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Davis Stores sells clothing in 15 stores located around the southwestern United States. The managers at...

Davis Stores sells clothing in 15 stores located around the southwestern United States. The managers at Davis are considering expanding by opening new stores and are interested in estimating costs in potential new locations. They believe that costs are driven in large part by store volume measured by revenue. During a discussion, one of the managers suggests that number of employees might be better at explaining cost than store revenues. As a result of that suggestion, managers collected the following information from last year’s operations (revenues and costs in thousands of dollars):

Store Costs Employees Revenues
101 $2,323 40 $5,881
102 1,926 25 4,424
103 2,941 28 6,983
104 2,728 37 6,937
105 2,497 49 5,322
106 5,206 50 3,339
107 2,924 44 4,807
108 3,168 40 2,829
109 2,775 28 4,709
110 5,917 57 4,640
111 2,452 32 3,806
112 3,128 28 5,005
113 3,282 37 3,298
114 4,880 42 4,910
115 5,157 54 4,889

d-1. Enter the regression coefficients.

d-2. Estimate the cost of a store with 42 employees using the results from a simple regression of store cost on employees.

Enter the regression coefficients. (Round your answers to 2 decimal places. Negative amounts should be indicated by a minus sign.)

Intercept
Employees

Estimate the cost of a store with 42 employees using the results from a simple regression of store cost on employees. (Round your intermediate calculations and final answer to 2 decimal places.)

Store cost

Solutions

Expert Solution

The summary of the regression is shown below. Your questions have been addressed subsequently.

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.729124426
R Square 0.531622429
Adjusted R Square 0.495593385
Standard Error 876.7669739
Observations 15
ANOVA
df SS MS F Significance F
Regression 1 11342765 11342764.69 14.75538541 0.00204102
Residual 13 9993364.2 768720.3265
Total 14 21336129
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept -101.598197 944.38262 -0.107581603 0.915970216 -2141.812812 1938.616419 -2141.8128 1938.6164
X Variable 1 89.38743308 23.270257 3.84127393 0.00204102 39.11509838 139.6597678 39.1150984 139.65977

Part d - 1 Enter the regression coefficients. (Round your answers to 2 decimal places. Negative amounts should be indicated by a minus sign.)

Intercept -101.60   
Employees 89.39

Part d - 2

Estimate the cost of a store with 42 employees using the results from a simple regression of store cost on employees. (Round your intermediate calculations and final answer to 2 decimal places.)

Cost = Intercept + Coefficient x Employees = - 101.60 + 89.39 x 42 = $  3,652.67


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