Analysis of the Match between University Skills and Labour Market Requirements in the Democratic Republic of Congo: A Semantic and Probabilistic Approach — Oak Academic Publishing
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Analysis of the Match between University Skills and Labour Market Requirements in the Democratic Republic of Congo: A Semantic and Probabilistic Approach
Faculty of Business Sciences, Haute Ecole de Commerce, Kinshasa, DRC
,
Faculty of Communication Sciences, University of Dar es Salaam, Dar es Salaam, Tanzania
1 Faculty of Business Sciences, Haute Ecole de Commerce, Kinshasa, DRC
2 Faculty of Communication Sciences, University of Dar es Salaam, Dar es Salaam, Tanzania
This paper examines the extent to which competencies taught in Congolese universities match the skills required by the labour market. Using official curricula from the Ministry of Higher and University Education and 1560 LinkedIn job postings (2023-2025), we constructed two textual corpora and measured their semantic proximity with spaCy word embeddings and cosine similarity. A logistic regression model was then estimated to predict employability as a function of semantic similarity and academic domain. Results show an overall adequacy rate of 49.14%, meaning that only one out of two university skills is directly relevant to employers’ expectations. The model displays strong predictive performance (Pseudo R 2 = 0.6899; AUC = 0.977; Accuracy = 91.8%), and confirms that semantic similarity alone explains about 68% of employability variance, far more than the field of study. Economics and Management and Legal-Political Sciences are the best-aligned domains, whereas Technology, Psychological and Educational Sciences show lower alignment. These findings suggest that curriculum reforms in the DRC should prioritise skill alignment (digital, languages, data, management) over programme expansion. The study offers a reproducible semantic-probabilistic protocol for ministries and universities to monitor skill-labour match.
World Bank (2022) Youth Employment in Sub-Saharan Africa: Pathways to Productive Work.
World Bank (2023) World Development Report 2023: Learning and Skills for the Digital Age.
International Labour Organization (2024) Skills and Lifelong Learning. https://www.ilo.org/topics-and-sectors/skills-and-lifelong-learning
Bwanga, J., Mwamba, E., Kalenge, E. and Tshisol, T. (2025) Employability of University Graduates: New Horizons in the Labour Market at Lubumbashi, DRC. European Scientific Journal , 43, Article 444.
Arionzi, J., Lossa, D. and Biringanine, B. (2025) Expected Impact of the Bachelor-Master-PhD System on the Quality of Education at the Higher Institute of Medical Techniques of Bukavu. Revue Internationale du Congo , 9, 63-70.
OECD (2021) A New Approach to Skills Mismatch. https://www.oecd.org/en/publications/a-new-approach-to-skills-mismatch_e9563c2a-en.html
UNESCO (2021) World Report on Education and Employment of Young Graduates. https://unesdoc.unesco.org/ark:/48223/pf0000389859
Christelle, K. and Moses, K. (2024) Development of a Web-Based Platform for Evaluation of Teaching by Students in the Democratic Republic of the Congo. Spark , 25, 1-22.
Fuchs-Gallezot, M. (2021) The Visions of Vocational Training Returned by the Titles of the UE/EC Models of MEEF PLC SVT Masters: Exploratory Lexical Analysis. Revue de Didactique des Sciences et des Technologies , 23, 77-108.
Bunmi, S. and Iwala, D. (2024) Paradox of False Friends among English-Speaking Students. Tasambo Journal of Language , Literature and Culture , 3, 282-287.
Bangali, M. (2021) The Achievements of Doctoral Training: Perceptions of the Skills Developed. Canadian Journal of Higher Education , 51, 15-27.
Breilh, D. (2024) Does Educational Alignment in Clinical Pharmacy Strengthen Student Autonomy? Feedback, Strategies, and Perspectives. Éducation & Pédagogie. https://doi.org/10.20870/eep.2024.7906
Montgomery, D.C. and Runger, G.C. (2021) Applied Statistics and Probability for Engineers. 8th Edition, Wiley.
Field, A. (2013) Discovering Statistics Using IBM SPSS Statistics. 4th Edition, Sage Publications.
Desjardins, G., Mendoza, G. and Turgeon, S. (2022) Opportunities and Challenges in the Use of Digital Micro-Certification in the 21st Century: A Conceptual Model for Managers. Ad Machina - L ’ Avenir de l ’ Homme au Travail , 5, 161-184.
Bélisle, M., Heilporn, G., Lavoie, P., Lakhal, S., Lechasseur, K., Fernández, N. and Chichekian, T. (2023) Development and Validation of a Scale to Measure the Professionalization of University Students in Health Sciences. Measurement and Evaluation in Education , 45, 69-105.
Bélisle, M., Mazalon, E., Bélanger, M. and Fernández, N. (2020) Clinical Internships in Alternance Training: Study of Their Characteristics and Impact on Professionalization. Medical Pedagogy , 21, 21-38.
Gauthier, C., Bissonnette, S. and Bocquillon, M. (2021) Enseigner explicitement: Fondements, pratiques et effets sur les apprentissages. Educação & Formação , 6, E4817.
Mikolov, T., Chen, K., Corrado, G. and Dean, J. (2013) Efficient Estimation of Word Representations in Vector Space. https://arxiv.org/abs/1301.3781
Pennington, J., Socher, R. and Manning, C. (2014) Glove: Global Vectors for Word Representation. Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing ( EMNLP ), Doha, October 2014, 1532-1543. https://doi.org/10.3115/v1/d14-1162
Jurafsky, D. and Martin, J.H. (2023) Speech and Language Processing. 3rd Edition, Stanford University Press.
Tribet, H. and Chaliès, S. (2022) Supporting the Construction of Students’ Skills at University. Revue de Recherches en Éducation , 69, 179-190.
Jahmane, A. and Belhaj, A. (2024) Determinants of Pay Equity: What Attitudes and Perceptions of Executives in Tunisia? Management & Social Sciences , 39, 156-171.
Kpognon, K., Ondoa, H., Bah, M. and Messe, M. (2020) Trade Opening, Labour Market Institutions and Youth Employment in Africa. African Development Review , 32, 52-67.
Honnibal, M., Montani, I., Van Landeghem, S. and Boyd, A. (2020) SpaCy 2: Natural Language Understanding with Bloom Embeddings, Convolutional Neural Networks and Incremental Parsing. Software Documentation. Explosion AI. https://spacy.io/
Guambe, E. (2020) Higher Education in Relation to the Labour Market in Mozambique. Les Cahiers d ’ Afrique de l ’ Est , 54, 85-110.
Alcázar, F., Ruiz-Martínez, M. and Sánchez-Gardey, G. (2022) The Performance of Researchers in Multidisciplinary Research Groups: Does Social Capital Matter? International Journal of Administrative Sciences , 88, 317-333.
Body, K., Bonnal, L. and Giret, J. (2018) Measuring the Effect of Paid Work on Success: A Statistical Analysis of Students at a French University. Measurement and Evaluation in Education , 40, 69-103.
Bonkako, J. (2020) The Minimum Inter-Professional Wage Guaranteed under the Constitution of 18 February 2006: Legal Framework and Problems of Effective Implementation in the Democratic Republic of the Congo. Kas African Law Study Library , 7, 299-318.
Bukasa, J., Babidi, L., Meta, E., Ntambue, A., Omanyondo, M. and Malonga, F. (2025) Assessment of Providers’ Knowledge of the Continuum of Maternal and Neonatal Health Care: Case of Kenya Reference General Hospital/Lubumbashi. Revue Internationale du Congo , 9, 7-17.
Darbellay, F., Moody, Z. and Louviot, M. (2021) School Otherwise? Alternative Pedagogies in Debate. Presses Universitaires Suisses. https://doi.org/10.33055/alphil.03171
D’Ávila, C. (2024) Training, Pedagogical Support and Professional Development of University Professors: Multiple Case Studies in Bahia (Brazil) and Quebec (Canada). Didactic , 5, 222-248.
Firth, J.R. (1957) A Synopsis of Linguistic Theory 1930-1955. In: Studies in Linguistic Analysis , Blackwell, 1-32.
Gate (2025) Harnessing Advanced NLP Techniques: Empirical Study on Automated Text Summarization via spaCy Word Embeddings and Cosine Similarity.
Loock, R. (2025) The Virtual Translation Agency within the University. 2025 EAC Proceedings , Charlotte, 24-25 April 2025, 163-174.
Manning, C.D. and Schütze, H. (1999) Foundations of Statistical Natural Language Processing. MIT Press.
Mbogho, K., Muyisa, J., Kalondero, J. and Vyambwera, N. (2024) Factors Influencing nurses’ Involvement in the Assessment of Trainees’ Skills at Graben University Clinics and Matanda Hospital. Journal Congo Research Papers , 5, 40-55. https://doi.org/10.59937/bdrm3340
Moses, K., Dorcas, M., Mystery, K. and Corinne, S. (2024) Integration of WLAN in Higher Education and University Institutions: An Exploratory Analysis of Factors. Spark , 25, 1-12.
Ntumbudila, F., Mabakutuvangilanga, S., Baulana, R., Mambu, R. and Mouala, C. (2024) Impact of the COVID-19 Pandemic on Health Programs and Services in Southern Countries: Malaria Cases (Kinshasa University Clinics). Revue Internationale du Congo , 8, 8-18. https://doi.org/10.62126/zqrx.2024812
Smet, C., Raileanu, M. and Romero, M. (2021) Study of Literature on Creativity in the Education Sciences in French-Speaking Countries. McGill Journal of Education , 55, 588-618. https://doi.org/10.7202/1083424ar
SpaCy (2025) Linguistic Features. spaCy Usage Documentation. https://spacy.io/usage/linguistic-features
U.S. Federal Reserve Bank of St. Louis (2025) Youth Unemployment Rate for the Democratic Republic of the Congo. https://fred.stlouisfed.org/series/SLUEM1524ZSCOD
Zeyneloğlu, İ. and Koenig, G. (2019) Fiscal Policy and Public Employment in Contemporary Macroeconomic Models. Ankara Üniversitesi SBF Dergisi , 74, 631-655.