Question

In: Statistics and Probability

Is the number of games won by a major league baseball team in a season related...

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
1 114 275
2 79 278
3 73 289
4 91 268
5 102 262
6 100 263
7 79 278
8 103 279

sing games won as the explanatory variable xx, do the following:

(a) The correlation coefficient is r= __________

(b) The equation of the least squares line is y^= ______ + ______*x

Solutions

Expert Solution

a)

x y (x-x̅)² (y-ȳ)² (x-x̅)(y-ȳ)
114 275 456.89 1.00 21.38
79 278 185.64 16.00 -54.50
73 289 385.14 225.00 -294.38
91 268 2.64 36.00 9.75
102 262 87.89 144.00 -112.50
100 263 54.39 121.00 -81.13
79 278 185.64 16.00 -54.50
103 279 107.64 25.00 51.88
ΣX ΣY Σ(x-x̅)² Σ(y-ȳ)² Σ(x-x̅)(y-ȳ)
total sum 741 2192 1465.875 584.0 -514.00
mean 92.63 274.00 SSxx SSyy SSxy


                  
SSE=   (SSxx * SSyy - SS²xy)/SSxx =    403.769          
                  
std error ,Se =    √(SSE/(n-2)) =    8.203          
                  
correlation coefficient ,    r = Sxy/√(Sx.Sy) =   -0.5555  

b)

sample size ,   n =   8          
here, x̅ = Σx / n=   92.63   ,     ȳ = Σy/n =   274.00  
                  
SSxx =    Σ(x-x̅)² =    1465.8750          
SSxy=   Σ(x-x̅)(y-ȳ) =   -514.0          
                  
estimated slope , ß1 = SSxy/SSxx =   -514.0   /   1465.875   =   -0.3506
                  
intercept,   ß0 = y̅-ß1* x̄ =   306.4784          
                  
so, regression line is   Ŷ =   306.4784   +   -0.3506   *x
                  

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