AI isn't coming for your job; it's actually making companies hire 4% more people.
April 15, 2026
Original Paper
AI, Output, and Employment
SSRN · 6460358
AI-generated illustration
The Takeaway
The standard fear is that AI is a 'job killer' that will automate us into unemployment. This massive study of U.S. firms found the opposite: companies that lean into AI see a 7% jump in output and a 4% increase in total employees. While workers might get a smaller 'slice' of the total income pie, the 'pie' itself grows so much that there are more jobs overall. It turns out that when a company gets more efficient with AI, it scales up so fast that it needs more human hands to manage the growth. This completely flips the script on the 'robot apocalypse' narrative.
From the abstract
<span> <p><span></span></p> <p><span>Does artificial intelligence (AI) increase productivity—and does it displace workers? We examine aggregate effects using administrative data covering essentially all U.S. firms in a difference-in-differences design that exploits occupational AI exposure across industries and states. A one standard deviation increase in exposure raises output by 7% and employment by 4%, with effects emerging in 2021 when enterprise AI tools entered the market. Both results are