AI can draft specs, summarize user research, and generate roadmap options quickly. What still requires a human is negotiating trade-offs between real stakeholders with competing incentives, and owning the outcome.
Combined with owning accountability for a shipped outcome, this keeps a human in the loop.
O*NET 30.3 occupation tasks plus the ILO 2025 exposure framework. Scores are directional estimates.
Read ILO research →Curated modern-role task model; limited official data Scores are directional estimates and sources do not endorse this site’s exact percentage.
These roles are in Tech and have lower modeled task exposure. Transferability depends on your skills, location, and qualifications.
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