In: Statistics and Probability
Refer to the data set of 20 randomly selected presidents given below. Treat the data as a sample and find the proportion of presidents who were taller than their opponents. Use that result to construct a 95% confidence interval estimate of the population percentage. Based on the result, does it appear that greater height is an advantage for presidential candidates? Why or why not?
Construct a 95% confidence interval estimate of the percentage of presidents who were taller than their opponents.
PRESIDENT HEIGHT and HEIGHT OPP
Cleveland 180 180
J. Kennedy 183 182
Garfield 183 187
Reagan 185 177
Eisenhower 179 178
Nixon 182 180
Carter 177 183
Harrison 168 180
F. Roosevelt 188 182
Clinton 188 188
Taylor 173 174
Harrison 173 168
Johnson 192 180
Jefferson 189 170
Buchanan 183 175
T. Roosevelt 178 175
J. Adams 170 189
G. H. W. Bush 188 173
Taft 182 178
Van Buren 168 180
From the given data we find that there are 13 out of 20 presidents who were taller than their opponents
13 out of 20 presidents were taller than their
opponents
Thus sample proportion p̂ = 13/20 =
0.65
To find 95% confidence interval for true population
proportion
For 95%, α = 0.05, α/2 =
0.025
From the z-tables, or Excel function
NORM.S.INV(α/2)
z = NORM.S.INV(0.025) = 1.96 (We take the positive
value for calculations)
Confidence interval is given by
= (0.441,
0.859)
95% confidence interval for population proportion presidents
taller than their opponents is (0.441,
0.859)
Since the confidence interval contains the proportions 0.5 or less than 0.5, it means that there is a possibility that the proportion of presidents with greater heights than opponents can be less than 50%
This disproves the claim that it appear that greater height is an advantage for presidential candidates.