Job-Futuromat — Germany's National Tool Showing How Automatable Your Profession Is
Germany
Germany's IAB runs a free tool covering ~4,000 occupations, showing pupils, graduates and jobseekers how automatable their profession is, so …
South Korea · Eumseong · See the South Korea profile
Evidence: Observational / pre–post Top 40% 53/100 · Ask Evidence Copilot about this practice
Korea's labour ministry and KEIS built AI into Work-Net: 'The Work' (2018) matched ~7,600 people to jobs in a year, cutting search time from 10 min to 5 sec. A 2020 upgrade added AI matching across 12,000 competency categories, shared with universities.
South Korea's Ministry of Employment and Labor (MOEL) and its Korea Employment Information Service (KEIS) have progressively layered AI onto Work-Net, the country's national public jobs portal, since 2018.
Use AI to generate personalised job, training and benefit recommendations automatically from a user's CV, training history and interests, replacing manual multi-site searching, then shift to competency-based matching using detailed occupational data.
'The Work' launched in December 2018, logging users in to generate personalised daily recommendations. In July 2020 MOEL/KEIS upgraded the system to AI matching across 12,000 job-competency categories and 2.7 million core keywords drawn from 18 data sources, and released the resulting occupational data dictionary publicly so universities could use it for career guidance and companies could build their own AI employment services.
Per the OECD's Observatory of Public Sector Innovation, in its first year (December 2018–November 2019) 'The Work' helped roughly 7,600 people find jobs suited to their competencies and cut the time users spent hunting across multiple sites from an average of ten minutes to about five seconds after login.
Both sources describe usage and design in detail but do not report longer-term employment-outcome or retention data beyond the first-year placement figures.
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Germany
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