Question

In: Statistics and Probability

The average age of CEOs is 56 years. Assume the variable is normally distributed, with a...

The average age of CEOs is 56 years. Assume the variable is normally distributed, with a standard deviation of 4 years. Give numeric answers with 4 decimal places.

a) If one CEO is randomly selected, find the probability that he/she is older than 63. Blank 1

b) If one CEO is randomly selected, find the probability that his/her mean age is less than 57. Blank 2

c) If one CEO is randomly selected, find the probability that his/her age will be between 53 and 59. Blank 3

d) If 36 CEOs are randomly selected, find the probability that their mean age is between 53 and 59. Blank 4

e) Explain the reason the answers to c) and d) above are differen

Solutions

Expert Solution

a)

Here, μ = 56, σ = 4 and x = 63. We need to compute P(X >= 63). The corresponding z-value is calculated using Central Limit Theorem

z = (x - μ)/σ
z = (63 - 56)/4 = 1.75

Therefore,
P(X >= 63) = P(z <= (63 - 56)/4)
= P(z >= 1.75)
= 1 - 0.9599 = 0.0401


b)

Here, μ = 56, σ = 4 and x = 57. We need to compute P(X <= 57). The corresponding z-value is calculated using Central Limit Theorem

z = (x - μ)/σ
z = (57 - 56)/4 = 0.25

Therefore,
P(X <= 57) = P(z <= (57 - 56)/4)
= P(z <= 0.25)
= 0.5987

c)

Here, μ = 56, σ = 4, x1 = 53 and x2 = 59. We need to compute P(53<= X <= 59). The corresponding z-value is calculated using Central Limit Theorem

z = (x - μ)/σ
z1 = (53 - 56)/4 = -0.75
z2 = (59 - 56)/4 = 0.75

Therefore, we get
P(53 <= X <= 59) = P((59 - 56)/4) <= z <= (59 - 56)/4)
= P(-0.75 <= z <= 0.75) = P(z <= 0.75) - P(z <= -0.75)
= 0.7734 - 0.2266
= 0.5468

d)

Here, μ = 56, σ = 0.667, x1 = 53 and x2 = 59. We need to compute P(53<= X <= 59). The corresponding z-value is calculated using Central Limit Theorem

z = (x - μ)/σ
z1 = (53 - 56)/0.667 = -4.5
z2 = (59 - 56)/0.667 = 4.5

Therefore, we get
P(53 <= X <= 59) = P((59 - 56)/0.667) <= z <= (59 - 56)/0.667)
= P(-4.5 <= z <= 4.5) = P(z <= 4.5) - P(z <= -4.5)
= 1 - 0
= 1

e)

because sample sizes are different


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