Canva
Data Scientist, User Voice
Worked on AI-powered help. Designed metrics, ran product experiments and evaluated AI models with LLM judges. Built custom MCP connectors to speed up analysis.
- Designed a company-level metric for AI help from first principles. Leadership adopted it for executive reporting.
- Helped build an MCP agent that answers product questions from user transcripts, and defined its use cases.
- Rebuilt dashboards on governed dbt and Snowflake semantic views, so teams can serve themselves.
Metric design / Product experiments / LLM evaluation / Semantic models