Embedded Files
External Engagement & Advisory
External Engagement & Advisory
I engage with industry, healthcare organizations, and public-sector partners on the responsible design, evaluation, and deployment of AI systems—particularly in high-stakes contexts such as healthcare, education, and enterprise decision support.
How I Help:
AI readiness & risk assessment
AI readiness & risk assessment
Evaluate data maturity, workflow fit, and deployment risks; deliver an executive-ready memo.
AI evaluation & validation
AI evaluation & validation
Independent reliability assessment, failure-mode analysis, and explainability review.
Technical & strategic advisory
Technical & strategic advisory
Ongoing guidance for leaders navigating AI adoption, governance, and evaluation.
How Engagements Work
Engagements are scoped, time-bounded, and aligned with university policies. Work typically involves executive briefings, technical reviews, and written recommendations rather than software development or product delivery.
Some engagements may be structured as sponsored research or institutional collaborations.
Past Engagements
Page updated
Google Sites
Report abuse