Work

A policy proposal and interactive briefing on how Canada can detect AI-driven job displacement before it reaches aggregate statistics. Prepared as a capstone for Mila (Quebec Artificial Intelligence Institute). Includes the executive summary, interactive data visualizations, and proposed governance architecture.

An interactive dashboard tracking five early warning signals of AI-driven labor displacement. The five signals cover builder intent, corporate framing, media coverage, displacement events, and labor demand. A companion to the Canary Cohort Policy Analysis Exercise.