In: Statistics and Probability
Is the number of games won by a major league baseball team in a season related to the team batting average? The table below shows the number of games won and the batting average (in thousandths) of 8 teams.
Team | Games Won | Batting Average |
1 | 112 | 290 |
2 | 60 | 274 |
3 | 104 | 286 |
4 | 90 | 284 |
5 | 100 | 279 |
6 | 91 | 265 |
7 | 106 | 272 |
8 | 96 | 289 |
Using games won as the explanatory variable x, do the
following:
(a) The correlation coefficient is r= ________
(b) The equation of the least squares line is y^=________
Solution :
X | Y | XY | X^2 | Y^2 |
112 | 290 | 32480 | 12544 | 84100 |
60 | 274 | 16440 | 3600 | 75076 |
104 | 286 | 29744 | 10816 | 81796 |
90 | 284 | 25560 | 8100 | 80656 |
100 | 279 | 27900 | 10000 | 77841 |
91 | 265 | 24115 | 8281 | 70225 |
106 | 272 | 28832 | 11236 | 73984 |
96 | 289 | 27744 | 9216 | 83521 |
n | 8 |
sum(XY) | 212815.00 |
sum(X) | 759.00 |
sum(Y) | 2239.00 |
sum(X^2) | 73793.00 |
sum(Y^2) | 627199.00 |
Numerator | 3119.00 |
Denominator | 7985.60 |
r | 0.3906 |
r square | 0.1526 |
Xbar(mean) | 94.8750 |
Ybar(mean) | 279.8750 |
SD(X) | 16.4966 |
SD(Y) | 8.2999 |
b | 0.2187 |
a | 259.1280 |
a) The correlation coefficient ,
r = 0.3906
The correlation coefficient is r = 0.3906
b) The equation of the least squares line,
= a + bx
= 259.1280 + (0.2187*x)
The equation of the least squares line is = 259.1280 + (0.2187*x)