This paper provides first evidence on the anatomy of human capital externalities arising from both firm-level and …-skilled. This finding is in line with learning based theories of human capital externalities. Some estimates also suggest negative …-skilled workers and the regional shares of high-skilled workers. -- Human capital externalities ; social returns to education ; error …