“…In this section, we argue that regional disparities in digitalization may exist and that these regional disparities influence the impact of state subsidies for the self-employed, like the emergency aid. The main argument is that a minimum level of digital infrastructure, in terms of available wireline-or mobile-based fast broadband, is needed so that the self-employed are better able to benefit from their investments in digitalization (see for example Akerman et al, 2015, on the relevance of broadband availability for firm performance, or Duso et al, 2021, showing that advanced broadband applications increase firm productivity, and Barrero et al, 2021, on the relevance of internet access on working from home during the COVID-19 pandemic). Digital technologies have strong (direct and indirect) network effects, meaning that the value of using digital technologies increases with a larger number of users, amount of available data, and the installed base (Katz and Shapiro, 1985;Gregory et al, 2021).…”