Everything on Data-Driven Management

AI tools can analyze usage data to segment engineers into cohorts (e.g., light users, power users). This enables targeted enablement strategies for different skill levels.

Impact: Allows leaders to create specific playbooks for each cohort, ensuring that all team members, regardless of experience, can benefit from AI.

— from Scaling AI Adoption in Large Engineering Teams · How I AI· Mar 02, 2026