Antonio Minniti (), Klaus Prettner () and Francesco Venturini ()
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Antonio Minniti: Department of Economics, University of Bologna
Klaus Prettner: Department of Economics, Vienna University of Economics and Business
Francesco Venturini: Department of Economics, University of Urbino
Abstract: We study whether AI innovation changes labor-market polarization by weakening the relative position of high-skilled workers. We develop a CES production framework showing how AI affects the wage-cost ratio between high- and low skilled workers through wage and employment margins. We test the model's predictions using European regional labor-market data and find that AI reduces the relative wage-cost ratio by nearly 7 percent on average, with effects broadly split between wage and employment adjustments. These results are primarily driven by regions in countries highly specialized in AI technologies. Overall, our evidence suggests that AI may counteract the polarization effects associated with over two centuries of technological change.
Keywords: AI, Wage-cost ratio, Employment, CES, DiD
JEL-codes: O3; R1 October 2026
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