The business cycle properties of occupational employment have not yet been extensively explored because of inconsistencies in the aggregate employment series by occupation. Using consistent aggregate hours data constructed through the method of “conversion factors,” which was developed by...

This study identifies the job attributes, and in particular skills and abilities, which predict the likelihood a job is recently automatable drawing on the Josten and Lordan (2020) classification of automatability, EU labour force survey data and a machine learning regression approach. We find...

Marginal employment, so-called Minijobs, represent a significant part of the dependent employment in Germany. In 20121 and 2016 the RWI conducted a survey and interviewed marginally employed workers and employers with marginally employed workers in North Rhine-Westphalia. The results of the...