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A Study of the Top MBA Programs Attempted to Predict

question 18

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A study of the top MBA programs attempted to predict the average starting salary (in $1000's) of graduates of the program based on the amount of tuition (in $1000's) charged by the program and the average GMAT score of the program's students. The results of a regression analysis based on a sample of 75 MBA programs is shown below: Least Squares Linear Regression of Salary A study of the top MBA programs attempted to predict the average starting salary (in $1000's)  of graduates of the program based on the amount of tuition (in $1000's)  charged by the program and the average GMAT score of the program's students. The results of a regression analysis based on a sample of 75 MBA programs is shown below: Least Squares Linear Regression of Salary   The model was then used to create 95% confidence and prediction intervals for y and for E(Y)  when the tuition charged by the MBA program was $75,000 and the GMAT score was 675. The results are shown here: 95% confidence interval for E(Y) : ($126,610, $136,640)  95% prediction interval for Y: ($90,113, $173,160)  Which of the following interpretations is correct if you want to use the model to estimate E(Y)  for all MBA programs? A)  We are 95% confident that the average starting salary for graduates of a single MBA program that charges $75,000 in tuition and has an average GMAT score of 675 will fall between $126,610 and $136,640. B)  We are 95% confident that the average starting salary for graduates of a single MBA program that charges $75,000 in tuition and has an average GMAT score of 675 will fall between $90,113 and $173,16,30. C)  We are 95% confident that the average of all starting salaries for graduates of all MBA programs that charge $75,000 in tuition and have an average GMAT score of 675 will fall between $126,610 and $136,640. D)  We are 95% confident that the average of all starting salaries for graduates of all MBA programs that charge $75,000 in tuition and have an average GMAT score of 675 will fall between $90,113 and $173,16,30. The model was then used to create 95% confidence and prediction intervals for y and for E(Y) when the tuition charged by the MBA program was $75,000 and the GMAT score was 675. The results are shown here: 95% confidence interval for E(Y) : ($126,610, $136,640) 95% prediction interval for Y: ($90,113, $173,160) Which of the following interpretations is correct if you want to use the model to estimate E(Y) for all MBA programs?


Definitions:

Security Interest

A legal claim or lien on collateral that has been pledged, usually to secure repayment of a loan.

Attachment

A legal process in which a court designates property of the defendant to be seized or secured to satisfy a potential judgment.

Enforceable

A description of a legal agreement or contract that can be upheld or compelled by law.

Certificated Security

A security that is represented in physical, paper form rather than in electronic or digital form.

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