Labour-market polarization is characterized by increased employment in occupations at the top but also at the bottom of the skills and wage distributions, followed by a relative decline in middling occupations. This paper documents a polarization trend also in the Nordic labour markets and...

Information and communications technology, global value chains, and population ageing are changing the structures of the labour market. These three factors affect the tasks carried out in Finland in the future and the division of labour between humans and computers. The changes are taking place...

Industries go through different phases of evolution where old skills become obsolete and new skills arecrucial for the industrial renewal process. Industry evolution is usually addressed from the perspectives of production and exports, leaving one factor largely unexplored: human capital....

We examine gender differences in careers using a large linked employer-employee dataset on Finnish white-collar manufacturing workers over the period of 19812006. Our focus is on labour market entrants whom we follow over time. We find that men start their careers from higher ranks of the...

This dissertation is an empirical study of the gender wage gap in Finland. Much of the dissertation focuses explicitly on the early career as it is found that the first years after labour market entry are of great importance with respect to the overall gender wage gap. The dissertation consists...

Abstract: To examine the productivity, employment and wage effects of ICT, we apply novel occupation based measures of organisational change within firms. With these measures, we directly address the complementarities between ICT and organisational changes. Our results support the view that...

This study conducts an international comparison of productivity and profitability. First, the level and growth of productivity are compared in OECD countries for the period from 1975 to 2009. According to this comparison, productivity growth has been faster in the key Finnish sectors com-pared...

Is the process of workforce aging a burden or a blessing for the firm? Our paper seeks to answer this question by providing evidence on the age-productivity and age-earnings profiles for a sample of plants in three manufacturing industries (forest, industrial machinery and electronics) in...