Question 4.31: At a large university, the mean age of the students is 22.3 ...
At a large university, the mean age of the students is 22.3 years, and the standard deviation is 4 years. A random sample of 64 students is drawn. What is the probability that the average age of these students is greater than 23 years?
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Let X_1 …. X_{64} be the ages of the 64 students in the sample. We wish to find P(\bar{X}>23) .Now the population from which the sample was drawn has mean μ = 22.3 and variance σ² = 16. The sample size is n = 64. It follows from the Central Limit Theorem (expression 4.33) that \bar{X}\sim N(22.3,0.25). The z-score for 23 is
\bar{X}\sim N\left(\mu, \frac{\sigma^2}{n}\right) \quad \text{approximately} (4.33)
z=\frac{23-22.3}{\sqrt{0.25}}=1.40
From the z table, the area to the right of 1.40 is 0.0808. Therefore P(\bar{X}>23) = 0.0808. See Figure 4.18.
