AI Job Risk Checklist

Task exposure

• How repetitive and well‑specified are the core tasks?
• Is output easily measurable with clear acceptance criteria?
• Does the work rely on unique context or tacit knowledge?

Data access and decisions

• Do you interface with proprietary data or sensitive decisions?
• Are you accountable for outcomes with cross‑functional alignment?
• Do you handle exceptions, tradeoffs, and uncertain contexts?

Next steps

1. Pair with AI: redesign one task to increase throughput or quality.
2. Strengthen durable skills: framing, communication, decision quality.
3. Pick one adjacent role and design a 4‑week proof‑of‑work project.