Building expertise in the age of AI: Who trains the next generation?
Executive Take
Leaders who let AI hollow out entry-level roles without redesigning how juniors build judgment will face a mid-career expertise gap in five to ten years; the fix requires restructuring roles now, not adding a training course later.
Executive Summary
McKinsey argues that AI's automation of entry-level tasks is disrupting traditional apprenticeship-style skill development. It recommends organizations redesign how expertise is built by integrating knowledge management, job/role design, learning programs, and coaching into one connected system rather than treating them separately.
Why It Matters
HR and Leadership executives should care because the traditional pipeline for developing institutional expertise — junior staff learning by doing routine work — is being eroded by AI automation, threatening long-term talent pipelines if not deliberately redesigned.
Bizquad Perspective
The bigger risk isn't that AI removes entry-level tasks, but that organizations will quietly promote people faster without the tacit judgment those tasks used to build, creating a generation of managers who can direct AI but can't evaluate its output.