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A Large Pharmaceutical Company Selected a Random Sample of New =60.8+4.80= - 60.8 + 4.80

question 21

Multiple Choice

A large pharmaceutical company selected a random sample of new hires and
Obtained their job performance ratings based on their first six months with the company.
These data were used to build a multiple regression model to predict the job performance
Of new hires based on age, GPA and gender (female = 1 and male = 0) . The results of
The analysis are shown below. How much of the variability in Job Performance is
Explained by the regression model? The regression equation is
Job Performance =60.8+4.80= - 60.8 + 4.80 Age +1.44+ 1.44 GPA +9.06+ 9.06 Gender

 Predictor  Coef  SE Coef  T  P  Constant 60.7622.492.700.012 Age 4.8021.1774.080.000 GPA 1.4432.3790.610.549 Gender 9.0602.3143.920.001\begin{array} { l r r r r } \text { Predictor } & \text { Coef } & \text { SE Coef } & \text { T } & \text { P } \\ \text { Constant } & - 60.76 & 22.49 & - 2.70 & 0.012 \\ \text { Age } & 4.802 & 1.177 & 4.08 & 0.000 \\ \text { GPA } & 1.443 & 2.379 & 0.61 & 0.549 \\ \text { Gender } & 9.060 & 2.314 & 3.92 & 0.001 \end{array}

S=5.56691RSq=77.7%S = 5.56691 \quad \mathrm { R } - \mathrm { Sq } = 77.7 \%


Definitions:

Confidential Information

Data or knowledge which is not meant to be disclosed to the public, often protected by law or contract due to its sensitive nature.

Economic Loss

Financial loss experienced by an individual or entity, which can include lost profits, costs of repair, or decrease in value of assets.

Legal Duty

An obligation enforced by law that requires an individual or entity to adhere to a standard of reasonable care.

Employer Control

The degree of authority and oversight an employer has over its employees, including aspects of job performance, work environment, and terms of employment.

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