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Artificial Intelligence, Firm Growth, and Product Innovation

Babina, Fedyk, He, Hodson

2023814 citations
LLM / Generative AIAI (General)Firm-level effectsInnovation / Patents
Abstract

We study the use and economic impact of AI technologies. We propose a new measure of firm-level AI investments using employee resumes. Our measure reveals a stark increase in AI investments across sectors. AI-investing firms experience higher growth in sales, employment, and market valuations. This growth comes primarily through increased product innovation. Our results are robust to instrumenting AI investments using firms' exposure to universities' supply of AI graduates. AI-powered growth concentrates among larger firms and is associated with higher industry concentration. Our results highlight that new technologies like AI can contribute to growth and superstar firms through product innovation.

Primary Datasets

Resumes; job postings; patents; publications

Secondary Datasets

Compustat

Key Methods
Multi-source data linkage; firm-level analysis
Sample Period
2000-2018
Geographic Coverage
US
Occupation Classification
SOC
Industry Classification
NAICS
Notes
JFE