A manufacturing manager uses a dexterity test on 120 current employees in order to predict watch production

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A manufacturing manager uses a dexterity test on 120 current employees in order to predict watch production based on time to completion (in seconds) and a Male dummy variable. A portion of the data is shown in the accompanying table. 


a. Estimate the linear model Watches = β0 + β1Time + β2Male + ɛ. Interpret the slope coefficient for Time. If the time required to complete the dexterity test is 550 seconds, what is the predicted watch production for male and female employees? 

b. Estimate the logarithmic model Watches = β0 + β1ln(Time) + β2Male + ɛ. Interpret the slope coefficient for ln(Time).If the time required to complete the dexterity test is 550 seconds, what is the predicted watch production for male and female employees? 

c. Which model provides a better fit? Explain.

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Business Analytics Communicating With Numbers

ISBN: 9781260785005

1st Edition

Authors: Sanjiv Jaggia, Alison Kelly, Kevin Lertwachara, Leida Chen

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