A Manufacturing Firm Wants to Determine Whether a Relationship Exists

question 74

Essay

A manufacturing firm wants to determine whether a relationship exists between the number of work-hours an employee misses per year (Y) and the employee's annual wages (X), to test the hypothesis that increased compensation induces better work attendance. The data provided in the table below are based on a random sample of 15 employees from this organization.
-(A) Estimate a simple linear regression model using the sample data. How well does the estimated model fit the sample data?
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(B) Perform an F-test for the existence of a linear relationship between Y and X. Use a 5% level of significance.
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(C) Plot the fitted values versus residuals associated with the model. What does the plot indicate?
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(D) How do you explain the results you have found in (A) through (C)?
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(E) Suppose you learn that the 10^th employee in the sample has been fired for missing an excessive number of work-hours during the past year. In light of this information, how would you proceed to estimate the relationship between the number of work-hours an employee misses per year and the employee's annual wages, using the available information? If you decide to revise your estimate of this regression equation, repeat (A) and (B)

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Definitions:

Individualize

To tailor or adapt something to suit the specific needs or characteristics of an individual.

Involve

To include or engage someone or something as a part of a process or activity.

Nursing Process

A systematic approach to patient care that involves assessment, diagnosis, planning, implementation, and evaluation, used by nurses to ensure efficient and effective healthcare delivery.

Database Review

The process of systematically examining a database to ensure accuracy, consistency, and completeness of the information stored.