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A method for measuring detailed demand for workers' competences

Author

Listed:
  • Pater, Robert
  • Szkola, Jaroslaw
  • Kozak, Marcin

Abstract

There is an increasing need for analysing the demand for skills in the labour market. While most studies aggregate skills in groups or use available proxies for them, the authors analyse the demand by employers for individual competences. Such an analysis better reflects reality because companies usually require job candidates to have particular competences, rather than generally defined groups of skills. However, no method exists to analyse on a large scale which competences are required by employers. At a detailed level, there are hundreds of competences; thus, this demand cannot be measured in a sample survey. The authors propose a method for conducting a continuous and efficient analysis of the demand for competences of prospective employees. The method involves collecting online job offers and analysing them with data mining and text analysis tools. The authors use this method to analyse transversal competences in the Polish labour market. Their findings indicate that companies typically required only certain competences-especially 'language and communication competences'-while neglecting others. The number of job candidate requirements was counter-cyclical. However, the structure of the competences demanded did not change during the analysed period.

Suggested Citation

  • Pater, Robert & Szkola, Jaroslaw & Kozak, Marcin, 2019. "A method for measuring detailed demand for workers' competences," Economics - The Open-Access, Open-Assessment E-Journal, Kiel Institute for the World Economy (IfW), vol. 13, pages 1-30.
  • Handle: RePEc:zbw:ifweej:201927
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    File URL: http://dx.doi.org/10.5018/economics-ejournal.ja.2019-27
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    References listed on IDEAS

    as
    1. David Deming & Lisa B. Kahn, 2018. "Skill Requirements across Firms and Labor Markets: Evidence from Job Postings for Professionals," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 337-369.
    2. Pavlicek, Jaroslav & Kristoufek, Ladislav, 2015. "Nowcasting unemployment rates with Google searches: Evidence from the Visegrad Group countries," FinMaP-Working Papers 34, Collaborative EU Project FinMaP - Financial Distortions and Macroeconomic Performance: Expectations, Constraints and Interaction of Agents.
    3. Annunziata, Marco & Bourgeois, Hendrik, 2018. "The future of work: How G20 countries can leverage digital-industrial innovations into stronger high-quality jobs growth," Economics Discussion Papers 2018-28, Kiel Institute for the World Economy (IfW).
    4. Nordin, Martin & Persson, Inga & Rooth, Dan-Olof, 2010. "Education-occupation mismatch: Is there an income penalty?," Economics of Education Review, Elsevier, vol. 29(6), pages 1047-1059, December.
    5. Brad Hershbein & Lisa B. Kahn, 2018. "Do Recessions Accelerate Routine-Biased Technological Change? Evidence from Vacancy Postings," American Economic Review, American Economic Association, vol. 108(7), pages 1737-1772, July.
    6. Modestino, Alicia Sasser & Shoag, Daniel & Ballance, Joshua, 2016. "Downskilling: changes in employer skill requirements over the business cycle," Labour Economics, Elsevier, vol. 41(C), pages 333-347.
    7. Katharine G. Abraham, 1987. "Help-Wanted Advertising, Job Vacancies, and Unemployment," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 18(1), pages 207-248.
    8. Chevalier, Arnaud, 2011. "Subject choice and earnings of UK graduates," Economics of Education Review, Elsevier, vol. 30(6), pages 1187-1201.
    9. Peter Kuhn & Hani Mansour, 2014. "Is Internet Job Search Still Ineffective?," Economic Journal, Royal Economic Society, vol. 124(581), pages 1213-1233, December.
    10. Brahim Boudarbat & Victor Chernoff, 2012. "Education--job match among recent Canadian university graduates," Applied Economics Letters, Taylor & Francis Journals, vol. 19(18), pages 1923-1926, December.
    11. repec:oup:qjecon:v:132:y:2017:i:4:p:1593-1640. is not listed on IDEAS
    12. Rong Zhu, 2014. "The impact of major-job mismatch on college graduates' early career earnings: evidence from China," Education Economics, Taylor & Francis Journals, vol. 22(5), pages 511-528, October.
    13. Müge Adalet McGowan & Dan Andrews, 2015. "Skill Mismatch and Public Policy in OECD Countries," OECD Economics Department Working Papers 1210, OECD Publishing.
    14. repec:zbw:ifweej:201842 is not listed on IDEAS
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    Citations

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    Cited by:

    1. Maciej Berk{e}sewicz & Greta Bia{l}kowska & Krzysztof Marcinkowski & Magdalena Ma'slak & Piotr Opiela & Robert Pater & Katarzyna Zadroga, 2019. "Enhancing the Demand for Labour survey by including skills from online job advertisements using model-assisted calibration," Papers 1908.06731, arXiv.org.

    More about this item

    Keywords

    online data; skill demand; text analysis; vacancy market; worker competence; worker competency;

    JEL classification:

    • I20 - Health, Education, and Welfare - - Education - - - General
    • J63 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Turnover; Vacancies; Layoffs

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