Why we need a theory of causal effects - Example Joe and Ann with self-selection - Random experiment - Set of possible outcomes of a random experiment - Event - Probability of an event - Conditional probability of an event - Random variable - Expectation of a discrete random variable - Conditional expectation of a discrete random variable