9. Using data on 4,137 college students, the following equation was estimated by OLS colgpå 1.3920-.0122hsperc+.0013sat, n 4,137,R2 281, where colgpa is measured on a four-point scale, hsperc is the percentile in the high school graduating class (defined so that, for example, hsperc =5 means the top 5% of the class), and sat is the combined math and verbal scores on the student achievement test 1) How would you interpret the estimated slope for hsperc? 2) How would you interpret the R2? 3) Suppose that two high school graduates, A and B, graduated in the same percentile from high school, but Student A's SAT score was 140 points higher (about one standard deviation in the sample). What is the predicted difference in college GPA for these two students? 4) If hsperc is omitted from the regression, would you expect the coefficient of sat to be overestimated or underestimated?

Glencoe Algebra 1, Student Edition, 9780079039897, 0079039898, 2018
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ISBN:9780079039897
Author:Carter
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Chapter10: Statistics
Section10.6: Summarizing Categorical Data
Problem 23PPS
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9. Using data on 4,137 college students, the following equation was estimated by OLS
colgpå 1.3920-.0122hsperc+.0013sat,
n 4,137,R2 281,
where colgpa is measured on a four-point scale, hsperc is the percentile in the high
school graduating class (defined so that, for example, hsperc =5 means the top 5% of
the class), and sat is the combined math and verbal scores on the student achievement
test
1) How would you interpret the estimated slope for hsperc?
2) How would you interpret the R2?
3) Suppose that two high school graduates, A and B, graduated in the same
percentile from high school, but Student A's SAT score was 140 points
higher (about one standard deviation in the sample). What is the predicted
difference in college GPA for these two students?
4) If hsperc is omitted from the regression, would you expect the coefficient of sat
to be overestimated or underestimated?
Transcribed Image Text:9. Using data on 4,137 college students, the following equation was estimated by OLS colgpå 1.3920-.0122hsperc+.0013sat, n 4,137,R2 281, where colgpa is measured on a four-point scale, hsperc is the percentile in the high school graduating class (defined so that, for example, hsperc =5 means the top 5% of the class), and sat is the combined math and verbal scores on the student achievement test 1) How would you interpret the estimated slope for hsperc? 2) How would you interpret the R2? 3) Suppose that two high school graduates, A and B, graduated in the same percentile from high school, but Student A's SAT score was 140 points higher (about one standard deviation in the sample). What is the predicted difference in college GPA for these two students? 4) If hsperc is omitted from the regression, would you expect the coefficient of sat to be overestimated or underestimated?
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