“…Moreover, the implications of technology adoption for the aggregate occupational composition remain unclear as existing studies on the effects of technology adoption tend to focus on structural shifts within firms (Gaggl and Wright, 2017;Aghion et al, 2020). Yet, whether aggregate-level de-routinization stems from the displacement of routine jobs within firms adopting frontier technologies, or from differential trends in employment growth or de-routinization among heterogeneous firms, comes with different implications for the routine-replacing character of frontier technologies and related between-firm heterogeneity (Barth et al, 2016;Song et al, 2019;Cortes et al, 2023). As Seamans and Raj (2019) have pointed out, a significant challenge to investigating these issues is the lack of sufficient firm-level data with information on the adoption of frontier technology.…”