“…First, from the micro-level perspective, we need to acknowledge that although inter-firm technologically related knowledge spillovers are important in the evolution of a regional industrial structure, firm heterogeneity plays a role in the firms' choice of new industries (Neffke et al, 2018). Given the fact that the firms' abilities to explore new industries and diversify into new industries rely heavily on some firm-specific competences, organizational routines, and knowledge bases, it would be problematic to examine regional industrial dynamics only through meso-or macro-level analysis without paying attention to micro-level firm heterogeneity (Lo Turco & Maggioni, 2015;Martin, 2010). Martin (2010) has, however, pointed out that regional economies are composite systems, consisting of numerous heterogeneous firms with different market orientations, specific technologies, competences, resources, and business models, even though the firms may all belong to the same industry.…”