The random variable [latex]X[/latex] has mean [latex]25[/latex] and standard deviation [latex]4.5[/latex]. A random sample of [latex]500[/latex] observations is taken. Find the value of [latex]a[/latex], correct to [latex]3[/latex] decimal places, such that [latex]\text{P}\left( \overline{X}>a \right)= 0.75[/latex].
Explain whether it is necessary to apply the Central Limit Theorem in this case.