A financial analyst is examining the relationship between stock prices and earnings per share. She chooses fifteen publicly traded companies at random and records for each the company's current stock price and the company's earnings per share reported for the past 12 months. Her data are given below, with x denoting the earnings per share from the previous year, and y denoting the current stock price (both in dollars). Based on these data, she computes the least-squares regression line to be y=-0.237+0.045x. This line, along with a scatter plot of her data, is shown below. Earnings per share, Current stock price, x y (in dollars) (in dollars) 27.06 1.04 39.51 1.08 29.05 1.31 31.69 1.84 36.72 1.69 18.51 0.57 48.71 1.78 42.58 1.50 37.23 1.04 41.82 1.81 30.06 0.85 58.84 2.28 58.01 2.75 20.67 0.57 16.31 0.49 Send data to calc... v Send data to Excel Current stock price (in dollars) 2.5- 2- 14 0.5- 0 +F X xx X 10 20 30 40 50 60 Earnings per share (in dollars) x Based on the analyst's data and regression line, answer the following. (a) From the regression equation, what is the predicted current stock price (in dollars) when the earnings per share is 16.31 dollars? Round your answer to two or more decimal places. 0 (b) From the regression equation, what is the predicted current stock price (in dollars) when the earnings per share is 23.29 dollars? Round your answer to two or more decimal places. 0 X 5

Linear Algebra: A Modern Introduction
4th Edition
ISBN:9781285463247
Author:David Poole
Publisher:David Poole
Chapter7: Distance And Approximation
Section7.3: Least Squares Approximation
Problem 31EQ
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Question
A financial analyst is examining the relationship between stock prices and earnings per share. She chooses fifteen publicly
traded companies at random and records for each the company's current stock price and the company's earnings per share
reported for the past 12 months. Her data are given below, with x denoting the earnings per share from the previous year,
and y denoting the current stock price (both in dollars). Based on these data, she computes the least-squares regression line
to be y=-0.237+0.045x. This line, along with a scatter plot of her data, is shown below.
Earnings per share, Current stock price,
X
y
(in dollars)
(in dollars)
27.06
1.04
39.51
1.08
29.05
1.31
31.69
1.84
36.72
1.69
18.51
0.57
48.71
1.78
42.58
1.50
37.23
1.04
41.82
1.81
30.06
0.85
58.84
2.28
58.01
2.75
20.67
0.57
16.31
0.49
Send data to calc... v Send data to Excel
Current stock price
(in dollars)
0.5-
0
X
Based on the analyst's data and regression line, answer the following.
xx
10 20 30 40 50 60
Earnings per share
(in dollars)
(a) From the regression equation, what is the predicted current stock price (in dollars) when
the earnings per share is 16.31 dollars? Round your answer to two or more decimal places.
0
(b) From the regression equation, what is the predicted current stock price (in dollars) when
the earnings per share is 23.29 dollars? Round your answer to two or more decimal places.
0
X
S
Transcribed Image Text:A financial analyst is examining the relationship between stock prices and earnings per share. She chooses fifteen publicly traded companies at random and records for each the company's current stock price and the company's earnings per share reported for the past 12 months. Her data are given below, with x denoting the earnings per share from the previous year, and y denoting the current stock price (both in dollars). Based on these data, she computes the least-squares regression line to be y=-0.237+0.045x. This line, along with a scatter plot of her data, is shown below. Earnings per share, Current stock price, X y (in dollars) (in dollars) 27.06 1.04 39.51 1.08 29.05 1.31 31.69 1.84 36.72 1.69 18.51 0.57 48.71 1.78 42.58 1.50 37.23 1.04 41.82 1.81 30.06 0.85 58.84 2.28 58.01 2.75 20.67 0.57 16.31 0.49 Send data to calc... v Send data to Excel Current stock price (in dollars) 0.5- 0 X Based on the analyst's data and regression line, answer the following. xx 10 20 30 40 50 60 Earnings per share (in dollars) (a) From the regression equation, what is the predicted current stock price (in dollars) when the earnings per share is 16.31 dollars? Round your answer to two or more decimal places. 0 (b) From the regression equation, what is the predicted current stock price (in dollars) when the earnings per share is 23.29 dollars? Round your answer to two or more decimal places. 0 X S
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