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Consider the following multiple regression model of domestic car sales (DCS) where: DCS = domestic car sales DCSP = domestic car sales price (in dollars)

Consider the following multiple regression model of domestic car sales (DCS) where:

 

DCS = domestic car sales

DCSP = domestic car sales price (in dollars)

PR = prime rate as a percent (i.e., 10% would be entered as 10)

Q2 = quarter 2 dummy variable

Q3 = quarter 3 dummy variable

Q4 = quarter 4 dummy variable

 

 

DCS 2500 2000 1500 1000 500 Jul92 DCS Forecast of DCS Fitted Values Jan-8 an-g5 Ju85 Jan-86 Ju86 an-87 Ju87 an-88 Ju88 Jan-89

 

Multiple Regression — Result Formula

DCS = 3,266.66 + ((DCSP) × −0.098297) + ((PR) × −21.17) + ((Q2) × 292.88) + ((Q3) × 149.07) + ((Q4) × −60.25)

 

Audit Trail — ANOVA Table (Multiple Regression Selected)
Source of variationSSdfMSSEE
Regression 1,834,180.23  5  366,836.05    
Error 494,506.47  34  14,544.31  120.60 
Total 2,328,686.70  39       
 

 

Audit Trail — Coefficient Table (Multiple Regression Selected) 
Series DescriptionIncluded in ModelCoefficientStandard ErrorT-testP-valueF-testElasticityOverall F-test
DCS Dependent  3,266.66  288.10  11.34  0.00  128.56     25.22 
DCSP Yes  −0.10  0.01  −7.18  0.00  51.50  −0.76    
PR Yes  −21.17  13.77  −1.54  0.13  2.36  −0.11    
Q2 Yes  292.88  54.02  5.42  0.00  29.39  0.04    
Q3 Yes  149.07  54.11  2.76  0.01  7.59  0.02    
Q4 Yes  −60.25  54.22  −1.11  0.27  1.23  −0.01    
 

 

Audit Trail - Statistics     
Accuracy MeasuresValue Forecast StatisticsValue 
AIC492.41 Durbin Watson1.62 
BIC494.10 Mean1,802.86 
Mean Absolute Percentage Error (MAPE)5.30%Standard Deviation244.36 
R-Square78.76%Max2,272.60 
Adjusted R-Square75.64%Min1,421.30 
Root Mean Square Error111.19 Range851.30 
 

 

For the domestic car sales regression above, the "third quick check" shows what (i.e., accuracy)?

DCS 2500 2000 1500 1000 500 DCS Forecast of DCS Fitted Values an-84 an-85 Jan-86 an-87 Jan-88 Jan-89 Jan-90 an-91 Jan-92 Jan-93 Jan-94

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