README.md

Repository for the paper "Multilingual hierarchical classification of job advertisements for job vacancy statistics"

• paper
• arxiv version

Structure

• codes/
  • raw codes for preparing the data (sampling etc)
  • processing the results
• figs/
  • figures for the paper
• results/:
  • results from python (pickle files)
  • models-accuracy.xlsx -- MS Excel file with results for each model
• paper/
  • job-offer-polish.pdf / job-offer-translated.pdf -- CBOP job offer form
  • paper.pdf -- the paper

Software

• The classifier is available here
• Models are available here
• Tutorial is available here

How to cite

• paper -- Beręsewicz, M., Wydmuch, M., Cherniaiev, H., & Pater, R. (2024). Multilingual hierarchical classification of job advertisements for job vacancy statistics. arXiv. https://arxiv.org/abs/2411.03779

@misc{beresewicz2024multi,
      title={Multilingual hierarchical classification of job advertisements for job vacancy statistics}, 
      author={Maciej Beręsewicz and Marek Wydmuch and Herman Cherniaiev and Robert Pater},
      year={2024},
      eprint={2411.03779},
      archivePrefix={arXiv},
      primaryClass={stat.AP},
      url={https://arxiv.org/abs/2411.03779}, 
}

• models -- Beręsewicz, M., Wydmuch, M., Pater, R., & Cherniaiev, H. (2024). Job offers classifiers for ISCO and KZiS 2023 (Version V1) [Data set]. RepOD. https://doi.org/10.18150/OCUTSI

@data{OCUTSI_2024,
author = {Beręsewicz, Maciej and Wydmuch, Marek and Pater, Robert and Cherniaiev, Herman},
publisher = {RepOD},
title = "{Job offers classifiers for ISCO and KZiS 2023}",
year = {2024},
version = {V1},
doi = {10.18150/OCUTSI},
url = {https://doi.org/10.18150/OCUTSI}
}

• data -- TBA

Funding

Marek Wydmuch, Robert Pater and Herman Cherniaiev work was funded by the Educational Research Institute entitled: "Wspieranie dalszego rozwoju Zintegrowanego Systemu Kwalifikacji w Polsce, ZSK 6" (FERS.01.08-IP.05-0001/23).

Maciej Beręsewicz work was funded by the Polish National Agency for Academic Exchange (NAWA) under The Bekker NAWA Programme, grant number BPN/BEK/2023/1/00099/U/00001 (visit at University of Manchester between 01.06 and 31.08.2024).