Introduction Smartphone-enabled data collection is transforming health research by enabling frequent, real-time assessments. In digital health studies, however, maintaining engagement over time is a persistent challenge, especially among older adults who may face usability and cognitive barriers. A growing body of evidence suggests that survey deployment patterns—how often surveys are delivered and in how many…