In: Statistics and Probability
A study reports that 36% of companies in Country A have three or more female board directors. Suppose you select a random sample of 100 respondents. Complete parts (a) through (c) below.
a. What is the probability that the sample will have between 33% and 43% of companies in Country A that have three or more female board directors?
b. The probability is 70% that the sample percentage of Country A companies having three or more female board directors will be contained within what symmetrical limits of the population percentage?
c. The probability is 99.7% that the sample percentage of Country A companies having three or more female board directors will be contained within what symmetrical limits of the population percentage?
The probability is 99.7% that the sample percentage will be contained above _____ % and below _____ %.
P(A company in country A having three or more female board directors), p = 0.36
q = 1 - p = 0.64
Sample size, n = 100
a) Normal approximation for binomial distribution. P(X < A) = P(Z < (A - mean)/standard deviation)
Mean = np
= 100 x 0.36 = 36
Standard deviation =
= 4.8
P(33 < X < 43) = P(X < 43) - P(X < 33)
= P(Z < (43 - 36)/4.8) - P(X < (33 - 36)/4.8)
= P(Z < 1.46) - P(Z < -0.625)
= 0.9279 - 0.2660
= 0.6619
b) Let 70% be between M and N
P(X < M) = 0.5 + (0.70/2) = 0.85
P(X < N) = 0.5 - (0.70/2) = 0.15
P(Z < (M - 36)/4.8) = 0.85
(M - 36)/4.8 = -1.04 (from standard normal distribution table)
M = -1.04x4.8 + 36 = 31%
N = 1.04x4.8 + 36 = 41%
70% sample percentage of Country A companies having three or more female board directors will be contained within 31% and 41%
c) According to empirical rule, 99.7% data values lie within 3 standard deviations of mean.
The probability is 99.7% that the sample percentage will be contained above 36-3x4.8 = 21.6% and below 36+3x4.8 = 50.4%.