Forward deployed inside Turner Construction, North America's largest general contractor, building data and AI infrastructure that makes project intelligence reliable at scale. The work spans modernizing legacy reporting, overhauling data pipelines, identifying and converting revenue opportunities, and supporting major integrations end to end. Delivered significant reductions in manual effort and reporting overhead across a large, distributed organization, contributing to initiatives with projected multi-million dollar savings.

After Manulife, I went back to the family business. Brought proper analytics to a cross-border export operation that had been running mostly on instinct and spreadsheets. Rebuilt margin tracking, reworked the commercial approach for Middle East, African, and Asian markets, and scaled annual revenue from $2M to $5M through strategic partnerships and vertical supply chain integrations.

Claims processing at scale is high-volume and time-sensitive, and a lot of what was happening manually didn't need to be. I spent the year automating recurring reporting and data workflows across systems, which freed the team up for the parts of the job that actually needed people.

Client work in financial services and tech: SQL-heavy analytics implementations, ETL pipelines, data quality problems that had been quietly causing issues for years. The work isn't flashy but it tends to matter. Bad data upstream breaks a lot of things downstream that nobody connects back to the source.

My first full-time role, supporting risk and liquidity analysis at a provincial government agency. Government finance is methodical and careful, which turned out to be a decent place to learn fundamentals. Automated the recurring reporting that was eating up time nobody wanted to spend on it.

Started as a market research analyst and ended up as VP by the time I left. Published Bloomberg-backed research on equities, debt, and IPOs. Writing clearly enough that people actually read what you put out is an underrated skill, and this is where I picked it up.