Evidence Translation
Clinical guidelines, research, and health data turned into plain-language content and usable product flows. The goal is accuracy that a real person can act on.
I evaluate and build AI health products with evidence, context, and care.
I'm a health informatics and digital health product leader with 8+ years across AI product, evidence translation, regulated health data, clinical-adjacent workflows, and outcomes evaluation.
Expertise
Three things I do well
The work sits where health evidence, AI, and real workflows meet. These are the areas I am strongest in.
AI Evaluation & Guardrails
Success criteria, rubrics, factuality checks, and workflow fit. Knowing when AI adds value, and when it adds complexity that is not worth it.
Health Workflows & Data
Clinical-adjacent workflows, patient-contributed context, and outcomes measurement, with attention to privacy and interoperability across PHIPA, PIPEDA, HIPAA, HL7, FHIR, and SNOMED CT.
Background
Executive Master of Health Informatics, University of Toronto. BSc, Population & Quantitative Health Sciences, Simon Fraser University. Certificates in Designing Health Information Systems (MITx) and Health Informatics on FHIR (Georgia Tech).
Selected Work
A few things I've built and evaluated
Cyster
Building a trust-first PCOS care companion for between-appointment support.
Navigator, Reimagine Labs
Built and evaluated AI-native workflows for program design, grants, evidence use, and social impact teams.
Heart & Stroke Foundation
Managed digital health evaluation, outcomes measurement, and health data governance for a national prevention program.
Cambridge Memorial Hospital, Strategic Planning Consultant, 2021
Let's work together.
Open to AI health evaluation, health informatics, AI product, and digital health roles. The best place to reach me is LinkedIn.