The COVID-19 pandemic has highlighted the importance of high-quality health research and data for use in political decision-making surrounding population health issues. Therefore, it is important to understand factors such as social trust, privacy concerns, technical affinity, altruism, age, and device ownership, as they either encourage or deter people from sharing their health data.