“…In the study of technical change, several factors have been identified as drivers of technology adoption choices, and much has been written on how these choices translate into aggregate patterns of technology diffusion (for comprehensive reviews of this literature, see Karshenas and Stoneman, 1993;Hall and Khan, 2003;Stoneman and Battisti, 2010). 2 among the drivers of adoption, we can distinguish between: i) supply-side factors, including improvements of older technologies leading to incremental innovations or changes in the use of existing technologies (Gruber and Verboven, 2001); ii) factors related to the demand for new technologies, such as technological complementarities between producers and users, and the adopters' stock of tangible and intangible capital (Rosenberg, 1976); iii) specific (internal) characteristics of the firm, such as size, 3 age, and human resource management practices (Bloom et al, 2012); iv) sectoral heterogeneities between manufacturing and services (Comin and Mestieri, 2013;Calvino et al, 2018;Cirillo et al, 2022a); and finally v) the external organisation of the firm and the institutional context in which businesses operate (Dosi, 1991;Mowery and Rosenberg, 1993). More broadly, the co-evolution of 1 The few works that address this issue include Calvino et al (2022) inspecting the role of workers' skills as well as management capabilities, and accumulation of intangible assets as main drivers of digital technologies in the Italian economy.…”