Statistics For Dummies -

This is where the magic (and the trickiness) happens. Inferential statistics take a small sample of data and draw conclusions about a much larger population. You can’t ask every voter in America who they support, so you ask 1,000 people and infer the opinion of the 330 million.

The CLT is the most important theorem in statistics for beginners. Statistics For Dummies