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COMPEL Glossary / performance-evaluation-redesign

Performance evaluation redesign

Changes to goal-setting, coaching, and review processes forced by AI integration — including attribution rules, revised productivity expectations, and safeguards against AI-integrated surveillance overreach.

What this means in practice

The instrument through which AI productivity claims translate into employee experience (positively or negatively).

Synonyms

AI-era performance management , performance review redesign

See also

  • Attribution in AI-integrated performance — Rules for distinguishing human contribution from AI-assisted output in performance measurement — "did the analyst find that insight, or did the tool?" Has direct consequences for promotion, compensation, and public narrative.
  • AI-fluent manager — A manager who can set expectations, coach employees, and evaluate performance in AI-integrated work — including attributing output credit between human and AI, diagnosing AI-related underperformance, and maintaining psychological safety through change.
  • Coaching cadence — The rhythm of manager-employee conversations that sustains behaviour change after training events — typically weekly-to-monthly for the first two quarters of an AI rollout, then quarterly.