
Beyond Qualifications Frameworks: Large Language Models and the Future of Global Skills Recognition
References
- Abisha, D., Keerthana, S., Navedha Evanjalin, R., Kavitha, K., Jothi Mary, S., & Ramya, R. (2024). Resspar: AI-driven resume parsing and recruitment system using NLP and generative AI. Paper presented at the Second International Conference on Intelligent Cyber Physical Systems and Internet of Things (ICoICI). Coimbatore, India.
- Acemoglu, D., & Restrepo, P. (2019). Automation and new tasks: How technology displaces and reinstates labor. Journal of Economic Perspectives, 33(2), 3–30. 10.1257/jep.33.2.3
- African Union. (2024). Artificial intelligence for sustainable youth development in Africa (Policy brief by the African Union Office of the Chairperson’s Special Envoy on Youth).
https://au.int/sites/default/files/documents/44080-doc-AI_for_Sustainable_Youth_Development_finalized_copy-1.pdf - Alam, K., & Imran, S. (2015). The digital divide and social inclusion among refugee migrants: A case in regional Australia. Information Technology & People, 28(2), 344–365. 10.1108/ITP-04-2014-0083
- Apsilyam, N. M., Shamsudinova, L. R., & Ashrapova, L. U. (2025). Ethical aspects of using AI in business. International Scientific-Electronic Journal Pioneering Studies and Theories, 1, 22–27.
https://www.pstjournal.uz/index.php/pst/article/view/14/13 - AUDA-NEPAD. (2026). Scoping study. Towards an African Occupational Standards Development Framework (African Union Development Agency–New Partnership for Africa’s Development pre-validation draft).
- Bateman, A. (2021). Orientation note on regional qualifications frameworks. European Training Foundation.
https://acqf.africa/resources/library/publications-from-international-sources/etf-orientation-note-on-regional-qualifications-frameworks-202 - Bateman, A. (2022). Guideline 10: Qualifications and NQFs (or NQSs): A systemic view.
https://acqf.africa/resources/policy-guidelines/acqf-guidelines/acqf-guideline-10-qualifications-and-national-qualifications-frameworks-systemic-view-1/acqf-guideline-10-qualifications-and-national-qualifications-frameworks-systemic-view-english/@@display-file/file/Guideline%2010_NQF%20Systemic%20view_06062022_FINAL_WEB.pdf - Bhutan Qualifications & Professionals Certification Authority. (2023). Bhutan Qualifications Framework 2023.
https://www.bmhc.gov.bt/wp-content/uploads/2023/06/Bhutan-Qualifications-Framework-2023.pdf - Bruno, A., Bates, I., Brock, T., & Anderson, C. (2010). Towards a global competency framework. American Journal of Pharmaceutical Education, 74(3),
56 . 10.5688/aj740356 - Busemeyer, M. R. (2012). On Phillip Brown, Hugh Lauder and David Ashton’s ‘The Global Auction: The broken promises of education, jobs, and incomes’. Socio-Economic Review, 10(4), 779–793. 10.1093/ser/mws005
- Cedefop. (2018). Analysis and overview of NQF level descriptors in European countries. Publications Office of the European Union.
https://data.europa.eu/doi/10.2801/566217 . - Cedefop. (2025). Skills empower workers in the AI revolution: First findings from Cedefop’s AI skills survey (Policy Brief No. 9201 of the Publication Office of the European Union).
https://www.cedefop.europa.eu/files/9201_en.pdf - Coles, M., Keevy, J., Bateman, A., & Keating, J. (2014). Flying blind: Policy rationales for national qualifications frameworks and how they tend to evolve. International Journal of Continuing Education and Lifelong Learning, 7(1), 17–46.
- de Almeida, P.G. R., dos Santos, C. G., & Farias, J. S. (2021). Artificial intelligence regulation: A framework for governance. Ethics and Information Technology, 23(3), 505–525. 10.1007/s10676-021-09593-z
- Deane, C. (2005). Transparency of qualifications: Are we there yet? European Journal of Education, 40(3), 279–293. 10.1111/j.1465-3435.2005.00226.x
- Dennett, D. C. (2013). Intuition pumps and other tools for thinking. WW Norton.
- Department of Higher Education and Training, Republic of South Africa. (2025). Volume 3. Mutual Recognition of Qualifications and Skills in a Global Context. G20 Education Working Group, South Africa. A thematic approach to recognition of qualifications and skills across borders, micro-credentials and recognition for professional practice/employment.
https://www.education.gov.za/LinkClick.aspx?fileticket=zel20UespGs%3d&tabid=93&portalid=0&mid=13822 - Dimari, A., Tyagi, N., Srinivasan, S., & Davanageri, M. (2025). Accessibility and inclusivity in machine learning. Journal of Reliability and Statistical Studies, 18(1), 1–24.
https://journals.riverpublishers.com/index.php/JRSS/article/download/26593/21411?inline=1 - Donlevy, V., Curtarelli, M., McCoshan, A., & Meierkord, A. (2016). Study on obstacles to recognition of skills and qualifications. (Final report of the Directorate-General for Employment, Social Affairs and Inclusion, Luxembourg: Publications Office of the European Union).
https://op.europa.eu/en/publication-detail/-/publication/156689fd-e922-11e6-ad7c-01aa75ed71a1/language-en - DPRU. (2023). The Development of a foundational taxonomy for the PSET CLOUD. [Unpublished document by the Development Policy Research Unit of the University of Cape Town].
- Drori, I., & Te’eni, D. (2024). Human-in-the-loop AI reviewing: Feasibility, opportunities, and risks. Journal of the Association for Information Systems, 25(1), 18–37. 10.17705/1jais.00867
- ETF, Cedefop & UNESCO. (2013). Global national qualifications framework inventory.
https://www.cedefop.europa.eu/files/2211_en.pdf - EU. (2011). Referencing national qualifications frameworks to the EQF. (European Qualifications Framework Series Note 3).
https://www.nok.si/sites/www.nok.si/files/dokumenti/61-file-path.pdf - Ferraris, A. F., Audrito, D., & di Caro, L. (2025). The architecture of language: Understanding the mechanics behind LLMs. Cambridge Forum on AI Law and Governance, 1, (e11), 1–19. 10.1017/cfl.2024.16
- Gallagher, S. R. (2022). The future of university credentials: New developments at the intersection of higher education and hiring. Harvard Education Press.
- Gan, C., Zhang, Q., & Mori, T. (2024, August 13). Application of LLM agents in recruitment: A novel framework for resume screening.
https://arxiv.org/pdf/2401.08315 - Gilliland, A. (2013).
‘To the tasks and the skills’: Considerations and competencies for designing glocal archival access systems . In A. Gilliland, S. McKemmish, H. Stančić, S. Seljan & J. Lasić-Lazić (Eds.), INFuture2013: Information Governance – Proceedings (pp. 5–15). University of Zagreb.https://infoz.ffzg.hr/infuture/conference-proceedings/infuture-2013-proceedings - Hao, K. (2025). Empire of AI: Dreams and nightmares in Sam Altman’s OpenAI. Penguin Press.
- Haolader, F. A., & Shimu, S. S. (2024).
A comparison of national qualifications frameworks and recognition, validation, and accreditation mechanism of informal learning in vocational education and training among selected countries . In M. Pilz (Ed.), Informal learning in vocational education and training (pp. 363–382). Springer VS. 10.1007/978-3-658-44341-2_17 - ILO & UNICEF. (2025). Microcredentials for youth and work.
https://www.ilo.org/sites/default/files/2025-04/Microcredentials%20for-youth-and-work.pdf - Iredale, R. (1994). Skills recognition and refugees: Migrants without options. Australian Journal of Social Issues, 29(3), 241–264. 10.1002/j.1839-4655.1994.tb01011.x
- Keevy, J., Bateman, A., Castel-Branco, E., Mavimbela, L., Adotevi, J., Sutherland, L., & Matlala, R. (2021). Mapping Report – Towards the African Continental Qualifications Framework.
https://acqf.africa/resources/mapping-study/acqf-mapping-report-comprehensive/@@display-file/file/ACQF%20EN_Mapping%20Report_WEB_2.pdf - Keevy, J., & Chakroun, B. (2015). Level setting and recognising learning outcomes, The use of level descriptors in the 21st century.
https://unesdoc.unesco.org/ark:/48223/pf0000242887 - Keevy, J., Mayet, A., & Matlala, R. (2017). Southern African Development Community Regional Qualifications Framework: Analytical review of level descriptors.
https://acqf.africa/resources/nqf-inventory/regions/sadc/sadc-analytical-review-of-level-descriptors-report-2017/@@display-file/file/SADCQF_Analytical%20review%20level%20descriptors_2017.pdf - Kent, F., & Haruta, J. (2023). Culture and context in interprofessional education: Expectations in Australia and Japan. Medical Education, 59(1), 83–87. 10.1111/medu.15424
- Lantero, L., & Finocchietti, C. (2023).
Recognising refugee qualifications for access to higher education: A European perspective . In: S.T. Saeed, & M. Zhang (Eds.), Global perspectives on the difficulties and opportunities faced by migrant and refugee students in higher education (pp. 57–79). IGI Global. 10.4018/978-1-6684-7781-6.ch003 - Lastra, R. (2025). On the decoding of skills and competency in the age of atomized education. Widening Participation and Lifelong Learning, 27(2), 33–59. 10.5456/WPLL.27.2.33
- Lin, Z., Fu, Z., Liu, K., Xie, L., Lin, B., Wang, W., Cai, D., Wu, Y., & Ye, J. (2024). Delving into the reversal curse: How far can large language models generalize?
https://proceedings.neurips.cc/paper_files/paper/2024/file/36b6180f3dab4025ba763e853b044814-Paper-Conference.pdf - Mao, R., Tan, L., & Moieni, R. (2023). Developing a large-scale language model to unveil and alleviate gender and age biases in Australian job ads. In Conference Proceedings: 2023 IEEE International Conference on Big Data (BigData) (pp. 4176–4185).
https://www.computer.org/csdl/proceedings-article/bigdata/2023/10386083/1TUPtwCGNCU - Marcus, G. (2022). Rebooting AI: Building artificial intelligence we can trust. Pantheon Books.
- Massing, N. (2024). Investment in human capital: Formal education, training and skills – analyses with PIAAC (Doctoral dissertation, School of Social Sciences, Leibniz-Institut für Sozialwissenschaften [GESIS]).
https://madoc.bib.uni-mannheim.de/66786/ - Miao, F., & Holmes, W. (2023). Guidance for generative AI in education and research.
https://unesdoc.unesco.org/ark:/48223/pf0000386693 - Miao, F., Shiohira, K., & Lao, N. (2024). AI competency framework for students.
https://www.unesco.org/en/articles/ai-competency-framework-students - Mulder, M., Weigel, T., & Collins, K. (2007). The concept of competence in the development of vocational education and training in selected EU member states: A critical analysis. Journal of Vocational Education & Training, 59(1), 67–88. 10.1080/13636820601145630
- Nicolaidis, K., & Shaffer, G. (2005). Transnational mutual recognition regimes: Governance without global government. (IILJ Working Paper No. 2005/6).
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=723150 - OECD. (2018). The future of education and skills. Education 2030.
https://www.oecd.org/content/dam/oecd/en/about/projects/edu/education-2040/position-paper/PositionPaper.pdf - Osman, A., & Keevy, J. (Eds.) (2021). The impact of COVID-19 on education systems in the Commonwealth. Commonwealth Secretariat.
https://repository.elizadeuniversity.edu.ng/server/api/core/bitstreams/5bafe338-1d8e-4d6e-ae5a-0e030557d2ad/content - Pagidyala, S. (2023, September 13). How to work with ChatGPT’s gaps in logic and language.
https://www.inc.com/srini-pagidyala/chatgpt-gaps-in-logic-language-generation.html - Rawther, F. A., Rasaldeen, R., Jaison, I. R., Fernandez, S. M., Jaison, I. R., & Mathews, R. M. (2024). A survey on automating answer-sheet evaluation using AI techniques. International Journal of Engineering Research and Applications, 4(2), 72–76.
- Serino, A. (2022). Skills-hunter: Adapting large language models to the labour market for skills extraction. Paper presented at 22nd International Conference of the Italian Association for Artificial Intelligence, Rome, Italy.
https://ceur-ws.org/Vol-3670/paper87.pdf - Sha, C., Long, M., & Windle, J. (2007). Recognition of skills and qualifications: Labour mobility and trade in services.
https://bridges.monash.edu/articles/journal_contribution/Recognition_of_skills_and_qualifications_labour_mobility_and_trade_in_services/4213833?file=6874584 - Sonstein, S. A., Namenek Brouwer, R. J., Gluck, W., Robert Kolb, H., Aldinger, C., Bierer, B. E., & Thomas Jones, C. (2020). Leveling the joint task force core competencies for clinical research professionals. Therapeutic Innovation & Regulatory Science, 54(1), 1–20. 10.1007/s43441-019-00024-2
- UNESCO. (2016). Evaluation of UNESCO’s regional conventions on the recognition of qualifications in higher education.
https://unesdoc.unesco.org/ark:/48223/pf0000245223 - UNESCO. (2019). Global convention on the recognition of qualifications concerning higher education.
https://www.unesco.org/en/legal-affairs/global-convention-recognition-qualifications-concerning-higher-education?hub=70286 - UNESCO. (2021). Reimagining our futures together: A new social contract for education.
https://unesdoc.unesco.org/ark:/48223/pf0000379707 - Uribe, S., Hernández, G., Belmonte, A., & Martín, D. (2022).
Skill matching for migrant guidance based on AI Tools . In: B. Akhgar, K. L. Hough, Y. A. Samad, P. S. Bayerl, & A. Karakostas (Eds.) (2022). Information and communications technology in support of migration (pp. 197–212). Springer International Publishing. 10.1007/978-3-030-93266-4_12 - Vaccaro, M., Almaatouq, A., & Malone, T. (2024). When combinations of humans and AI are useful: A systematic review and meta-analysis. Nature Human Behaviour, 8, 2293–2303. 10.1038/s41562-024-02024-1
- Vesnic-Alujevic, L., & Saitis, G. (2025). What role for AI skills in (re-)shaping the future European workforce? (European Parliamentary Research Service Briefing, PE 765.806).
https://www.europarl.europa.eu/RegData/etudes/BRIE/2025/765806/EPRS_BRI(2025)765806_EN.pdf - Winterton, J., Delamare-Le Deist, F., & Stringfellow, E. (2005). Typology of knowledge, skills and competences: Clarification of the concept and prototype.
https://cpi.si/wp-content/uploads/2005/11/Prototype_typology_CEDEFOP_26_January_2005-1-.pdf - World Bank, UNESCO, & ILO. (2023). Building better formal TVET systems. Principles and practice in low- and middle-income countries.
https://documents1.worldbank.org/curated/en/099071123130516870/pdf/P175566037a5e20650a657068b5152205bf.pdf - World Economic Forum. (2020). The future of jobs report 2020.
https://www.weforum.org/reports/the-future-of-jobs-report-2020 - Zhang, M., van der Goot, R., & Plank, B. (2023). ESCOXLM-R: Multilingual taxonomy-driven pre-training for the job market domain. 10.18653/v1/2023.acl-long.662
- Zhao, Z., Fan, W., Li, J., Liu, Y., Mei, X., Wang, Y., Wen, Z., Wang, F., Zhao, X., Tang, J., & Li, Q. (2024). Recommender systems in the era of large language models (LLMs). IEEE Transactions on Knowledge and Data Engineering, 36(11), 6889–6907. 10.1109/TKDE.2024.3392335
DOI: https://doi.org/10.65043/eurodl.162 | Journal eISSN: 1027-5207
Language: English
Page range: 3 - 3
Submitted on: Aug 12, 2025
Accepted on: Feb 2, 2026
Published on: Feb 17, 2026
Published by: EDEN Digital Learning Europe
In partnership with: Paradigm Publishing Services
Keywords:
© 2026 James Keevy, Andrea Bateman, Hannah Esther Manoharan, Patrick Molokwane, Rod Lastra, Handson Mlotshwa, Andrew Paterson, Roshan Ramchurun, Simone Ravaioli, Kelly Shiohira, Sandra von Doetinchem, Kerryn Warren, published by EDEN Digital Learning Europe
This work is licensed under the Creative Commons Attribution 4.0 License.