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Using online vacancy and job applicants’ data to study skills dynamics

Author

Listed:
  • Bennett, Fidel,
  • Escudero, Verónica,
  • Liepmann, Hannah,
  • Podjanin, Ana,

Abstract

This paper finds that big data on vacancies and applications to an online job board can be a promising data source for studying skills dynamics, especially in countries where alternative sources are scarce. To show this, we develop a skills taxonomy, assess the characteristics of such online data, and employ natural language processing and machine-learning techniques. The empirical implementation uses data from the Uruguayan job board BuscoJobs, but can be replicated with similar data from other countries.

Suggested Citation

  • Bennett, Fidel, & Escudero, Verónica, & Liepmann, Hannah, & Podjanin, Ana,, 2022. "Using online vacancy and job applicants’ data to study skills dynamics," ILO Working Papers 995202692602676, International Labour Organization.
    • Handle: RePEc:ilo:ilowps:995202692602676
    DOI: 10.54394/EWWE6877
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    1. Marinescu, Ioana & Skandalis, Daphné & Zhao, Daniel, 2021. "The impact of the Federal Pandemic Unemployment Compensation on job search and vacancy creation," Journal of Public Economics, Elsevier, vol. 200(C).
    2. Paul Beaudry & David A. Green & Benjamin M. Sand, 2016. "The Great Reversal in the Demand for Skill and Cognitive Tasks," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 199-247.
    3. Lex Borghans & Angela Lee Duckworth & James J. Heckman & Bas ter Weel, 2008. "The Economics and Psychology of Personality Traits," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    4. 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.
    5. Heckman, James J. & Kautz, Tim, 2012. "Hard evidence on soft skills," Labour Economics, Elsevier, vol. 19(4), pages 451-464.
    6. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 411-482, July.
    7. Ioana Marinescu & Ronald Wolthoff, 2020. "Opening the Black Box of the Matching Function: The Power of Words," Journal of Labor Economics, University of Chicago Press, vol. 38(2), pages 535-568.
    8. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    9. Reijnders, Laurie S.M. & de Vries, Gaaitzen J., 2018. "Technology, offshoring and the rise of non-routine jobs," Journal of Development Economics, Elsevier, vol. 135(C), pages 412-432.
    10. Jeremy Lise & Fabien Postel-Vinay, 2020. "Multidimensional Skills, Sorting, and Human Capital Accumulation," American Economic Review, American Economic Association, vol. 110(8), pages 2328-2376, August.
    11. 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.
    12. Matthew Gentzkow & Jesse M. Shapiro & Matt Taddy, 2019. "Measuring Group Differences in High‐Dimensional Choices: Method and Application to Congressional Speech," Econometrica, Econometric Society, vol. 87(4), pages 1307-1340, July.
    13. Dani Rodrik, 2018. "New Technologies, Global Value Chains, and Developing Economies," NBER Working Papers 25164, National Bureau of Economic Research, Inc.
    14. Ioana Marinescu & Roland Rathelot, 2018. "Mismatch Unemployment and the Geography of Job Search," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(3), pages 42-70, July.
    15. 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.
    16. Rita K. Almeida & Carlos H. L, Corseuil & Jennifer Poole, 2017. "The Impact of Digital Technologies on Worker Tasks: Do Labor Policies Matter?," CESifo Working Paper Series 6798, CESifo.
    17. Frey, Carl Benedikt & Osborne, Michael A., 2017. "The future of employment: How susceptible are jobs to computerisation?," Technological Forecasting and Social Change, Elsevier, vol. 114(C), pages 254-280.
    18. Erik Lindqvist & Roine Vestman, 2011. "The Labor Market Returns to Cognitive and Noncognitive Ability: Evidence from the Swedish Enlistment," American Economic Journal: Applied Economics, American Economic Association, vol. 3(1), pages 101-128, January.
    19. 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.
    20. Peter Q. Blair & David J. Deming, 2020. "Structural Increases in Skill Demand after the Great Recession," NBER Working Papers 26680, National Bureau of Economic Research, Inc.
    21. Peter Q. Blair & David J. Deming, 2020. "Structural Increases in Demand for Skill after the Great Recession," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 362-365, May.
    22. Chunbing Xing, 2021. "The changing nature of work and earnings inequality in China," WIDER Working Paper Series wp-2021-105, World Institute for Development Economic Research (UNU-WIDER).
    23. Matthew Groh & Nandini Krishnan & David McKenzie & Tara Vishwanath, 2016. "The impact of soft skills training on female youth employment: evidence from a randomized experiment in Jordan," IZA Journal of Labor & Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 5(1), pages 1-23, December.
    24. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    25. Kautz, Tim & Heckman, James J. & Diris, Ron & ter Weel, Bas & Borghans, Lex, 2014. "Fostering and Measuring Skills: Improving Cognitive and Non-Cognitive Skills to Promote Lifetime Success," IZA Discussion Papers 8696, Institute of Labor Economics (IZA).
    26. Lex Borghans & Bas Ter Weel & Bruce A. Weinberg, 2014. "People Skills and the Labor-Market Outcomes of Underrepresented Groups," ILR Review, Cornell University, ILR School, vol. 67(2), pages 287-334, April.
    27. Catherine J. Weinberger, 2014. "The Increasing Complementarity between Cognitive and Social Skills," The Review of Economics and Statistics, MIT Press, vol. 96(5), pages 849-861, December.
    28. Ioana Marinescu & Daphné Skandalis, 2021. "Unemployment Insurance and Job Search Behavior," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(2), pages 887-931.
    29. Melissa Osborne & Herbert Gintis & Samuel Bowles, 2001. "The Determinants of Earnings: A Behavioral Approach," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1137-1176, December.
    30. Almeida,Rita Kullberg & Corseuil,Carlos H. L. & Poole,Jennifer Pamela, 2017. "The impact of digital technologies on routine tasks : do labor policies matter?," Policy Research Working Paper Series 8187, The World Bank.
    31. Rita K. Almeida & Ana M. Fernandes & Mariana Viollaz, 2020. "Software Adoption, Employment Composition, and the Skill Content of Occupations in Chilean Firms," Journal of Development Studies, Taylor & Francis Journals, vol. 56(1), pages 169-185, January.
    32. Green, Francis & Ashton, David & Felstead, Alan, 2001. "Estimating the Determinants of Supply of Computing, Problem-Solving, Communication, Social, and Teamworking Skills," Oxford Economic Papers, Oxford University Press, vol. 53(3), pages 406-433, July.
    33. Alicia Sasser Modestino & Daniel Shoag & Joshua Ballance, 2020. "Upskilling: Do Employers Demand Greater Skill When Workers Are Plentiful?," The Review of Economics and Statistics, MIT Press, vol. 102(4), pages 793-805, October.
    34. Arief Anshory Yusuf & Putri Riswani Halim, 2021. "Inequality and structural transformation in the changing nature of work: The case of Indonesia," WIDER Working Paper Series wp-2021-81, World Institute for Development Economic Research (UNU-WIDER).
    35. Brunello, Giorgio & Schlotter, Martin, 2011. "Non Cognitive Skills and Personality Traits: Labour Market Relevance and their Development in Education & Training Systems," IZA Discussion Papers 5743, Institute of Labor Economics (IZA).
    36. James J. Heckman & Alan B. Krueger, 2005. "Inequality in America: What Role for Human Capital Policies?," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262582600 edited by Benjamin M. Friedman, December.
    37. Nicolas A. Roys & Christopher R. Taber, 2019. "Skill Prices, Occupations, and Changes in the Wage Structure for Low Skilled Men," NBER Working Papers 26453, National Bureau of Economic Research, Inc.
    38. Irena Grugulis & Steven Vincent, 2009. "Whose skill is it anyway?," Work, Employment & Society, British Sociological Association, vol. 23(4), pages 597-615, December.
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    More about this item

    Keywords

    skills development; job seeker; trend;
    All these keywords.

    JEL classification:

    • J20 - Labor and Demographic Economics - - Demand and Supply of Labor - - - General
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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