Expertise at Work: New Technologies, New Skills, and Worker Impacts
joint with Cäcilia Lipowski and Anna Salomons, ZEW Discussion Paper, MIT Working Paper, link to latest version (under review)
We study how new digital technology reshapes vocational training and skill acquisition and its impact on workers' careers. We construct a novel database of legally binding training curricula and changes therein, spanning the near universe of vocational training in Germany over five decades, and link curriculum updates to breakthrough technologies using Natural Language Processing techniques. Our findings reveal that technological advances drive training updates, with curriculum content evolving towards less routine intensive tasks, and greater use of digital and social skills. Using administrative employer-employee data, we show that educational updates help workers adapt to new demands for their expertise, and earn higher wages compared to workers with outdated skills. These findings highlight the role of changes in within-occupational skill supply in meeting evolving labor market demands for non-college educated workers.
Log Daily Wage Impacts of Curriculum Updates by Technology Exposure
Minimum Wages and the Rise in Solo Self-Employment
joint with Terry Gregory and Angelika Ganserer, IZA Discussion Paper 15283. (R&R ILR Review)
We show that the first-time adoption of minimum wages in German industries led to an increase in the share of solo self-employment by up to 8.1 percentage points within a quasi-experimental setting. We explain this result with the cost shock, which led to reduced labor demand and wages for dependent employment, while at the same time creating incentives for independent employment. Our results suggest that dependent employees have been involuntarily pushed into solo self-employment. As a consequence, these workers experience more precarious employment with poorer social security and lower incomes. Such unintended side effects are likely to occur when the minimum wage is set extraordinarily high, especially during an economic downturn.
Effect of Minimum Wages on Solo Self-Employment
Outsourcing Mitigates Employment Responses to Trade Shocks
joint with Marco de Pinto, HdBA Discussion Paper 24-03 (under review)
This paper finds that firms respond to trade shocks by changing outsourcing more than labor, adjusting their labor-to-outsourcing ratio, and thus mitigating potential employment consequences of trade. High labor adjustment costs may serve as an explanation in the short run, but we find that these effects are persistent. We develop a theoretical framework to show which properties production functions must fulfill to explain these effects and show that these conditions are met in our data. The shape of the production technology can explain why outsourcing persistently mitigates employment consequences of trade shocks.