Chapter 1 of Statistics by Freedman, Pisani and Purves (4th Edition)
Video Link for LECTURE 10: Randomized Controlled Experiments
Other relevant materials below
Free DJVU reader - Allows you to read the textbook Chapter 1 & 2 for this and the next lecture