Which of the coefficients are statistically significant

Reference no: EM13205342

Chez Henri is a restaurant chain that operates in 40 different cities. It hired an economist to estimate the factors affecting the demand for its sales. The following equation was estimated using cross sectional data from each of its 40 restaurants.

Y: Annual restaurant sales (in thousands)

X1: Disposable per capital income (in thousands) of the residents living within 5 miles of a restaurant

X2: Population (in thousands) within a 5-mile radius of a restaurant

X3: Number of competing restaurants within a 5-mile radius

The following information was obtained from the regression analysis:
Multiple R: 0.92
R-Square: 0.85
Std. Error of Est.: 0.40

Analysis of Variance

DF
Sum Squares
Mean Sqr.
F-Stat

Regression
3
220
73.3
18.2

Residual
36
60
1.7

Variable
Coefficient
Std. Error
T-Value

Constant
0.4
0.2
2.0

X1
0.01
0.004
2.5

X2
0.02
0.015
1.3

X3
-20.2
4.50
-4.6

a. Give the estimated demand equation for predicting restaurant sales.
b. Provide an interpretation for each of the regression coefficients.
c. Which of the coefficients are statistically significant and which are not? Explain.
d. What percent of variation are restaurant sales explained by this equation?

Reference no: EM13205342

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