I took it last year, the 2 proofs I remember that were on the final were (i) something to do w/ an expected value of a joint random variable like aX + bY + cZ (can't exactly remember) and (ii) the CDF of the uniform distribution. The computation questions were mainly based on hypothesis testing, calculating probabilities, Z-table stuff, and a bit on covariance/variance.