Worked Example 6

The random variable $X$ has mean $25$ and standard deviation $4.5$. A random sample of $500$ observations is taken. Find the value of $a$, correct to $3$ decimal places, such that $\text{P}\left( \overline{X}>a \right)= 0.75$.

Explain whether it is necessary to apply the Central Limit Theorem in this case.