You're Not Alone: Everyone's Statistics Understanding Falls Apart Half Way Through the First Semester

The reason is that you spend the first half learning about different distributions, and you miss that the central limit theorem implies that you only need a small handful when you start working with (some) summary-statistics-about-the-sample instead of the whole sample.