Harvard study of 718 firms finds AI coding boosts individual output ~30% but firm-level shipping doesn't move

DavidLinthicum · x · 2026-10-08

A rigorous study by Harvard economists Fiona Chen and James Stratton, using 300 million work events across 718 firms, finds AI coding agents boost individual coding output 30% (assistants 10%) — yet firm-level software output and employment don't budge. The gains don't ship.

Why: code review becomes the bottleneck. After agent adoption, review times jumped 49% and the share of PRs requiring changes nearly doubled. The tools shift the constraint from writing code to reviewing it; without process changes, individual productivity gains never reach shipped software.

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