Problem: Ontario's Sunshine List is public, but it's built for record-keeping, not exploration, making it hard to spot patterns or compare salaries across employers.

Result: I turned 400,000 lines of raw data into an interactive visual tool that makes pattern-finding and comparison fast and intuitive.

Problem: House of Friendship's Emergency Food Hamper Program serves 27,000 people a year, but runs on paper slips, spreadsheets, and word-of-mouth knowledge, costing staff time and money.

Result: As a volunteer, I led a pilot project from stakeholder interviews through full stack development, building a working tool to replace their manual process and testing a more efficient way to run hamper distribution.

Problem: MLS teams spend very different amounts on their rosters, but it's unclear how much that team spending actually translates into winning.

Result: I compared total team compensation to season points for all 30 MLS teams, using 2026 salary data and live standings, and calculated the correlation to show how much spending explains performance. It updates daily until the season ends.

Problem: Scotiabank wants young Canadians to move from depositors to investors, but starting to invest feels out of reach or intimidating for many of them.

Result: In under 24 hours at CaseHacks 2026, our team built a concept that lets young Canadians start investing with the Scene+ rewards they already earn from everyday spending. We made the finals and won Best UI.