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 | 3.48 |
Yes | 3.32 |
Yes | 3.93 |
Yes | 3.70 |
No | 2.97 |
No | 3.87 |
No | 3.46 |
No | 2.77 |
No | 3.83 |
No | 2.78 |
(a) Code the dichotomous variable and then compute a
point-biserial correlation coefficient. (Round your answer to three
decimal places.)
(b) Using a two-tailed test at a 0.05 level of significance, state
the decision to retain or reject the null hypothesis.
Hint: You must first convert r to a
t-statistic.
Retain the null hypothesis.Reject the null hypothesis.
changing Yes to 1 and No to 0 ;
S.No | X | Y | (x-x̅)2 | (y-y̅)2 | (x-x̅)(y-y̅) |
1 | 1 | 3.48 | 0.3600 | 0.0048 | 0.0414 |
2 | 1 | 3.32 | 0.3600 | 0.0083 | -0.0546 |
3 | 1 | 3.93 | 0.3600 | 0.2694 | 0.3114 |
4 | 1 | 3.7 | 0.3600 | 0.0835 | 0.1734 |
5 | 0 | 2.97 | 0.1600 | 0.1945 | 0.1764 |
6 | 0 | 3.87 | 0.1600 | 0.2107 | -0.1836 |
7 | 0 | 3.46 | 0.1600 | 0.0024 | -0.0196 |
8 | 0 | 2.77 | 0.1600 | 0.4109 | 0.2564 |
9 | 0 | 3.83 | 0.1600 | 0.1756 | -0.1676 |
10 | 0 | 2.78 | 0.1600 | 0.3982 | 0.2524 |
Total | 4 | 34.11 | 2.4000 | 1.7581 | 0.7860 |
Mean | 0.400 | 3.411 | SSX | SSY | SXY |
a)
correlation coefficient r= | Sxy/(√Sxx*Syy) = | 0.383 |
b)
test stat t= | r*(√(n-2)/(1-r2))= | 1.171 |
P value = | 0.2751 |
since test statistic is smaller than critical value 2.306
Retain the null hypothesis
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