Risk-Based Data Monitoring

Risk-based monitoring is an approach that focuses monitoring resources on the data, processes, sites, and risks that matter most to participant safety and study reliability. Rather than checking every data point with equal intensity, risk-based monitoring asks: Which errors would most threaten the study? Which processes are critical? Which sites show concerning patterns? Which variables affect primary outcomes, safety, eligibility, or regulatory reporting?