Multiple Linear Regression - Estimated Regression Equation
Y[t] = + 105.300995850622 -8.30497925311204X[t] + 8.69983402489626M1[t] -16.8609958506224M2[t] -5.9009958506224M3[t] + 10.64M4[t] + 10.52M5[t] + 4.02M6[t] -3.59999999999999M7[t] -3.38M8[t] -2.06000000000000M9[t] + 6.74M10[t] + 0.560000000000001M11[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)105.3009958506222.42429343.435700
X-8.304979253112041.889219-4.3966.1e-053e-05
M18.699834024896263.2430072.68260.0099890.004994
M2-16.86099585062243.407584-4.94811e-055e-06
M3-5.90099585062243.407584-1.73170.0897460.044873
M410.643.3865713.14180.0028750.001437
M510.523.3865713.10640.0031770.001588
M64.023.3865711.1870.2410530.120526
M7-3.599999999999993.386571-1.0630.2930910.146545
M8-3.383.386571-0.99810.3232550.161628
M9-2.060000000000003.386571-0.60830.5458660.272933
M106.743.3865711.99020.0522790.02614
M110.5600000000000013.3865710.16540.8693560.434678


Multiple Linear Regression - Regression Statistics
Multiple R0.855759430330213
R-squared0.73232420259909
Adjusted R-squared0.665405253248862
F-TEST (value)10.9434503934961
F-TEST (DF numerator)12
F-TEST (DF denominator)48
p-value4.93353691233267e-10
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation5.35463934521169
Sum Squared Residuals1376.26380082988


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
1111.4114.000829875519-2.60082987551872
287.488.44-1.03999999999997
396.899.4-2.60000000000000
4114.1115.940995850622-1.84099585062243
5110.3115.820995850622-5.52099585062241
6103.9109.320995850622-5.4209958506224
7101.6101.700995850622-0.100995850622399
894.6101.920995850622-7.32099585062241
995.9103.240995850622-7.3409958506224
10104.7112.040995850622-7.3409958506224
11102.8105.860995850622-3.06099585062241
1298.1105.300995850622-7.20099585062241
13113.9114.000829875519-0.100829875518659
1480.988.44-7.54
1595.799.4-3.7
16113.2115.940995850622-2.74099585062240
17105.9115.820995850622-9.9209958506224
18108.8109.320995850622-0.52099585062241
19102.3101.7009958506220.599004149377588
2099101.920995850622-2.9209958506224
21100.7103.240995850622-2.54099585062241
22115.5112.0409958506223.45900414937759
23100.7105.860995850622-5.1609958506224
24109.9105.3009958506224.59900414937760
25114.6114.0008298755190.59917012448133
2685.488.44-3.04000000000001
27100.599.41.1
28114.8115.940995850622-1.14099585062240
29116.5115.8209958506220.679004149377588
30112.9109.3209958506223.5790041493776
31102101.7009958506220.299004149377590
32106101.9209958506224.0790041493776
33105.3103.2409958506222.05900414937759
34118.8112.0409958506226.75900414937759
35106.1105.8609958506220.239004149377590
36109.3105.3009958506223.9990041493776
37117.2114.0008298755193.19917012448134
3892.588.444.05999999999999
39104.299.44.8
40112.5115.940995850622-3.4409958506224
41122.4115.8209958506226.5790041493776
42113.3109.3209958506223.97900414937759
43100101.700995850622-1.70099585062241
44110.7101.9209958506228.7790041493776
45112.8103.2409958506229.55900414937759
46109.8112.040995850622-2.24099585062241
47117.3105.86099585062211.4390041493776
48109.1105.3009958506223.79900414937759
49115.9114.0008298755191.89917012448134
509688.447.55999999999999
5199.899.40.399999999999997
52116.8107.6360165975109.16398340248963
53115.7107.5160165975108.18398340248962
5499.4101.016016597510-1.61601659751037
5594.393.39601659751040.903983402489621
569193.6160165975104-2.61601659751037
5793.294.9360165975104-1.73601659751037
58103.1103.736016597510-0.636016597510378
5994.197.5560165975104-3.45601659751038
6091.896.9960165975104-5.19601659751037
61102.7105.695850622407-2.99585062240663


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
160.1850064069147850.3700128138295690.814993593085215
170.1950924613909200.3901849227818410.80490753860908
180.1720381575082240.3440763150164490.827961842491776
190.09221685554237610.1844337110847520.907783144457624
200.08454758980511510.1690951796102300.915452410194885
210.08400938974146790.1680187794829360.915990610258532
220.2314466097642440.4628932195284880.768553390235756
230.2075758296458870.4151516592917740.792424170354113
240.3828688761202260.7657377522404530.617131123879774
250.2957887741514010.5915775483028020.704211225848599
260.278599358302530.557198716605060.72140064169747
270.2343924513511870.4687849027023750.765607548648813
280.1898380473779910.3796760947559830.810161952622009
290.3077943311857890.6155886623715770.692205668814211
300.2958932442583410.5917864885166830.704106755741658
310.2187480270740130.4374960541480250.781251972925987
320.2567184446612320.5134368893224640.743281555338768
330.2542115398826280.5084230797652560.745788460117372
340.3042720393011980.6085440786023950.695727960698802
350.2822982018994280.5645964037988570.717701798100572
360.2366602635747390.4733205271494780.763339736425261
370.1808488587420640.3616977174841280.819151141257936
380.1713704197503680.3427408395007370.828629580249632
390.1485578957464870.2971157914929750.851442104253513
400.4436620122197230.8873240244394460.556337987780277
410.5611352721182020.8777294557635960.438864727881798
420.4506766688847330.9013533377694650.549323331115267
430.5804452842848460.8391094314303070.419554715715154
440.5230904384922510.9538191230154970.476909561507749
450.4596034212680210.9192068425360420.540396578731979


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