Predictive AI and productivity growth dynamics: evidence from French firms
07.04.2025
Luca Fontanelli (University of Brescia, Department of Economics and Management, CMCC Foundation – Euro-Mediterranean Center on Climate Change and cRFF-CMCC European Institute on Economics and the Environment), Mattia Guerini (University of Brescia, Deparment of Economics and Management and Fondazione Eni Enrico Mattei), Raffaele Miniaci (University of Brescia, Department of Economics and Management), Angelo Secchi (PSE – University Paris 1 Pantheon-Sorbonne, CMCC Foundation – Euro-Mediterranean Center on Climate Change and RFF-CMCC European Institute on Economics and the Environment)
D20, J24, O14, O33
Artificial intelligence, productivity growth volatility, coarsened exact matching
While artificial intelligence (AI) adoption holds the potential to enhance business operations through improved forecasting and automation, its relation with average productivity growth remain highly heterogeneous across firms. This paper shifts the focus and investigates the impact of predictive artificial intelligence (AI) on the volatility of firms’ productivity growth rates. Using firm-level data from the 2019 French ICT survey, we provide robust evidence that AI use is associated with increased volatility. This relationship persists across multiple robustness checks, including analyses addressing causality concerns. To propose a possible mechanisms underlying this effect, we compare firms that purchase AI from external providers (“AI buyers”) and those that develop AI in-house (“AI developers”). Our results show that heightened volatility is concentrated among AI buyers, whereas firms that develop AI internally experience no such effect. Finally, we find that AI-induced volatility among “AI buyers” is mitigated in firms with a higher share of ICT engineers and technicians, suggesting that AI’s successful integration requires complementary human capital.
***
Citazione suggerita: L. Fontanelli, M. Guerini, R. Miniaci, A. Secchi, ‘Predictive AI and productivity growth dynamics: evidence from French firms’, Nota di Lavoro 11.2025, Milano, Italia: Fondazione Eni Enrico Mattei