In: Statistics and Probability
The accompanying data include the total compensation (in $millions) for CEOs of 50 companies and the investment return for a recent year.
Company Compensation ($mil) Return
(%)
Company 1 20.6 17
Company 2 16.3 8
Company 3 27.8 10
Company 4 26.2 0
Company 5 31.2 15
Company 6 23.7 64
Company 7 15.1 54
Company 8 17.9 33
Company 9 11.9 13
Company 10 15.6 6
Company 11 17.9 34
Company 12 14.4 48
Company 13 12.7 21
Company 14 13.6 0
Company 15 14.9 59
Company 16 14.2 20
Company 17 13.4 4
Company 18 43.5 -20
Company 19 16.8 -8
Company 20 21.3 17
Company 21 14.5 3
Company 22 84.6 25
Company 23 24.1 7
Company 24 15.9 5
Company 25 22.9 25
Company 26 14.9 -1
Company 27 31.4 6
Company 28 14.6 27
Company 29 14.8 30
Company 30 60.3 39
Company 31 17.1 31
Company 32 17.9 -17
Company 33 19.2 24
Company 34 67.7 25
Company 35 12.7 33
Company 36 19.3 17
Company 37 18.1 5
Company 38 15.5 -5
Company 39 12.7 -19
Company 40 13.9 24
Company 41 19.4 5
Company 42 16.6 21
Company 43 17.2 0
Company 44 17.8 81
Company 45 61.1 24
Company 46 42.2 48
Company 47 14.9 36
Company 48 22.7 13
Company 49 39.8 -7
Company 50 16.8 -3
A. Compute the correlation coefficient between compensation and the investment return.
B. At the 0.05 level of significance, is the correlation between compensation and the investment return statistically significant?
- The null and alternative hypotheses
- The test statistic
- The p-value
C. Write a short summary of the findings in (a) and (b). Are the results surprising?
A. The correlation coefficient between compensation and the investment return is 0.063.
B. The hypothesis being tested is:
H0: β1 = 0
H1: β1 ≠ 0
Source | SS | df | MS | F | p-value |
Regression | 87.0523 | 1 | 87.0523 | 0.19 | .6658 |
Residual | 22,121.7677 | 48 | 460.8702 | ||
Total | 22,208.8200 | 49 |
The test statistic is 0.19
The p-value is 0.6658.
Since the p-value (0.6658) is greater than the significance level (0.05), we fail to reject the null hypothesis.
Therefore, we cannot conclude that the correlation between compensation and the investment return is statistically significant.
C. The correlation coefficient between compensation and the investment return is 0.063. Since there is a weak positive relationship between compensation and the investment return, this is not a good model. Also, this model is not statistically significant.