Automated Extraction and Classification of IT Job Market Data Using Locally Deployed Large Language Models
References
- Akkasi, A. (2024). Job description parsing with explainable transformer based ensemble models to extract the technical and non-technical skills. Natural Language Processing Journal, 9, 100102. https://doi.org/10.1016/j.nlp.2024.100102
- Decorte, J.-J., Hautte, V., Demeester, T., & Develder, C. (2021). JobBERT: Understanding Job Titles through Skills. ArXiv (Cornell University). https://doi.org/10.48550/arxiv.2109.09605
- European Skills, Competences, Qualifications and Occupations (ESCO), https://esco.ec.europa.eu/en [Accessed: 23.01.2026]
- International Standard Classification of Occupations (ISCO). https://ilostat.ilo.org/methods/concepts-and-definitions/classification-occupation/ [Accessed: 23.01.2026]
- Leon, F., Gavrilescu, M., Floria, S.-A., & Minea, A.-A. (2024). Hierarchical Classification of Transversal Skills in Job Ads Based on Sentence Embeddings. ArXiv (Cornell University). https://doi.org/10.48550/arxiv.2401.05073
- Li, N., Kang, B., & De Bie, T. (2025). LLM4Jobs: Unsupervised occupation extraction and standardization leveraging Large Language Models. Knowledge-Based Systems, 316, 113302. https://doi.org/10.1016/j.knosys.2025.113302
- Lotfi, C., Srinivasan, S., Ertz, M., & Latrous, I. (2021). Web Scraping Techniques and Applications: A Literature Review. SCRS CONFERENCE PROCEEDINGS on INTELLIGENT SYSTEMS, 381–394. https://doi.org/10.52458/978-93-91842-08-6-38
- Kahlon, N., & Singh, W. (2025). A Systematic Review of Web Scraping: Techniques, LLM-Enhanced Approaches, Performance Metrics, and Legal-Ethical Issues. https://doi.org/10.2139/ssrn.5429131
- Tzimas, G., Zotos, N., Mourelatos, E., Giotopoulos, Konstantinos C, & Zervas, P. (2024). From Data to Insight: Transforming Online Job Postings into Labor-Market Intelligence. Information, 15(8), 496. https://doi.org/10.3390/info15080496
DOI: https://doi.org/10.2478/picbe-2026-0298 | Journal eISSN: 2558-9652
Language: English
Page range: 4027 - 4037
Published on: Jul 22, 2026
Published by: Bucharest University of Economic Studies
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year
Keywords:
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© 2026 Lucian VILCEA, Liviu-Adrian COTFAS, Ioana IOANĂȘ, George-Cristian TĂTARU, published by Bucharest University of Economic Studies
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.