In this paper, we analyze firm demand for flexible jobs by exploiting the language used to describe work arrangements in job vacancies. We take a supervised machine learning approach to classify the work arrangements described in more than 46 million UK job vacancies. We highlight the existence...

In this paper, we analyze firm demand for flexible jobs by exploiting the language used to describe work arrangements in job vacancies. We take a supervised machine learning approach to classify the work arrangements described in more than 46 million UK job vacancies. We highlight the existence...

Measured by changes in real wages, earnings inequality and unemployment, the economic position of lower skilled workers has declined sharply over the past two decades across the developed countries of the OECD. In this paper we survey a wide-ranging empirical literature for evidence bearing on...

With almost 50 per cent of the working age population not working, improving labour market performance represents an essential and daunting challenge for Poland. While some of today’s joblessness is cyclical in nature, most of it appears to be structural. This paper argues that to increase...