Multiple Linear Regression - Estimated Regression Equation
PS[t] = + 5.37427458453137 -0.393161874372465D[t] -1.25726326411256logtg[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)5.374274584531370.6285558.550200
D-0.3931618743724650.113081-3.47680.0011930.000597
logtg-1.257263264112560.345668-3.63720.0007470.000374


Multiple Linear Regression - Regression Statistics
Multiple R0.707980306510684
R-squared0.501236114406963
Adjusted R-squared0.477485453188247
F-TEST (value)21.1040909468229
F-TEST (DF numerator)2
F-TEST (DF denominator)42
p-value4.52683840967971e-07
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.995595347167661
Sum Squared Residuals41.6308240026796


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
11.80.2873441856209951.51265581437901
20.70.96615581594191-0.266155815941910
33.93.039812681147580.860187318852421
410.5411837816674790.458816218332521
53.62.718867938273090.88113206172691
61.42.01179906212406-0.611799062124065
71.51.225220546566250.274779453433746
80.70.3495823003807760.350417699619224
92.12.94026100934512-0.84026100934512
1002.76849220604468-2.76849220604468
114.12.547099134972651.55290086502735
121.21.97387263575887-0.773872635758872
130.30.1369907749676990.163009225032301
140.50.679874884889633-0.179874884889633
153.43.074055015576710.325944984423292
161.51.84881517467548-0.348815174675481
173.42.375330331672221.02466966832778
180.81.49768094956778-0.697680949567781
190.80.2321916470122720.567808352987728
201.42.12640115959281-0.726401159592806
2122.84506013730055-0.845060137300546
221.91.93034924174817-0.0303492417481738
232.43.12398241960757-0.723982419607573
242.82.116265599790610.683734400209387
251.32.58705903502503-1.28705903502503
2622.33765867086264-0.337658670862643
275.63.624297774243891.97570222575611
283.12.367034510131340.732965489868663
2910.0849492727142160.915050727285784
301.81.88970289604161-0.0897028960416137
310.90.997365596188724-0.097365596188724
321.83.04095260904621-1.24095260904621
331.91.210787394373420.689212605626581
340.91.53343094129818-0.633430941298177
352.62.532411214709680.0675887852903247
362.42.82364474465341-0.423644744653407
371.21.80330902995035-0.603309029950349
380.91.63063816541727-0.730638165417271
390.51.23747629104481-0.737476291044806
400.60.668917543857815-0.068917543857815
412.32.35234659112562-0.0523465911256214
420.51.30178847782212-0.801788477822116
432.62.497426496497410.102573503502594
440.60.881986076224654-0.281986076224654
456.63.540128034526643.05987196547336


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
60.5828982980151940.8342034039696120.417101701984806
70.4307921539590060.8615843079180130.569207846040994
80.2901138644368450.580227728873690.709886135563155
90.312506919643210.625013839286420.68749308035679
100.8125055258243510.3749889483512970.187494474175649
110.9265608051137330.1468783897725340.0734391948862672
120.9104840133747050.1790319732505900.0895159866252952
130.8678921456739490.2642157086521020.132107854326051
140.8073143625586670.3853712748826670.192685637441333
150.7671379064716590.4657241870566820.232862093528341
160.7016428052098880.5967143895802230.298357194790112
170.7005899222936380.5988201554127240.299410077706362
180.6585089900439370.6829820199121260.341491009956063
190.6033442676670490.7933114646659020.396655732332951
200.5510219982042350.897956003591530.448978001795765
210.520145202880540.959709594238920.47985479711946
220.4282601885239370.8565203770478750.571739811476063
230.3942459884440740.7884919768881480.605754011555926
240.3517565604919840.7035131209839680.648243439508016
250.4190683284446090.8381366568892180.580931671555391
260.352601632031830.705203264063660.64739836796817
270.5615594746613140.8768810506773720.438440525338686
280.5169797480496890.9660405039006210.483020251950311
290.5848819866608740.8302360266782510.415118013339126
300.4888285728614450.977657145722890.511171427138555
310.4024003314760860.8048006629521720.597599668523914
320.6477187493084670.7045625013830660.352281250691533
330.6785294791942050.642941041611590.321470520805795
340.7009631146453470.5980737707093060.299036885354653
350.8541501660878520.2916996678242970.145849833912148
360.8804630470144930.2390739059710140.119536952985507
370.7937027081709980.4125945836580030.206297291829002
380.7059441746015430.5881116507969150.294055825398457
390.5827168049370690.834566390125860.41728319506293


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