Question

In: Statistics and Probability

Suppose the heights of 18-year-old men are approximately normally distributed, with mean 72 inches and standard...

Suppose the heights of 18-year-old men are approximately normally distributed, with mean 72 inches and standard deviation 4 inches.

(a) What is the probability that an 18-year-old man selected at random is between 71 and 73 inches tall? (Round your answer to four decimal places.)


(b) If a random sample of twelve 18-year-old men is selected, what is the probability that the mean height x is between 71 and 73 inches? (Round your answer to four decimal places.)


(c) Compare your answers to parts (a) and (b). Is the probability in part (b) much higher? Why would you expect this?

The probability in part (b) is much higher because the standard deviation is larger for the x distribution.

The probability in part (b) is much lower because the standard deviation is smaller for the x distribution.

The probability in part (b) is much higher because the standard deviation is smaller for the x distribution.

The probability in part (b) is much higher because the mean is larger for the x distribution

The probability in part (b) is much higher because the mean is smaller for the x distribution.

Solutions

Expert Solution

a)

Here, μ = 72, σ = 4, x1 = 71 and x2 = 73. We need to compute P(71<= X <= 73). The corresponding z-value is calculated using Central Limit Theorem

z = (x - μ)/σ
z1 = (71 - 72)/4 = -0.25
z2 = (73 - 72)/4 = 0.25

Therefore, we get
P(71 <= X <= 73) = P((73 - 72)/4) <= z <= (73 - 72)/4)
= P(-0.25 <= z <= 0.25) = P(z <= 0.25) - P(z <= -0.25)
= 0.5987 - 0.4013
= 0.1974

b)

Here, μ = 72, σ = 1.1547, x1 = 71 and x2 = 73. We need to compute P(71<= X <= 73). The corresponding z-value is calculated using Central Limit Theorem

z = (x - μ)/σ
z1 = (71 - 72)/1.1547 = -0.87
z2 = (73 - 72)/1.1547 = 0.87

Therefore, we get
P(71 <= X <= 73) = P((73 - 72)/1.1547) <= z <= (73 - 72)/1.1547)
= P(-0.87 <= z <= 0.87) = P(z <= 0.87) - P(z <= -0.87)
= 0.8078 - 0.1922
= 0.6156

c)

The probability in part (b) is much higher because the standard deviation is smaller for the x distribution.


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