Samuel Muehlemann
@sammuehlemann.bsky.social
Professor of Human Resource Education and Development @ LMU Munich https://sam-muehlemann.github.io
What changes when firms adopt AI? Using German establishment data, AI adoption tracks with expanding apprenticeships among training firms and a shift in training toward higher-skill roles—but no clear links to wages, hires, or separations.
#AI #Training #Apprenticeships #VET #FutureOfWork
#AI #Training #Apprenticeships #VET #FutureOfWork
Artificial intelligence adoption and workplace training
As artificial intelligence (AI) reshapes business processes, firms must adapt their training strategies to cultivate a skilled workforce. Using German…
www.sciencedirect.com
February 9, 2026 at 8:30 AM
What changes when firms adopt AI? Using German establishment data, AI adoption tracks with expanding apprenticeships among training firms and a shift in training toward higher-skill roles—but no clear links to wages, hires, or separations.
#AI #Training #Apprenticeships #VET #FutureOfWork
#AI #Training #Apprenticeships #VET #FutureOfWork
Works councils (Betriebsräte) in Germany are less often involved in apprenticeship training than many assume—and this is linked to differences in training outcomes.
👉 our recent publication in the British Journal of Industrial Relations (open-access): onlinelibrary.wiley.com/doi/10.1111/...
👉 our recent publication in the British Journal of Industrial Relations (open-access): onlinelibrary.wiley.com/doi/10.1111/...
onlinelibrary.wiley.com
February 6, 2026 at 12:54 PM
Works councils (Betriebsräte) in Germany are less often involved in apprenticeship training than many assume—and this is linked to differences in training outcomes.
👉 our recent publication in the British Journal of Industrial Relations (open-access): onlinelibrary.wiley.com/doi/10.1111/...
👉 our recent publication in the British Journal of Industrial Relations (open-access): onlinelibrary.wiley.com/doi/10.1111/...