The following data gives the number of hours 10 students spent studying and their corresponding grades on their exams.
Hours Spent Studying | 0 | 0.5 | 1.5 | 2.5 | 3 | 3.5 | 4 | 4.5 | 5 | 5.5 |
---|---|---|---|---|---|---|---|---|---|---|
Grades | 60 | 66 | 69 | 75 | 78 | 81 | 84 | 90 | 93 | 96 |
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Step 2 of 3:
Estimate the correlation in words: positive, negative, no correlation.
Calculate the correlation coefficient, r. Round your answer to three decimal places.
Solution:
From the data given in the question, we can say that the
correlation between hours spent studying and grades are positive.
because as hours spent studying increases than Grades also
increases.
The correlation coefficient can be calculated as
Correlation coefficient = ((n*Xi*Yi)
- (Xi
*
Yi))/sqrt(((n*Xi^2)
- (Xi)^2))*((n*Yi^2)
- (Yi)^2)))
Hours Spent Studying(X) | Grades(Y) | X^2 | Y^2 | XY |
0 | 60 | 0 | 3600 | 0 |
0.5 | 66 | 0.25 | 4356 | 33 |
1.5 | 69 | 2.25 | 4761 | 103.5 |
2.5 | 75 | 6.25 | 5625 | 187.5 |
3 | 78 | 9 | 6084 | 234 |
3.5 | 81 | 12.25 | 6561 | 283.5 |
4 | 84 | 16 | 7056 | 336 |
4.5 | 90 | 20.25 | 8100 | 405 |
5 | 93 | 25 | 8649 | 465 |
5.5 | 96 | 30.25 | 9216 | 528 |
30 | 792 | 121.5 | 64008 | 2575.5 |
Correlation coefficient =
((10*2575.5)-(30*72))/sqrt(((10*121.5)-(30*30))*((10*64008)-(792*792)))
= 1995/sqrt(315*12816) = 0.993
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