Hi, I'm studying for an exam and I'm studying this problem:

Let be i.i.d. to with unknown.

And suppose that

The solution says that then where where is the standard nomral cdf.

But I don't understand the last part when the distribution can be written as the standard nomral cdf.

Please help, thanks!!!