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Twenty Colleges Each Recommended One of Its Graduating Seniors for a Prestigious

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Twenty colleges each recommended one of its graduating seniors for a prestigious graduate fellowship. The process to determine which student will receive the fellowship includes several interviews. The gender of each student and his or her score on the first interview are shown below.

 Student  Gender  Score 1 Male 182 Female 173 Female 194 Female 165 Male 126 Female 157 Female 188 Male 169 Male 1810 Female 20\begin{array}{clc}\hline \text { Student } & \text { Gender } & \text { Score } \\\hline 1 & \text { Male } & 18 \\2 & \text { Female } & 17 \\3 & \text { Female } & 19 \\4 & \text { Female } & 16 \\5 & \text { Male } & 12 \\6 & \text { Female } & 15 \\7 & \text { Female } & 18 \\8 & \text { Male } & 16 \\9 & \text { Male } & 18 \\10 & \text { Female } & 20\end{array}

 Student  Gender  Score 11 Female 1712 Male 1613 Male 1614 Female 1915 Female 1616 Male 1517 Female 1218 Male 1419 Female 1620 Female 18\begin{array}{clc}\hline \text { Student } & \text { Gender } & \text { Score } \\\hline 11 & \text { Female } & 17 \\12 & \text { Male } & 16 \\13 & \text { Male } & 16 \\14 & \text { Female } & 19 \\15 & \text { Female } & 16 \\16 & \text { Male } & 15 \\17 & \text { Female } & 12 \\18 & \text { Male } & 14 \\19 & \text { Female } & 16 \\20 & \text { Female } & 18\end{array}
a. Suppose you want to use gender to model the score on the interview y. Create the
appropriate number of dummy variables for gender and write the model.
b. Fit the model to the data.
c. Give the null hypothesis for testing whether gender is a useful predictor of the score y.
d. Conduct the test and give the appropriate conclusion  Use α=.05\text { Use } \alpha = .05


Definitions:

Income Statement

A financial statement that shows a company's revenues, expenses, and profits or losses over a specific time period.

Accounting Systems

The methods and processes utilized by an organization for tracking and managing its financial transactions, typically involving journals, ledgers, and financial statements.

Three-Step Process

A methodological approach that divides a task or problem into three distinct phases for easier management and resolution.

Analysis

The process of examining components or data sets to understand their structure, relationships, and implications.

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