Public involvement is crucial for the ethical use of sensitive health data. Community engagement initiatives can educate individuals about the importance of health data and how it contributes to public health research. Transparency in data use and providing feedback on research outcomes can build public trust. Encouraging public participation in health data collection through surveys and health registries can also enhance data quality and representativeness.