Work
Product choices, delivery decisions, and outcomes.
Six case studies show the problem, my ownership, the decisions, and what changed.
Oracle · Product and program delivery
Helping students find the right courses
A student course recommendation experience designed around relevance, trust, and a difficult cold start.
My role: Led product direction across data science, ML engineering, design, and evaluation.
Read case studyIndependent work · Product and program architecture
Designing agents around evidence and control
Product direction for an independently built agentic workflow system, with AI-assisted implementation and explicit human decision points.
My role: Owned the product goals, workflow boundaries, acceptance criteria and evaluation approach; AI tools assisted drafting, implementation and verification.
Read case study5th Kind · Product and program execution
Making the trade-off that preserved the account
A delivery decision that balanced competing enterprise needs while protecting a renewal.
My role: Framed the options, made the trade-off visible, and guided a phased path through delivery.
Read case study5th Kind · Product and program execution
Treating search as a product problem
Reframed a request for more filters into a performance and relevance opportunity.
My role: Analyzed usage patterns and set the product direction for search improvements.
Read case studyMabrosi · Mobile product
From mobile MVP to daily habit
A mobile product foundation that connected onboarding, matching, safety, and re-engagement into one focused beta path.
My role: Owned product definition, MVP scope, core mobile flows, onboarding, lifecycle re-engagement, and customer-facing product foundations.
Read case studyRaytheon · Connected products
From product requirements to a phased launch
A product and program operating model for requirements, hardware and software dependencies, compliance gates, and phased rollout.
My role: Owned product requirements, roadmap and release coordination, integrated planning, risk mitigation, and executive visibility across multi-phase initiatives.
Read case study