Multiple Linear Regression - Estimated Regression Equation
logPS[t] = + 1.27730811122389 + 0.0691075715100523logL[t] + 0.140548574376517logWb[t] -0.115124094370321logWbr[t] -0.397489390641219logtg[t] + 0.0939752128433267P[t] + 0.0524917856710099S[t] -0.26413778311735D[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)1.277308111223890.1859656.868500
logL0.06910757151005230.1164270.59360.5571050.278553
logWb0.1405485743765170.0714611.96680.0582130.029107
logWbr-0.1151240943703210.10471-1.09950.2800330.140016
logtg-0.3974893906412190.102745-3.86870.0005250.000263
P0.09397521284332670.0628921.49420.1452240.072612
S0.05249178567100990.0399081.31530.1980470.099024
D-0.264137783117350.074179-3.56080.0012170.000608


Multiple Linear Regression - Regression Statistics
Multiple R0.870351758890984
R-squared0.75751218420463
Adjusted R-squared0.702756870960514
F-TEST (value)13.8344964045299
F-TEST (DF numerator)7
F-TEST (DF denominator)31
p-value5.64794074842112e-08
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.16412719537478
Sum Squared Residuals0.835069824109329


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
10.301029995663980.1248804919048220.176149503759158
20.25527250510331-0.1618280409850070.417100546088317
3-0.15490195998574-0.106584301648372-0.0483176583373676
40.59106460702650.4556663464830860.135398260543414
50-0.01590666574711420.0159066657471142
60.556302500767290.5076739552524460.0486285455148436
70.146128035678240.275331512873706-0.129203477195466
80.176091259055680.0001342103295835780.175957048726096
9-0.15490195998574-0.109748678567146-0.045153281418594
100.322219294733920.38872736881314-0.0665080740792197
110.612783856719740.3734946066447710.239289250074969
120.0791812460476250.107091233334863-0.0279099872872381
13-0.30102999566398-0.118376499988386-0.182653495675594
140.531478917042260.516252327495340.0152265895469199
150.176091259055680.36778541441-0.19169415535432
160.531478917042260.2881178445439750.243361072498285
17-0.0969100130080560.0977368646652329-0.194646877673289
18-0.096910013008056-0.1426992763247670.0457892633167114
190.301029995663980.367912284470406-0.0668822888064265
200.278753600952830.226004835914710.0527487650381198
210.113943352306840.246930768637389-0.132987416330549
220.74818802700620.813319473656341-0.0651314466501409
230.491361693834270.4408345349117990.0505271589224711
240.255272505103310.08164606360260250.173626441500708
25-0.045757490560675-0.0864325449584680.040675054397793
260.255272505103310.485138107009484-0.229865601906174
270.278753600952830.1477160455006490.131037555452181
28-0.0457574905606750.114177787463132-0.159935278023807
290.414973347970820.2303986886815090.184574659289311
300.380211241711610.438230033149673-0.0580187914380631
310.0791812460476250.172794446274514-0.0936132002268894
32-0.0457574905606750.0223673192313971-0.0681248097920721
33-0.30102999566398-0.0834192563359215-0.217610739328058
34-0.22184874961636-0.100324839250258-0.121523910366102
350.361727836017590.2736158489326190.0881119870849714
36-0.30102999566398-0.118014468084197-0.183015527579783
370.414973347970820.3136502323683270.101323115602493
38-0.22184874961636-0.189103055033892-0.0327456945824676
390.819543935541870.839433706594124-0.019889771052254


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
110.935229721539880.1295405569202390.0647702784601193
120.8785265560001460.2429468879997080.121473443999854
130.9322828908558690.1354342182882630.0677171091441314
140.8783761726311330.2432476547377340.121623827368867
150.8548454663707320.2903090672585350.145154533629268
160.9167321803308290.1665356393383430.0832678196691713
170.9220651904420480.1558696191159030.0779348095579517
180.8722234194773220.2555531610453560.127776580522678
190.8224596783536860.3550806432926280.177540321646314
200.7545506597854740.4908986804290520.245449340214526
210.7201405114323920.5597189771352160.279859488567608
220.6247024968133070.7505950063733870.375297503186693
230.5183762487857580.9632475024284840.481623751214242
240.5139578413705090.9720843172589820.486042158629491
250.4229253519996380.8458507039992770.577074648000362
260.5095360451695950.980927909660810.490463954830405
270.7009698187055960.5980603625888070.299030181294404
280.978888626549470.04222274690106170.0211113734505309


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level10.0555555555555556NOK
10% type I error level10.0555555555555556OK