A shoe manufacturer is considering developing a new brand of running shoes. The business problem facing the marketing analyst is to determine which variables should be used to predict durability (i.e., the effect of long-term impact). Two independent variables under consideration are X1 (FOREIMP), a measurement of the forefoot shock-absorbing capability, and X2 (MIDSOLE), a measurement of the change in impact properties over time. The dependent variable Y is LTIMP, a measure of the shoe's durability after a repeated impact test. Data are collected from a random sample of 15 types of currently manufactured running shoes, with the following results:
Variable | Coefficients | Standard Error | t Statistic | p-Value |
Intercept | -0.02686 | 0.06905 | -0.39 | 0.7034 |
FOREIMP | 0.79116 | 0.06295 | 12.57 | 0.0000 |
MIDSOLE | 0.60484 | 0.07174 | 8.43 |
0.0000 |
A) State the regression equation.
B) Interpret the meaning of the slopes, b1 and b2, in this problem.
C) What conclusions can you reach concerning durability?
Please show all work.
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