RWE / Digital Health
Real-world evidence, digital health platforms, and longitudinal patient signal.
Real-World Evidence and Patient Signal
Context
Longitudinal patient data, real-world program observation, and signal generation outside the visit structure.
Evidence
BEYONDXLH, longitudinal patient-program design, patient-reported and device-linked data, current PatientStories.ai work.
Role
- Led Phase IV longitudinal patient-program work
- Designed data-capture and signal frameworks around real-world use
- Built current narrative-to-signal platform concepts in PatientStories.ai
Digital Health Platforms
Context
Patient-facing platforms, collaborative data environments, and digital health operations.
Evidence
Rarify, Philips Virtual Care Management, remote monitoring systems, patient-centered digital workflows, and metabolic-condition platforms.
Role
- Built and led digital health and patient-engagement platforms
- Developed collaborative patient and site data environments
- Linked device, patient, and program workflows into operational systems