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Find the Least-Squares Regression Line and Use the Line to Make

Question 153

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Find the Least-Squares Regression Line and Use the Line to Make Predictions
-A manager wishes to determine the relationship between the number of years her sales representatives have been employed by the firm and their amount of sales (in thousands of dollars) per month. Find the equation of the regression line for the given data. What would be the predicted sales if the sales representative was employed by the firm for 30 years Is this reasonable? Why or why not?
 Years employed, x 231078153111 Sales, y 3133786265614855120\begin{array}{|l|c|c|c|c|c|c|c|c|c|}\hline \text { Years employed, x } & 2 & 3 & 10 & 7 & 8 & 15 & 3 & 1 & 11 \\\hline \text { Sales, y } & 31 & 33 & 78 & 62 & 65 & 61 & 48 & 55 & 120\end{array}


A) y^=3.53x+37.92;$143,820\hat { y } = 3.53 \mathrm { x } + 37.92 ; \$ 143,820 ; No; it is not reasonable. 30 years of employment is well outside the scope of the model.
B) y^=3.53x+37.92;$143,820;\hat { y } = 3.53 x + 37.92 ; \$ 143,820 ; Yes, it is reasonable.
C) y^=3.53x37.92;$67,980;No\hat { y } = 3.53 \mathrm { x } - 37.92 ; \$ 67,980 ; \mathrm { No } ; it is not reasonable. 30 years of employment is well outside the scope of the model.
D) y^=3.53x37.92;$67,980\hat { y } = 3.53 \mathrm { x } - 37.92 ; \$ 67,980 ; Yes; it is reasonable.

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