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Canaries in the Gold Mine: Early Productivity Gains from Artificial Intelligence Creating Organization Capital

Tania Babina, Alex X. He, Renhao Jiang · NBER Working Papers · August 2026

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Direction of the finding as read from the abstract by an AI model (AI-written).

Key takeaway AI-written

Using a firm-level measure of AI investment based on AI-skilled employment, this NBER paper finds that AI investments are associated with productivity growth in recent years but not over the previous decade, and traces the gains to the build-up of organization capital.

Abstract

Using a new firm-level measure of AI investment based on AI-skilled employmentspanning machine learning through generative and agentic AIwe show that AI investments are associated with productivity growth in recent years, but not over the previous decade. We trace the productivity gains to the

About this publication

Working paper. A working paper — circulated for discussion before formal peer review, the standard first outlet in economics.

Published
2026
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