Rational agents in insurance markets tend to be optimistic about their chances of success because it leads to actual gains for them. A model of insurance markets shows how this rational optimism arises and persists, shedding light on why people tend to be optimistic in other situations as well. This optimism bias is supported by real-world evidence showing that people generally have a moderate optimism bias when assessing probabilities.