HIV incidence is typically measured through surveillance systems, cohort studies, and mathematical modeling. Surveillance systems collect data from healthcare providers, laboratories, and other sources to track new HIV diagnoses. Cohort studies follow groups of individuals over time to observe new infections. Mathematical models use existing data to estimate incidence in populations where direct measurement is challenging.