Associate Product Manager
ShelterTechBuilding product experience while supporting technology designed around real community needs.

Product · Research · Systems
Curious about people. Thoughtful about product.
Explore my workSelected work
My work sits at the intersection of user understanding, analytical reasoning, and practical execution.
Twenty-plus exploratory interviews, a prioritized natural-language search concept, an interactive prototype, and a DAU-focused measurement plan.
A simulated transaction-to-ledger workflow with configurable mappings, exception routing, and 12 journals posted to and read back from a QuickBooks Online developer sandbox.
View project evidence ↗Co-authored and presented classification research published in the peer-reviewed IEEE QCE24 proceedings.
Read the IEEE proceedings ↗Three years of reported results, an editable Excel forecast, and interactive scenarios showing how growth and costs affect profitability.
Explore the model ↗An explainable triage demo comparing keyword rules with TF-IDF, including human review, a 24-case synthetic evaluation, and a solution walkthrough.
Try the demo and inspect the evidence ↗Experience
Building product experience while supporting technology designed around real community needs.
Directly supervised teams of 12 each semester while leading staff operations, budgets, cross-functional coordination, and systems serving residential communities.
Built and evaluated an audio transcription and summarization pipeline with a three-person team, iterating on model quality using stakeholder feedback.
Worked on natural-language classification research contributing to an IEEE proceedings publication.
About me
I completed my master’s degree in May 2026 and found product management through roles where I had to listen closely, create order from ambiguity, coordinate across teams, and take initiative without waiting for a perfect brief.
My analytical background helps me ask better questions. My leadership experience keeps me grounded in how decisions affect real people. I’m now building the product judgment to connect those strengths at scale.