New working paper: Startup types and macroeconomic performance in Europe

New research with Ralph de Haas and Vincent Sterk studying dynamics of European startups using unsupervised learning . We distinguish five starts-up types: capital intensive, cash-rich, high leverage, large and basic. We show that shifting the composition of startup cohorts can boost macroeconomic performance.