The yen depreciation from 2012-2015 reduced robot prices for U.S. firms. Paradoxically, financially constrained firms dramatically increased adoption relative to their unconstrained peers. We rationalize this with a collateral model: robots are pledgeable assets requiring non-pledgeable...

We study how the labor market shocks of automation and immigration interact to shape workers' outcomes. Using matched employer-employee data from Norwegian administrative registers, we combine an immigration shock triggered by the European Union's 2004 enlargement with an automation shock based...

We provide experimental evidence on how employers adjust expectations to automation risk in high-skill, white-collar work. Using a randomized information intervention among tax advisors in Germany, we show that firms systematically underestimate automatability. Information provision raises risk...

We study how the labor market shocks of automation and immigration interact to shape workers’ outcomes. Using matched employer–employee data from Norwegian administrative registers, we combine an immigration shock triggered by the European Union’s 2004 enlargement with an automation shock...

Daron Acemoglu and Pascal Restrepo uncover how automation disproportionately targets tasks that pay workers above-market wages, eroding those rents and amplifying wage losses for affected workers. Using U.S. data from 1980 to 2016, they show that this “rent dissipation” not only reduces wage...

Labour shortages in Europe have led firms to adopt two key strategies: automation and the employment of migrants. This study empirically examines the relationship between robot adoption and immigrant labour (differentiated by region of origin and education level) in Austrian firms using a novel...

This study examines the relationship between firm-level automation in manufacturing and local labor market employment outcomes using 2001-2022 Swedish linked employer-employee data. I utilize a shift-share instrumental variable approach and obtain robust results that automation affects...