Nokia’s ascent, dominance, and descent have resulted in significant labor inflows and outflows in Finland. In this paper, we document the aspects of these flows using official register-based data covering virtually all individuals and organizations in Finland. Our setup may be compared to a...

Workers have different abilities in research, development and innovation (R&D&I) activities. Firms have different “prospects for innovation”. Innovation is facilitated by matching innovators, i.e. workers that are specialized in R&D&I to firms with good prospects for innovation. Aggregate...

The bulk of innovation subsidies in Finland are allocated to firms in industries where the employment share of “innovators,” i.e., workers who are specialized in R&D&I, is very high. The average subsidy per employee is typically the highest among young firms. At the firm level, an increase...

This study empirically examines the reemployment of employees displaced from a high-tech firm. Since 2008, the plummeting market share of Nokia, the world’s largest mobile phone manufacturer at the time, has resulted in massive layoffs and the downsizing of its workforce. We analyze the labor...