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 | 3.55 |
Yes | 3.28 |
Yes | 3.93 |
Yes | 3.75 |
No | 2.96 |
No | 3.83 |
No | 3.44 |
No | 2.79 |
No | 3.89 |
No | 2.75 |
(a) Code the dichotomous variable and then compute a
point-biserial correlation coefficient. (Round your answer to three
decimal places.)
____________
Solution,
First converting yes to 1 and no to 0 we get,
S.No | X | Y | (x-X bar)2 | (y-Y bar)2 | (x-X bar)(y-Y bar) |
1 | 1 | 3.55 | 0.3600 | 0.017689 | 0.0063 |
2 | 1 | 3.28 | 0.3600 | 0.018769 | 0.0067 |
3 | 1 | 3.93 | 0.3600 | 0.263169 | 0.0947 |
4 | 1 | 3.75 | 0.3600 | 0.110889 | 0.0399 |
5 | 0 | 2.96 | 0.1600 | 0.208849 | 0.0751 |
6 | 0 | 3.83 | 0.1600 | 0.170569 | 0.0614 |
7 | 0 | 3.44 | 0.1600 | 0.000529 | 0.0001 |
8 | 0 | 2.79 | 0.1600 | 0.393129 | 0.1415 |
9 | 0 | 3.89 | 0.1600 | 0.223729 | 0.0805 |
10 | 0 | 2.75 | 0.1600 | 0.444889 | 0.1601 |
Total | 4 | 34.17 | 2.4000 | 1.85221 | 0.6666 |
Mean | 0.400 | 3.417 | SSX | SSY | SXY |
a)
Correlation coefficient r = Sxy / ()
= 0.316
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