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Returns to formal, non-formal and informal training for workers at risk of automation

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  • Zeyer-Gliozzo, Birgit

Abstract

The automation of work tasks due to technological change increases the pressure on employees whose workplaces consist largely of such activities. Further training is an important way of adapting skills and enabling the performance of tasks that cannot be automated and are required in modern labour markets. Therefore, it should help to reduce the number of substitutable tasks performed and the risk of automation. These returns to training are highly relevant, but as yet little studied. Using data from the German National Educational Panel Study (NEPS), this paper examines the effect of formal, non-formal and informal training on work tasks and the automation probability for workers at risk of automation. The results show that nonformal and informal training in the form of media use actually helps to reduce the intensity of routine tasks. The effects of training on analytic, interactive and manual tasks as well as the probability of automation differ depending on the type of training, but are in many cases not significant. Furthermore, the results indicate that the impact of training on tasks partly varies with the degree of computerisation, a change of job and the level of education.

Suggested Citation

  • Zeyer-Gliozzo, Birgit, 2020. "Returns to formal, non-formal and informal training for workers at risk of automation," Ruhr Economic Papers 857, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
  • Handle: RePEc:zbw:rwirep:857
    DOI: 10.4419/86788993
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    References listed on IDEAS

    as
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    More about this item

    Keywords

    further training; returns to education; automation; job tasks;
    All these keywords.

    JEL classification:

    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • M53 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Personnel Economics - - - Training
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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