283	0.411187664335435	0.205593832167717
64	0.764851721779002	0.470296556441996	0.235148278220998
65	0.732558414834422	0.534883170331156	0.267441585165578
66	0.69871733023581	0.602565339528381	0.30128266976419
67	0.663579199478449	0.672841601043101	0.33642080052155
68	0.648358336703723	0.703283326592553	0.351641663296277
69	0.624107446711871	0.751785106576258	0.375892553288129
70	0.780137096138181	0.439725807723639	0.219862903861819
71	0.750763154842593	0.498473690314813	0.249236845157406
72	0.730203841332611	0.539592317334778	0.269796158667389
73	0.835301669281591	0.329396661436818	0.164698330718409
74	0.929179512045891	0.141640975908217	0.0708204879541087
75	0.917167834365637	0.165664331268726	0.0828321656343631
76	0.919175892564782	0.161648214870435	0.0808241074352177
77	0.906907389476178	0.186185221047644	0.0930926105238221
78	0.93263421488325	0.1347315702335	0.0673657851167498
79	0.917043637513046	0.165912724973908	0.082956362486954
80	0.911566552698919	0.176866894602162	0.0884334473010811
81	0.892819790575781	0.214360418848437	0.107180209424219
82	0.947957772221688	0.104084455556624	0.0520422277783122
83	0.935283036362047	0.129433927275906	0.0647169636379528
84	0.92710153319804	0.14579693360392	0.0728984668019601
85	0.916944085260892	0.166111829478215	0.0830559147391076
86	0.896830088561726	0.206339822876548	0.103169911438274
87	0.880342489496338	0.239315021007323	0.119657510503662
88	0.867538960641702	0.264922078716597	0.132461039358298
89	0.839171156743584	0.321657686512832	0.160828843256416
90	0.80783614880122	0.384327702397561	0.19216385119878
91	0.7802529337995	0.439494132400999	0.2197470662005
92	0.831986383643605	0.336027232712789	0.168013616356395
93	0.829158046280966	0.341683907438068	0.170841953719034
94	0.795510038844136	0.408979922311729	0.204489961155864
95	0.8033493332951	0.393301333409799	0.1966506667049
96	0.766574880487464	0.466850239025073	0.233425119512536
97	0.815340107780097	0.369319784439805	0.184659892219903
98	0.779445684658432	0.441108630683136	0.220554315341568
99	0.75257961638049	0.494840767239021	0.24742038361951
100	0.710286796667953	0.579426406664094	0.289713203332047
101	0.683931611184655	0.63213677763069	0.316068388815345
102	0.636319145331658	0.727361709336683	0.363680854668342
103	0.586245548312882	0.827508903374236	0.413754451687118
104	0.534465845691237	0.931068308617525	0.465534154308763
105	0.604097593672739	0.791804812654523	0.395902406327261
106	0.551946168567957	0.896107662864085	0.448053831432043
107	0.498605619857372	0.997211239714745	0.501394380142627
108	0.506483513513994	0.987032972972013	0.493516486486006
109	0.452318366707215	0.90463673341443	0.547681633292785
110	0.418498891598267	0.836997783196534	0.581501108401733
111	0.379828010630623	0.759656021261246	0.620171989369377
112	0.393451292557316	0.786902585114631	0.606548707442684
113	0.720165639582204	0.559668720835592	0.279834360417796
114	0.716682236056286	0.566635527887428	0.283317763943714
115	0.682536139093239	0.634927721813521	0.317463860906761
116	0.629179384539974	0.741641230920052	0.370820615460026
117	0.619333076037906	0.761333847924188	0.380666923962094
118	0.590089470508921	0.819821058982159	0.409910529491079
119	0.531224735381658	0.937550529236683	0.468775264618342
120	0.471961540863948	0.943923081727896	0.528038459136052
121	0.447677540698719	0.895355081397438	0.552322459301281
122	0.386970167133926	0.773940334267852	0.613029832866074
123	0.369437067017072	0.738874134034144	0.630562932982928
124	0.56168455475226	0.87663089049548	0.43831544524774
125	0.496342170098064	0.992684340196128	0.503657829901936
126	0.494497727154484	0.988995454308968	0.505502272845516
127	0.428765712997133	0.857531425994265	0.571234287002867
128	0.361710746281909	0.723421492563818	0.638289253718091
129	0.297114745833295	0.59422949166659	0.702885254166705
130	0.237903650024319	0.475807300048637	0.762096349975681
131	0.225227833891596	0.450455667783192	0.774772166108404
132	0.284683337426651	0.569366674853301	0.715316662573349
133	0.377631945909387	0.755263891818775	0.622368054090613
134	0.302623264788603	0.605246529577206	0.697376735211397
135	0.234014097258456	0.468028194516912	0.765985902741544
136	0.174288022493378	0.348576044986756	0.825711977506622
137	0.18709030565991	0.37418061131982	0.81290969434009
138	0.137899305276706	0.275798610553413	0.862100694723294
139	0.133433591938846	0.266867183877691	0.866566408061154
140	0.084475110415594	0.168950220831188	0.915524889584406
141	0.0525522031564292	0.105104406312858	0.947447796843571
142	0.0822522638698504	0.164504527739701	0.91774773613015
143	0.0651501987528899	0.13030039750578	0.93484980124711

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	2	0.0150375939849624	NOK
5% type I error level	6	0.0451127819548872	OK
10% type I error level	7	0.0526315789473684	OK