In baseball, is there a linear correlation between batting average and home run percentage? Let x represent the batting average of a professional baseball player, and let y represent the player's home run percentage (number of home runs per 100 times at bat). A random sample of n = 7 professional baseball players gave the following information.
x | 0.247 | 0.249 | 0.286 | 0.263 | 0.268 | 0.339 | 0.299 |
y | 1.0 | 3.5 | 5.5 | 3.8 | 3.5 | 7.3 | 5.0 |
(b) Use a calculator to verify that Σx = 1.951,
Σx2 = 0.550, Σy = 29.6,
Σy2 = 148.48 and Σxy = 8.599.
Compute r. (Round to 3 decimal places.)
As x increases, does the value of r imply that
y should tend to increase or decrease? Explain your
answer.
Given our value of r, y should tend to increase as x increases.
Given our value of r, we can not draw any conclusions for the behavior of y as x increases.
Given our value of r, y should tend to remain constant as x increases.
Given our value of r, y should tend to decrease as x increases.
(a)
x | y | x^2 | y^2 | xy | |
0.247 | 1 | 0.061009 | 1 | 0.247 | |
0.249 | 3.5 | 0.062001 | 12.25 | 0.8715 | |
0.286 | 5.5 | 0.081796 | 30.25 | 1.573 | |
0.263 | 3.8 | 0.069169 | 14.44 | 0.9994 | |
0.268 | 3.5 | 0.071824 | 12.25 | 0.938 | |
0.339 | 7.3 | 0.114921 | 53.29 | 2.4747 | |
0.299 | 5 | 0.089401 | 25 | 1.495 | |
sum | 1.951 | 29.6 | 0.550121 | 148.48 | 8.5986 |
Correlation coefficient r is given by
= 0.906
The value of r lies between -1 to 1
If value of r is positive , there is positive correlation between x and y , that is as x increases y increases.
If value of r is negative , there is negative correlation between x and y , that is as x increases y decreases.
Here r is positive , thus y increases as x increases
Thus ,
Given the value of r , y should tend to increase as x increases
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