AI-assisted summary and adaptation Source summary OECD finds that micro-credentials—short, flexible learning programs—are being used for reskilling and career transitions, but differing definitions and quality-assurance approaches make their value difficult for learners and employers to judge. Comparing Australia, Estonia, Finland and Ireland, it recommends a coherent system connecting clear definitions, provider standards, external quality assurance, labor-market needs, employer participation and learner support. TABS Company's business perspective For short badge-based AI or security courses, first define job-specific learning outcomes, assessment through real work tasks, issuing and verification bodies, links to advanced courses, and recognition in hiring, promotion or project assignments. Co-design with industry associations, universities or training providers and involve workplace managers in assessment to reduce the gap between certificate numbers and meaningful evidence of competence. Source: OECD (2026), International Review of Micro-Credential Systems: From Fragmentation to Alignment. This is an unofficial summary and translation. No cover, logo, photograph or chart has been reproduced. This is an unofficial English translation of TABS Company's Korean summary and adaptation of an OECD work. The opinions and arguments expressed do not necessarily reflect the official views of the OECD or its member countries. In the event of any discrepancy, the original OECD work prevails.