Gambler’s Ruin
The simple random walk with two absorbing barriers — exact results derived three independent ways, then pointed at S&P 500 returns since 1990. Bootstrapping real returns raised modelled ruin from 5% to 40%.

Financial Mathematics
& Business, Laurier
About me

Based in Toronto, ON. Right now that mostly means endurance training — I’m working toward an Ironman. I also played soccer and volleyball, and when I’m not moving, I’m probably playing Clash of Clans.
The simple random walk with two absorbing barriers — exact results derived three independent ways, then pointed at S&P 500 returns since 1990. Bootstrapping real returns raised modelled ruin from 5% to 40%.

An insurance underwriting copilot for life & health, home & property, and commercial & business lines: structured risk intake, tier recommendation, and a generated underwriting worksheet.
Check out moreView GitHub
Case competitions
Projected/modeled figures from case competition analysis, not realized business outcomes.
| Case | Competition | Result | Date | No. |
|---|---|---|---|---|
| TechHawkSupply Chain & HQ Strategy | LEC × LSCA Supply Chain Case Competition | 2nd Place · $300 | Feb 2026 | 01 |
| Canada BasketballDigital Fan Engagement Campaign | LazCup Marketing Case Competition | 1st Place · $500 | Jan 2026 | 02 |
| Sun Life FinancialLife Insurance Market Entry Strategy | LazCup Marketing Case Competition | $47.7M modelled pilot profit | Jan 2026 | 03 |
Experience & education
Always up for a conversation — case competitions, projects or a good run.
Email me