Question
Graduating on time ~ In a 2003 article in the Journal of Higher Education, a group of authors set out to investigate the impact of
Graduating on time ~In a 2003 article in the Journal of Higher Education, a group of authors set out to investigate the impact of intercollegiate athletics on graduation rates among major NCAA Division I Universities. They were specifically interested in the relationship between a successful sports program and the graduation rate of university students, but as part of their investigation, they also recorded several other numeric variables about the universities.Look at a sample of 45 universities from the data set used by the authors and the three variables:
Graduation rate: The average 6-year graduation rate for 1996, 1997, and 1998
ACT25: The 25th percentile of composite ACT scores for admitted students
Accept: The acceptance rate of students who apply for admission to the university
You want to use linear regression to predict a university's graduation rate. The scatter plots and summary statistics below summarize the data for 45 universities from the data set.
Variable | Mean | Standard Deviation |
Graduation rate | 55.7867 | 15.7544 |
ACT25 | 21.2444 | 2.542 |
Accept | 72.5778 | 15.8236 |
The correlation coefficient forGraduation rateandACT25is r = 0.8375. The correlation coefficient forGraduation rateandAcceptis r = -0.626.
1.Use the summary statistics to find the equation of the regression line for predictingGraduation ratefromACT25. Remember to use all decimal places for intermediate calculations. Round final answers to 4 decimal places.
y^= ???? + ????x
2.Calculate theR2R2value for the regression ofGraduation ratefromAcceptand complete the sentence below to interpret theR2R2value.
?????? % of the variation in Graduation Rate can be explained by the linear relationship with Accept .
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