The market research department of a soft drink manufacturer is investigating the effectiveness of a price discount
Question:
The market research department of a soft drink
manufacturer is investigating the effectiveness of a price discount
coupon on the purchase of a two-liter beverage product.
A sample of 5500 customers was given coupons for varying
price discounts between 5 and 25 cents. The response variable
was the number of coupons in each price discount category
redeemed after one month. The data follow in Table E11-15.
(a) Fit a logistic regression model to the data. Use a simple linear
regression model as the structure for the linear predictor.
(b) Is the logistic regression model in part (a) adequate?
(c) Draw a graph of the data and the fitted logistic regression model.
(d) Expand the linear predictor to include a quadratic term. Is
there any evidence that this quadratic term is required in the model?
(e) Draw a graph of this new model on the same plot that you prepared
in part (c). Does the expanded model visually provide a
better fit to the data than the original model from part (a)?
Step by Step Answer:
Applied Statistics And Probability For Engineers
ISBN: 9781118539712
6th Edition
Authors: Douglas C. Montgomery, George C. Runger