Question
In a recent survey, ice cream truck drivers in Cincinnati, Ohio, reported that they make about $280 in income on a typical summer day. The
In a recent survey, ice cream truck drivers in Cincinnati, Ohio, reported that they make about $280 in income on a typical summer day.
The income was generally higher on days with longer work hours, particularly hot days, and on holidays. Irma follows an ice cream
truck driver for five weeks. She collects the information on the driver's daily income (Income), number of hours on the road (Hours),
whether it was a particularly hot day (Hot =1 if the high temperature was above 85,0 otherwise), and whether it was a Holiday
(Holiday =1,0 otherwise). A portion of the data is shown in the accompanying table.
Click here for the Excel Data File
a-1. Estimate the effect of Hours, Hot, and Holidays on Income. Report the regression coefficients and their significance at the 5% level.
(Negative values should be indicated by a minus sign. Round regression coefficients to 4 decimal places.)
Predictor Variable Coefficient
Constant _________
Hours _________
Hot _________
Holidays _________
a-2. Predict the income of a driver under the following scenarios. (Round coefficient estimates to at least 4 decimal places and final
answers to 2 decimal places.)
Predictor Variable Predictor y
Hours = 6, Hot, Holiday _______
Hours = 6, Hot, Non-Holiday _______
b-1. Extend the above model to include the interaction between Hot and Holiday. Report the regression coefficients and their
significance at the 5% level. (Negative values for regression coefficients should be indicated by a minus sign and round your
answers to 4 decimal places.)
Predictor Variable Coefficient
Constant _________
Hours _________
Hot _________
Holidays _________
Hot x Holidays _________
b-2. Predict the income of a driver under the following scenarios. (Round coefficient estimates to at least 4 decimal places and final
answers to 2 decimal places.)
Predictor Variable Predictor y
Hours = 6, Hot, Holiday _______
Hours = 6, Hot, Non-Holiday _______
Income Hours Hot Holiday
196510
277800
318610
232510
276800
312801
193501
110400
321810
283800
325810
247701
398811
448811
214400
235800
238800
148310
313801
449811
332811
247800
363710
393711
254800
228800
355611
248701
291810
255510
239600
181600
222700
277501
374611
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