European Economic Review · 2020 · 162 citations · 58 references
ManagementCloud ComputingEconomicsCompetition PolicyInnovationTechnology PolicyBroadband PolicyCloud Computing AdoptionDigital MarketsInnovation AdoptionTechnology AdoptionTechnology DiffusionBarriers To AdoptionDiffusion Of Digital TechnologiesDiffusion Of Information TechnologyDigital Technology AdoptionFirm-specific CapabilitiesFront Office TechnologyIct SkillsTechnology Diffusion Analysis
Insufficient diffusion of new technologies has been cited as a possible cause of weak productivity growth over the past two decades. This study uses a novel dataset of digital technology usage across 25 industries and 25 European countries (2010‑16) to investigate the drivers of digital adoption in cloud computing and back‑ or front‑office integration. The authors examine structural and policy factors—such as broadband infrastructure, managerial quality, worker skills, and market settings—using a difference‑in‑differences approach to assess their statistical and economic impact on technology adoption. They find that low managerial quality, limited ICT skills, and poor worker‑job matching hinder digital adoption, while market‑incentive policies and complementary firm capabilities significantly boost diffusion.
Insufficient diffusion of new technologies has been quoted as one possible reason for weak productivity performance over the past two decades (Andrews et al., 2016). This paper uses a novel data set of digital technology usage covering 25 industries in 25 European countries over the 2010-16 period to explore the drivers of digital adoption across two broad sets of digital technologies by firms, cloud computing and back or front office integration. The focus is on structural and policy factors affecting firms’ capabilities and incentives to adopt -- including the availability of enabling infrastructures (such as high-speed broadband internet), managerial quality and workers skills, and product, labour and financial market settings. We identify the effects of structural and policy factors based on the difference-in-difference approach pioneered by Rajan and Zingales (1998) and show that a number of these factors are statistically and economically significant for technology adoption. Specifically, we find strong support for the hypothesis that low managerial quality, lack of ICT skills and poor matching of workers to jobs curb digital technology adoption and hence the rate of diffusion. Similarly our evidence suggests that policies affecting market incentives are important for adoption, especially those relevant for market access, competition and efficient reallocation of labour and capital. Finally, we show that there are important complementarities between the two sets of factors, with market incentives reinforcing the positive effects of enhancements in firm capabilities on adoption of digital technologies
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Financial Dependence and Growth
Raghuram G. Rajan, Luigi Zingales · American Economic Review · 1996 · 6.8K citations
The Journal of Law Economics and Organization · 1999 · 5.7K citations · Full text