In: Statistics and Probability
To test whether extracurricular activity is a good predictor of college success, a college administrator records whether students participated in extracurricular activities during high school and their subsequent college freshman GPA.
Extracurricular Activity |
College Freshman GPA |
---|---|
Yes | 3.57 |
Yes | 3.34 |
Yes | 3.90 |
Yes | 3.67 |
No | 3.00 |
No | 3.88 |
No | 3.45 |
No | 2.80 |
No | 3.90 |
No | 2.82 |
A) Code the dichotomous variable and then compute a point-biserial correlation coefficient. (Round your answer to three decimal places.)
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Answer:
Given that,
To test whether the extracurricular activity is a good predictor of college success, a college administrator records whether students participated in extracurricular activities during high school and their subsequent college freshman GPA.
Extracurricular Activity | College Freshman GPA |
Yes | 3.57 |
Yes | 3.34 |
Yes | 3.90 |
Yes | 3.67 |
No | 3.00 |
No | 3.88 |
No | 3.45 |
No | 2.80 |
No | 3.90 |
No | 2.82 |
(A).
Code the dichotomous variable and then compute a point-biserial correlation coefficient:
First converting Yes to 1 and No to 0 we get,
x | y | ||||||
1 | 3.57 | 0.6 | 0.137 | 0.36 | 0.0188 | 0.0822 | |
1 | 3.34 | 0.6 | -0.093 | 0.36 | 0.0087 | -0.0558 | |
1 | 3.90 | 0.6 | 0.467 | 0.36 | 0.2181 | 0.2802 | |
1 | 3.67 | 0.6 | 0.237 | 0.36 | 0.0562 | 0.1422 | |
0 | 3.00 | -0.4 | -0.433 | 0.16 | 0.1875 | 0.1732 | |
0 | 3.88 | -0.4 | 0.477 | 0.16 | 0.1998 | -0.1908 | |
0 | 3.45 | -0.4 | 0.017 | 0.16 | 0.0003 | -0.0068 | |
0 | 2.80 | -0.4 | -0.633 | 0.16 | 0.4007 | 0.2532 | |
0 | 3.90 | -0.4 | 0.467 | 0.16 | 0.2181 | -0.1868 | |
0 | 2.82 | -0.4 | -0.613 | 0.16 | 0.3758 | 0.2452 | |
Total | 4 | 34.33 | 2.4 | 1.684 | 0.736 | ||
Mean | 0.4 | 3.433 | SS_{x} | SS_{y} | SS_{xy} |
The correlation coefficient (r)
=0.736/ 2.0104
=0.366096299
r= 0.366 (Approximately)
** Please do the comment for any doubt or clarification.