This is a lecture in the graduate course on risk analysis for patient safety. This lecture focuses on probability mass distributions, including Bernoulli, and Binomial. A brief introduction is made to expected value. This is part one of a two part presentation on this topic. This lecture was designed by Alemi and narrated by Buttar.