Taller basketball players have a theoretical shooting advantage
because it’s harder to block them. But can a player’s height
determine how well they shoot free throws, where there is no
defender?
Player Height (cm) |
Free Throw Shooting Percentage |
198 |
80% |
196 |
74% |
201 |
83% |
198 |
85% |
188 |
91% |
191 |
84% |
214 |
68% |
208 |
71% |
a) Determine the coefficient of determination and interpret its value.
b) What is the equation of the regression line? Keep three decimal places for calculated values.
c) Estimate the percentage of free throws a 200cm tall player will make.
a) Correlation (Using Excel function CORREL( ) ) = CORREL(player height, free throw) = -0.845
Coefficient of determination = -0.845^2 = 0.714
71.4% of variation in free throw shooting percentage is explained by player height.
b) y = ax+b
a (Using Excel function SLOPE(y,x)) = SLOPE(free throw, player height) = -0.008
b (Using Excel function INTERCEPT(y,x)) = INTERCEPT(free throw, player height) = 2.348
y = 2.348 - 0.008x
c) Player height = 200cm
Percentage of free throws = 2.348 - 0.008*200 = 0.748 = 74.8%
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