IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2106.11846.html
   My bibliography  Save this paper

Quantifying the Impact of Human Capital, Job History, and Language Factors on Job Seniority with a Large-scale Analysis of Resumes

Author

Listed:
  • Austin P Wright
  • Caleb Ziems
  • Haekyu Park
  • Jon Saad-Falcon
  • Duen Horng Chau
  • Diyi Yang
  • Maria Tomprou

Abstract

As job markets worldwide have become more competitive and applicant selection criteria have become more opaque, and different (and sometimes contradictory) information and advice is available for job seekers wishing to progress in their careers, it has never been more difficult to determine which factors in a r\'esum\'e most effectively help career progression. In this work we present a novel, large scale dataset of over half a million r\'esum\'es with preliminary analysis to begin to answer empirically which factors help or hurt people wishing to transition to more senior roles as they progress in their career. We find that previous experience forms the most important factor, outweighing other aspects of human capital, and find which language factors in a r\'esum\'e have significant effects. This lays the groundwork for future inquiry in career trajectories using large scale data analysis and natural language processing techniques.

Suggested Citation

  • Austin P Wright & Caleb Ziems & Haekyu Park & Jon Saad-Falcon & Duen Horng Chau & Diyi Yang & Maria Tomprou, 2021. "Quantifying the Impact of Human Capital, Job History, and Language Factors on Job Seniority with a Large-scale Analysis of Resumes," Papers 2106.11846, arXiv.org.
    • Handle: RePEc:arx:papers:2106.11846
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2106.11846
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Jovanovic, Boyan, 1984. "Matching, Turnover, and Unemployment," Journal of Political Economy, University of Chicago Press, vol. 92(1), pages 108-122, February.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Matt Marx & Bram Timmermans, 2017. "Hiring Molecules, Not Atoms: Comobility and Wages," Organization Science, INFORMS, vol. 28(6), pages 1115-1133, December.
    2. Jaap H. Abbring, 0000. "Mixed Hitting-Time Models," Tinbergen Institute Discussion Papers 07-057/3, Tinbergen Institute, revised 11 Aug 2009.
    3. Braz Camargo & Elena Pastorino, 2016. "Learning-by-Employing: The Value of Commitment under Uncertainty," Journal of Labor Economics, University of Chicago Press, vol. 34(3), pages 581-620.
    4. Yashiv, Eran, 2007. "Labor search and matching in macroeconomics," European Economic Review, Elsevier, vol. 51(8), pages 1859-1895, November.
    5. Bruno Decreuse & Linas Tarasonis, 2021. "Statistical Discrimination in a Search Equilibrium Model: Racial Wage and Employment Disparities in the US," Annals of Economics and Statistics, GENES, issue 143, pages 105-136.
    6. Pinheiro, Roberto & Visschers, Ludo, 2015. "Unemployment risk and wage differentials," Journal of Economic Theory, Elsevier, vol. 157(C), pages 397-424.
    7. Aspen Gorry, 2016. "Experience and worker flows," Quantitative Economics, Econometric Society, vol. 7(1), pages 225-255, March.
    8. Boeri, Tito, 1999. "Enforcement of employment security regulations, on-the-job search and unemployment duration," European Economic Review, Elsevier, vol. 43(1), pages 65-89, January.
    9. Ronald Bachmann, 2005. "Labour Market Dynamics in Germany: Hirings, Separations, and Job-to-Job Transitions over the Business Cycle," SFB 649 Discussion Papers SFB649DP2005-045, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
    10. Bäker, Agnes, 2015. "Non-tenured post-doctoral researchers’ job mobility and research output: An analysis of the role of research discipline, department size, and coauthors," Research Policy, Elsevier, vol. 44(3), pages 634-650.
    11. Christian Dustmann & Albrecht Glitz & Uta Schönberg & Herbert Brücker, 2016. "Referral-based Job Search Networks," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(2), pages 514-546.
    12. Ravi Balakrishnan, 2001. "The interaction of firing costs and on-the-job search: an application of a search theoretic model to the Spanish labour market," Working Papers 0102, Banco de España.
    13. Burdett, Ken & Coles, Melvyn, 2010. "Wage/tenure contracts with heterogeneous firms," Journal of Economic Theory, Elsevier, vol. 145(4), pages 1408-1435, July.
    14. Sue Kilpatrick & Bruce Felmingham, 1996. "Labour Mobility in the Australian Regions," The Economic Record, The Economic Society of Australia, vol. 72(218), pages 214-223, September.
    15. Elhanan Helpman & Oleg Itskhoki & Stephen Redding, 2010. "Inequality and Unemployment in a Global Economy," Econometrica, Econometric Society, vol. 78(4), pages 1239-1283, July.
    16. Baptista, Rui & Lima, Francisco & Preto, Miguel Torres, 2012. "How former business owners fare in the labor market? Job assignment and earnings," European Economic Review, Elsevier, vol. 56(2), pages 263-276.
    17. Vladimir Gimpelson, 2019. "Age and Wage: Stylized Facts and Russian Evidence," HSE Economic Journal, National Research University Higher School of Economics, vol. 23(2), pages 185-237.
    18. Sergio Destefanis & Raquel Fonseca, 2006. "Labour-Market Reforms and the Beveridge Curve. Some Macro Evidence for Italy," CSEF Working Papers 168, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
    19. Guell, Maia & Petrongolo, Barbara, 2007. "How binding are legal limits? Transitions from temporary to permanent work in Spain," Labour Economics, Elsevier, vol. 14(2), pages 153-183, April.
    20. Theodossiou, I. & Zangelidis, A., 2009. "Career prospects and tenure-job satisfaction profiles: Evidence from panel data," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 38(4), pages 648-657, August.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:arx:papers:2106.11846. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.