find the value of $Z_{\frac{\alpha}{2}}$ to construct a confidence interval with level $95\text{%}$.
The answer to this is $1.96$. But I'm having trouble seeing why. I was under the impression that you could look up $.9500$ in the normal distribution table and get the $Z$ value $2.575$, which would be the $Z_{\frac{\alpha}{2}}$. Why is it $1.96$ ?
The $Z_{\frac{\alpha}{2}}$ that you are talking about is called the critical value in hypothesis testing in stats. You can look up the table in Mario Triola Elementary Statistics book or calculate it using the area. $\alpha = 1 - .95 = .05$. Thus $Z_{\frac{\alpha}{2}}$ is the $z$ value such that the area to the right of it is $0.025$ and this is $1.96$.