Work

Seven projects across product, data, and engineering — each one a story, not a repo.

Children playing on a lakeside playground in Ontario

Ontario Playground Finder

A community-built map of Ontario playgrounds — filter by age group, equipment, surface and amenities before you leave the house.

ArcGIS Survey123 Python SQLite +2

Odds ratio chart showing later funding rounds associated with higher acquisition rates

Data & Analytics

Startup Success Prediction: What Actually Drives an Acquisition

A statistical study of 923 US startups testing common founder assumptions against real outcomes — what actually predicts getting acquired instead of shutting down.

Statistics Hypothesis Testing Regression Excel