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Grow the Firm — Hollowing-Out Dashboard

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Workforce composition over time

Round 5 is the AI introduction point.

Junior 0–19 · Mid 20–39 · Senior 40+

Who is doing the work?

Worker expertise band by contract band, across the selected firms.

Expertise pipeline

Observed within-firm progression among workers seen in multiple rounds.