Multiple Linear Regression - Estimated Regression Equation |
Yt[t] = + 2.29293716989081 -0.000645474871196689Xt[t] -0.167840089433265M1[t] -0.092571141570267M2[t] + 0.0043537150448783M3[t] -0.0252159683743238M4[t] -0.0265814134344323M5[t] + 0.0603542010952332M6[t] + 0.135666180616312M7[t] + 0.170881338906710M8[t] + 0.154472862188522M9[t] + 0.0962793817439484M10[t] + 0.0615052979488673M11[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) | 2.29293716989081 | 2.122881 | 1.0801 | 0.28449 | 0.142245 |
Xt | -0.000645474871196689 | 0.009966 | -0.0648 | 0.94858 | 0.47429 |
M1 | -0.167840089433265 | 0.401087 | -0.4185 | 0.677128 | 0.338564 |
M2 | -0.092571141570267 | 0.400654 | -0.2311 | 0.818075 | 0.409038 |
M3 | 0.0043537150448783 | 0.400279 | 0.0109 | 0.991359 | 0.495679 |
M4 | -0.0252159683743238 | 0.39974 | -0.0631 | 0.949915 | 0.474958 |
M5 | -0.0265814134344323 | 0.399429 | -0.0665 | 0.947166 | 0.473583 |
M6 | 0.0603542010952332 | 0.399197 | 0.1512 | 0.880342 | 0.440171 |
M7 | 0.135666180616312 | 0.398981 | 0.34 | 0.73504 | 0.36752 |
M8 | 0.170881338906710 | 0.398867 | 0.4284 | 0.669907 | 0.334954 |
M9 | 0.154472862188522 | 0.398765 | 0.3874 | 0.69987 | 0.349935 |
M10 | 0.0962793817439484 | 0.398727 | 0.2415 | 0.81003 | 0.405015 |
M11 | 0.0615052979488673 | 0.39869 | 0.1543 | 0.877925 | 0.438962 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.153756064704567 |
R-squared | 0.0236409274334351 |
Adjusted R-squared | -0.17494057885129 |
F-TEST (value) | 0.119048988376283 |
F-TEST (DF numerator) | 12 |
F-TEST (DF denominator) | 59 |
p-value | 0.999855450730628 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.69053774045455 |
Sum Squared Residuals | 28.1336998885324 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 1.79 | 1.99929402806130 | -0.209294028061304 |
2 | 1.95 | 2.07417569100159 | -0.124175691001588 |
3 | 2.26 | 2.17077781018113 | 0.089222189818865 |
4 | 2.04 | 2.14107903178769 | -0.101079031787693 |
5 | 2.16 | 2.13971358672759 | 0.0202864132724147 |
6 | 2.75 | 2.22664920125725 | 0.523350798742749 |
7 | 2.79 | 2.30196118077833 | 0.488038819221672 |
8 | 2.88 | 2.33665995917177 | 0.543340040828229 |
9 | 3.36 | 2.31979965004375 | 1.04020034995625 |
10 | 2.97 | 2.26141252713781 | 0.708587472862188 |
11 | 3.1 | 2.22650934836849 | 0.873490651631509 |
12 | 2.49 | 2.16481040795827 | 0.325189592041735 |
13 | 2.2 | 1.99690577103788 | 0.203094228962119 |
14 | 2.25 | 2.0715937915168 | 0.178406208483199 |
15 | 2.09 | 2.16819591069635 | -0.0781959106963484 |
16 | 2.79 | 2.13778710994459 | 0.65221289005541 |
17 | 3.14 | 2.13584073750041 | 1.00415926249959 |
18 | 2.93 | 2.22232451962023 | 0.707675480379767 |
19 | 2.65 | 2.29724921421859 | 0.352750785781407 |
20 | 2.67 | 2.33246437250899 | 0.337535627491008 |
21 | 2.26 | 2.31573315835521 | -0.0557331583552061 |
22 | 2.35 | 2.25747513042351 | 0.092524869576488 |
23 | 2.13 | 2.22257195165419 | -0.0925719516541917 |
24 | 2.18 | 2.16093755873109 | 0.0190624412689152 |
25 | 2.9 | 1.99290382683646 | 0.907096173163539 |
26 | 2.63 | 2.0679791322381 | 0.5620208677619 |
27 | 2.67 | 2.16451670393053 | 0.505483296069473 |
28 | 1.81 | 2.13443064061437 | -0.324430640614367 |
29 | 1.33 | 2.13280700560578 | -0.802807005605781 |
30 | 0.88 | 2.21961352516121 | -1.33961352516121 |
31 | 1.28 | 2.29447367227245 | -1.01447367227245 |
32 | 1.26 | 2.32955973558861 | -1.06955973558861 |
33 | 1.26 | 2.31282852143482 | -1.05282852143482 |
34 | 1.29 | 2.25457049350313 | -0.964570493503127 |
35 | 1.1 | 2.21953821975957 | -1.11953821975957 |
36 | 1.37 | 2.15796837432358 | -0.78796837432358 |
37 | 1.21 | 1.98974099996760 | -0.779740999967597 |
38 | 1.74 | 2.06494540034348 | -0.324945400343475 |
39 | 1.76 | 2.1618057094715 | -0.401805709471501 |
40 | 1.48 | 2.13217147856518 | -0.652171478565179 |
41 | 1.04 | 2.13028965360811 | -1.09028965360811 |
42 | 1.62 | 2.21683798321506 | -0.596837983215061 |
43 | 1.49 | 2.29195632027478 | -0.80195632027478 |
44 | 1.79 | 2.32697783610382 | -0.53697783610382 |
45 | 1.8 | 2.31044026441139 | -0.510440264411393 |
46 | 1.58 | 2.25211768899258 | -0.67211768899258 |
47 | 1.86 | 2.2170208677619 | -0.3570208677619 |
48 | 1.74 | 2.15519283237743 | -0.415192832377434 |
49 | 1.59 | 1.98715910048281 | -0.397159100482810 |
50 | 1.26 | 2.06223440588445 | -0.80223440588445 |
51 | 1.13 | 2.15896562003824 | -1.02896562003824 |
52 | 1.92 | 2.12907319918344 | -0.209073199183435 |
53 | 2.61 | 2.12757865914909 | 0.482421340850912 |
54 | 2.26 | 2.21393334629468 | 0.0460666537053237 |
55 | 2.41 | 2.28892258838016 | 0.121077411619844 |
56 | 2.26 | 2.32381500923496 | -0.0638150092349567 |
57 | 2.03 | 2.30721289005541 | -0.27721289005541 |
58 | 2.86 | 2.24882576714948 | 0.611174232850523 |
59 | 2.55 | 2.21379349340592 | 0.336206506594083 |
60 | 2.27 | 2.15215910048281 | 0.11784089951719 |
61 | 2.26 | 1.98399627361395 | 0.276003726386053 |
62 | 2.57 | 2.05907157901559 | 0.510928420984414 |
63 | 3.07 | 2.15573824568225 | 0.914261754317747 |
64 | 2.76 | 2.12545853990473 | 0.634541460095266 |
65 | 2.51 | 2.12377035740903 | 0.386229642590973 |
66 | 2.87 | 2.21064142445157 | 0.659358575548427 |
67 | 3.14 | 2.28543702407569 | 0.854562975924307 |
68 | 3.11 | 2.32052308739185 | 0.789476912608147 |
69 | 3.16 | 2.30398551569943 | 0.856014484300574 |
70 | 2.47 | 2.24559839279349 | 0.224401607206507 |
71 | 2.57 | 2.21056611904993 | 0.359433880950067 |
72 | 2.89 | 2.14893172612683 | 0.741068273873173 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
16 | 0.0564857295518495 | 0.112971459103699 | 0.94351427044815 |
17 | 0.0379945714989894 | 0.0759891429979788 | 0.96200542850101 |
18 | 0.0324662733710641 | 0.0649325467421283 | 0.967533726628936 |
19 | 0.0433793806220466 | 0.0867587612440932 | 0.956620619377953 |
20 | 0.042277437971179 | 0.084554875942358 | 0.957722562028821 |
21 | 0.172330427811717 | 0.344660855623435 | 0.827669572188283 |
22 | 0.178458252979566 | 0.356916505959133 | 0.821541747020434 |
23 | 0.233360209427825 | 0.46672041885565 | 0.766639790572175 |
24 | 0.200098410007447 | 0.400196820014894 | 0.799901589992553 |
25 | 0.517292498785791 | 0.965415002428418 | 0.482707501214209 |
26 | 0.719872517125495 | 0.56025496574901 | 0.280127482874505 |
27 | 0.91945077913781 | 0.161098441724380 | 0.0805492208621902 |
28 | 0.956587487702365 | 0.0868250245952709 | 0.0434125122976354 |
29 | 0.98752622283293 | 0.0249475543341408 | 0.0124737771670704 |
30 | 0.998570490793306 | 0.00285901841338866 | 0.00142950920669433 |
31 | 0.998847110283313 | 0.00230577943337366 | 0.00115288971668683 |
32 | 0.998949797025514 | 0.00210040594897104 | 0.00105020297448552 |
33 | 0.998898392212705 | 0.00220321557459068 | 0.00110160778729534 |
34 | 0.998461040911522 | 0.00307791817695601 | 0.00153895908847801 |
35 | 0.998011416806666 | 0.00397716638666838 | 0.00198858319333419 |
36 | 0.996462926071196 | 0.0070741478576074 | 0.0035370739288037 |
37 | 0.993512354692534 | 0.0129752906149320 | 0.00648764530746602 |
38 | 0.993433830978843 | 0.0131323380423138 | 0.00656616902115692 |
39 | 0.992242103060184 | 0.0155157938796323 | 0.00775789693981613 |
40 | 0.986367613314366 | 0.0272647733712690 | 0.0136323866856345 |
41 | 0.98559004155931 | 0.0288199168813777 | 0.0144099584406889 |
42 | 0.975167347816385 | 0.0496653043672292 | 0.0248326521836146 |
43 | 0.964063937447077 | 0.0718721251058452 | 0.0359360625529226 |
44 | 0.942145406777622 | 0.115709186444755 | 0.0578545932223776 |
45 | 0.911218518598022 | 0.177562962803955 | 0.0887814814019775 |
46 | 0.867475355167718 | 0.265049289664564 | 0.132524644832282 |
47 | 0.822084779809601 | 0.355830440380798 | 0.177915220190399 |
48 | 0.756797374263717 | 0.486405251472567 | 0.243202625736283 |
49 | 0.676323854510123 | 0.647352290979754 | 0.323676145489877 |
50 | 0.650980208214707 | 0.698039583570586 | 0.349019791785293 |
51 | 0.881901689060655 | 0.236196621878691 | 0.118098310939345 |
52 | 0.84267615081186 | 0.314647698376279 | 0.157323849188140 |
53 | 0.873480013713396 | 0.253039972573208 | 0.126519986286604 |
54 | 0.798879571481916 | 0.402240857036168 | 0.201120428518084 |
55 | 0.703259628502654 | 0.593480742994692 | 0.296740371497346 |
56 | 0.599530120128846 | 0.800939759742308 | 0.400469879871154 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 7 | 0.170731707317073 | NOK |
5% type I error level | 14 | 0.341463414634146 | NOK |
10% type I error level | 20 | 0.48780487804878 | NOK |