The purpose of link analysis in data science is to explore and interpret relationships between different entities, such as individuals, organizations, or events. By analyzing the connections and patterns within data, link analysis helps identify hidden relationships, detect fraud, and uncover social networks. It enhances decision-making by revealing insights into how entities influence each other and can be critical in investigations and risk assessment.