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Understanding Labor Market Demand in Real Time in Argentina and Uruguay

Author

Listed:
  • Evelyn Vezza
  • Zunino,Gonzalo
  • Laguinge,Luis
  • Harry Edmund Moroz
  • Ignacio Raul Apella
  • Marla Hillary Spivack

Abstract

This paper explores how job vacancy data can enhance labor market information systems (LMISs) in Argentina and Uruguay where, as in many countries, data on in-demand skills is lacking. By analyzing job postings collected over four years in Argentina and Uruguay, this study assesses the potential of vacancy data to fill labor market data gaps. The findings reveal that vacancy data capture labor market dynamics across time and geography, showing a strong correlation with traditional labor market indicators such as employment and unemployment. However, the data are biased towards higher-skilled occupations. Despite these limitations, the large volume of postings allows for robust inferences and provides valuable insights into skills demand. The study presents three key applications of the data: 1) using postings as a leading indicator of labor market health; 2) identifying in-demand skills; and 3) mapping similarities between occupations to improve the information available to job counselors to provide advice about job transitions. Finally, the paper contributes methodologically by developing both a manually created skills taxonomy and an experimental machine learning approach to classifying skills. The machine learning method, while less comprehensive, highlights in-demand skills and can complement the manual approach by keeping it up to date with minimal input. Overall, the paper demonstrates the potential of job vacancy data to improve LMISs and inform labor market policies in Argentina and Uruguay with immediate practical applications for labor market analysis, skills development, and workforce training.

Suggested Citation

  • Evelyn Vezza & Zunino,Gonzalo & Laguinge,Luis & Harry Edmund Moroz & Ignacio Raul Apella & Marla Hillary Spivack, 2025. "Understanding Labor Market Demand in Real Time in Argentina and Uruguay," Policy Research Working Paper Series 11086, The World Bank.
  • Handle: RePEc:wbk:wbrwps:11086
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    as
    1. Francesco Vona & Giovanni Marin & Davide Consoli & David Popp, 2018. "Environmental Regulation and Green Skills: An Empirical Exploration," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(4), pages 713-753.
    2. David McKenzie, 2017. "How Effective Are Active Labor Market Policies in Developing Countries? A Critical Review of Recent Evidence," The World Bank Research Observer, World Bank, vol. 32(2), pages 127-154.
    3. Lawrence F. Katz & Jonathan Roth & Richard Hendra & Kelsey Schaberg, 2022. "Why Do Sectoral Employment Programs Work? Lessons from WorkAdvance," Journal of Labor Economics, University of Chicago Press, vol. 40(S1), pages 249-291.
    4. Marinescu, Ioana, 2017. "The general equilibrium impacts of unemployment insurance: Evidence from a large online job board," Journal of Public Economics, Elsevier, vol. 150(C), pages 14-29.
    5. Azar, José & Marinescu, Ioana & Steinbaum, Marshall & Taska, Bledi, 2020. "Concentration in US labor markets: Evidence from online vacancy data," Labour Economics, Elsevier, vol. 66(C).
    6. 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.
    7. Peter Kuhn & Kailing Shen, 2015. "Do employers prefer migrant workers? Evidence from a Chinese job board," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-31, December.
    8. Francesco Vona & Giovanni Marin & Davide Consoli & David Popp, 2018. "Environmental Regulation and Green Skills: An Empirical Exploration," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(4), pages 713-753.
    9. Shen, Kailing & Zhu, Yanran, 2023. "Labor Force Transition Dynamics: Unemployment Rate or Job Posting Counts?," IZA Discussion Papers 16373, Institute of Labor Economics (IZA).
    10. Nikolas Dawson & Mary-Anne Williams & Marian-Andrei Rizoiu, 2020. "Skill-driven Recommendations for Job Transition Pathways," Papers 2011.11801, arXiv.org, revised Aug 2021.
    11. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    12. World Bank, 2020. "The Human Capital Index 2020 Update," World Bank Publications - Books, The World Bank Group, number 34432.
    13. Julien Albertini & Arthur Poirier & Danilo R. Trupkin, 2019. "A Job Vacancy Rate for Argentina," Working Papers 1919, Groupe d'Analyse et de Théorie Economique Lyon St-Étienne (GATE Lyon St-Étienne), Université de Lyon.
    14. repec:hal:spmain:info:hdl:2441/1fkb59dcsg9alqqq6qv18jj5us is not listed on IDEAS
    15. Robert Jensen, 2012. "Do Labor Market Opportunities Affect Young Women's Work and Family Decisions? Experimental Evidence from India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(2), pages 753-792.
    16. Zunino, Gonzalo & Apella, Ignacio, 2022. "El cambio tecnológico y las tendencias del mercado laboral en América Latina y el Caribe: un análisis basado en las tareas," Revista CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), April.
    17. Matthew Wiswall & Basit Zafar, 2015. "How Do College Students Respond to Public Information about Earnings?," Journal of Human Capital, University of Chicago Press, vol. 9(2), pages 117-169.
    18. Avitabile, Ciro & de Hoyos, Rafael, 2018. "The heterogeneous effect of information on student performance: Evidence from a randomized control trial in Mexico," Journal of Development Economics, Elsevier, vol. 135(C), pages 318-348.
    19. Verónica Escudero & Hannah Liepmann & Ana Podjanin, 2024. "Using Online Vacancy and Job Applicants' Data to Study Skills Dynamics," Research in Labor Economics, in: Big Data Applications in Labor Economics, Part B, volume 52, pages 35-99, Emerald Group Publishing Limited.
    20. David J Deming & Kadeem Noray, 2020. "Earnings Dynamics, Changing Job Skills, and STEM Careers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(4), pages 1965-2005.
    21. Nikolas Dawson & Mary-Anne Williams & Marian-Andrei Rizoiu, 2021. "Skill-driven recommendations for job transition pathways," PLOS ONE, Public Library of Science, vol. 16(8), pages 1-20, August.
    22. 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.
    23. Belot, Michèle & Kircher, Philipp & Muller, Paul, 2022. "Do the Long-term Unemployed Benefit from Automated Occupational Advice during Online Job Search?," CEPR Discussion Papers 17513, C.E.P.R. Discussion Papers.
    24. Beam, Emily A., 2016. "Do job fairs matter? Experimental evidence on the impact of job-fair attendance," Journal of Development Economics, Elsevier, vol. 120(C), pages 32-40.
    25. Brancatelli,Calogero & Marguerie,Alicia Charlene & Koettl-Brodmann,Stefanie, 2020. "Job Creation and Demand for Skills in Kosovo : What Can We Learn from Job Portal Data?," Policy Research Working Paper Series 9266, The World Bank.
    26. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    27. 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.
    28. Piotr Lewandowski & Albert Park & Wojciech Hardy & Yang Du & Saier Wu, 2022. "Technology, Skills, and Globalization: Explaining International Differences in Routine and Nonroutine Work Using Survey Data," The World Bank Economic Review, World Bank, vol. 36(3), pages 687-708.
    29. Tyna Eloundou & Sam Manning & Pamela Mishkin & Daniel Rock, 2023. "GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models," Papers 2303.10130, arXiv.org, revised Aug 2023.
    30. Dicarlo, Emanuele & Lo Bello, Salvatore & Monroy-Taborda, Sebastian & Oviedo, Ana Maria & Sanchez Puerta, Maria Laura & Santos, Indhira, 2016. "The Skill Content of Occupations across Low and Middle Income Countries: Evidence from Harmonized Data," IZA Discussion Papers 10224, Institute of Labor Economics (IZA).
    31. Robert Jensen, 2010. "The (Perceived) Returns to Education and the Demand for Schooling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(2), pages 515-548.
    32. Lina Cao & Jian Zhang & Xinquan Ge & Jindong Chen, 2021. "Occupational profiling driven by online job advertisements: Taking the data analysis and processing engineering technicians as an example," PLOS ONE, Public Library of Science, vol. 16(6), pages 1-20, June.
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