IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0317189.html
   My bibliography  Save this article

Analyzing the labor market and salary determinants for big data talent based on job advertisements in China

Author

Listed:
  • Yingjie Lu
  • Hong Tuo
  • Haoyi Fan
  • Haiying Yuan

Abstract

The demand for big data talent is rapidly increasing with the growth of the big data industry. However, there has been limited research on what employers seek in recruiting big data talent. This paper aims to apply labor market segmentation theories to the big data labor market and develop a theoretical framework to analyze the distribution of big data talent in different labor market segments. Furthermore, we develop a salary determination model to explain wage differentials. An empirical analysis is conducted using online job advertisements from a Chinese recruitment website to investigate the labor market for big data talent in China. Our findings show that there are significant differences in the demand for big data talent across different types of cities and industries. Different types of enterprises have different requirements for individual characteristics and offer various levels of big data job positions. Furthermore, our results reveal that individual, job-related and organizational characteristics are all significant predictors of salaries. These findings can provide particularly useful insights for organizations and managers in the big data industry.

Suggested Citation

  • Yingjie Lu & Hong Tuo & Haoyi Fan & Haiying Yuan, 2025. "Analyzing the labor market and salary determinants for big data talent based on job advertisements in China," PLOS ONE, Public Library of Science, vol. 20(2), pages 1-22, February.
  • Handle: RePEc:plo:pone00:0317189
    DOI: 10.1371/journal.pone.0317189
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0317189
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0317189&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0317189?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Kostas Mavromaras & Stephane Mahuteau & Kostas Mavromaras & Sue Richardson & Rong Zhu, 2017. "Public–Private Sector Wage Differentials in Australia," The Economic Record, The Economic Society of Australia, vol. 93, pages 105-121, June.
    2. Ma, Xinxin, 2018. "Labor market segmentation by industry sectors and wage gaps between migrants and local urban residents in urban China," China Economic Review, Elsevier, vol. 47(C), pages 96-115.
    3. Werner Eichhorst & Paul Marx & Caroline Wehner, 2017. "Labor market reforms in Europe: towards more flexicure labor markets?," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 51(1), pages 1-17, December.
    4. Jacob A. Mincer, 1974. "Introduction to "Schooling, Experience, and Earnings"," NBER Chapters, in: Schooling, Experience, and Earnings, pages 1-4, National Bureau of Economic Research, Inc.
    5. Jacob A. Mincer, 1974. "Age and Experience Profiles of Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 64-82, National Bureau of Economic Research, Inc.
    6. Michele Battisti, 2013. "Reassessing Segmentation In The Labour Market: An Application For Italy 1995–2004," Bulletin of Economic Research, Wiley Blackwell, vol. 65, pages 38-55, May.
    7. Lynn Wu & Lorin Hitt & Bowen Lou, 2020. "Data Analytics, Innovation, and Firm Productivity," Management Science, INFORMS, vol. 66(5), pages 2017-2039, May.
    8. Nathan, Max & Rosso, Anna, 2015. "Mapping digital businesses with big data: Some early findings from the UK," Research Policy, Elsevier, vol. 44(9), pages 1714-1733.
    9. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1, October.
    10. repec:iab:iabjlr:v:51:i:1:p:art.3 is not listed on IDEAS
    11. Prasanna Tambe, 2014. "Big Data Investment, Skills, and Firm Value," Management Science, INFORMS, vol. 60(6), pages 1452-1469, June.
    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. Mingming Li & Yuan Tang & Keyan Jin, 2024. "Labor market segmentation and the gender wage gap: Evidence from China," PLOS ONE, Public Library of Science, vol. 19(3), pages 1-28, March.
    2. Steffen Hillmert, 2002. "Labour Market Integration and Institutions: An Anglo-german Comparison," Work, Employment & Society, British Sociological Association, vol. 16(4), pages 675-701, December.
    3. Guillermina Jasso, 1996. "Exploring the Reciprocal Relations between Theoretical and Empirical Work," Sociological Methods & Research, , vol. 24(3), pages 253-303, February.
    4. Chloé Duvivier Duvivier & Mary-Françoise Renard & Shi Li, 2012. "Are workers close to cities paid higher non-agricultural wages in rural China?," CERDI Working papers halshs-00673698, HAL.
    5. Stephan Brunow & Stefanie Lösch & Ostap Okhrin, 2022. "Labor market tightness and individual wage growth: evidence from Germany," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 56(1), pages 1-21, December.
    6. Philip Trostel & Ian Walker, 2006. "Education and Work," Education Economics, Taylor & Francis Journals, vol. 14(4), pages 377-399.
    7. Rosen, Harvey S, 1982. "Taxation and On-the-Job Training Decisions," The Review of Economics and Statistics, MIT Press, vol. 64(3), pages 442-449, August.
    8. Nghia Thi Thu Nguyen & Cheng-Tao Tang & Chun Yee Wong, 2021. "The Impacts of Social Enterprises on Labor Market Outcomes: Evidence from Vietnam," Sustainability, MDPI, vol. 13(19), pages 1-13, September.
    9. repec:clr:wugarc:y:2016v:42i:04p:617 is not listed on IDEAS
    10. Lucia Mateos & Ines Murillo & Maria del Mar Salinas, 2014. "Desajuste educativo y competencias cognitivas: efectos sobre los salarios," Hacienda Pública Española / Review of Public Economics, IEF, vol. 210(3), pages 85-108, September.
    11. Michaela Fuchs & Anja Rossen & Antje Weyh & Gabriele Wydra‐Somaggio, 2021. "Where do women earn more than men? Explaining regional differences in the gender pay gap," Journal of Regional Science, Wiley Blackwell, vol. 61(5), pages 1065-1086, November.
    12. Parla Onuk & Yılmaz Aydin, 2024. "Gender gap and the labour market structure: A neoclassical approach for the case of Turkiye," Quality & Quantity: International Journal of Methodology, Springer, vol. 58(5), pages 4627-4640, October.
    13. Xinxin Ma & Ichiro Iwasaki, 2021. "Does communist party membership bring a wage premium in China? a meta-analysis," Journal of Chinese Economic and Business Studies, Taylor & Francis Journals, vol. 19(1), pages 55-94, January.
    14. Homolkova, Katerina & Niebuhr, Annekatrin & Rienen, Viola van, 2016. "Arbeitsmarkteintritt der Studierenden der Fachhochschule Kiel : Analyse des Erwerbseintritts, der Mobilität und der frühen Erwerbsphase der Studierenden der Fachhochschule Kiel im Zeitraum 2005 - 2014," IAB-Regional. Berichte und Analysen aus dem Regionalen Forschungsnetz. IAB Nord 201607, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    15. Xinxin Ma & Ichiro Iwasaki, 2021. "Return to schooling in China: a large meta-analysis," Education Economics, Taylor & Francis Journals, vol. 29(4), pages 379-410, July.
    16. Pablo Lavado & Nelson Oviedo & Hernán Ruffo, 2016. "Destruction of Cognitive and Noncognitive Skills in Adulthood," Working Papers 16-07, Centro de Investigación, Universidad del Pacífico.
    17. Morris M. Kleiner & Evan J. Soltas, 2019. "A Welfare Analysis of Occupational Licensing in U.S. States," NBER Working Papers 26383, National Bureau of Economic Research, Inc.
    18. Rycx, François & Saks, Yves & Tojerow, Ilan, 2016. "Misalignment of Productivity and Wages across Regions? Evidence from Belgian Matched Panel Data," IZA Discussion Papers 10336, Institute of Labor Economics (IZA).
    19. Büchel, Felix & Helberger, Christof, 1995. "Bildungsnachfrage als Versicherungsstrategie : der Effekt eines zusätzlich erworbenen Lehrabschlusses auf die beruflichen Startchancen von Hochschulabsolventen," Mitteilungen aus der Arbeitsmarkt- und Berufsforschung, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 28(1), pages 32-42.
    20. Niklas Engbom & Christian Moser, 2017. "Returns to Education through Access to Higher-Paying Firms: Evidence from US Matched Employer-Employee Data," American Economic Review, American Economic Association, vol. 107(5), pages 374-378, May.
    21. Wen-Jhan Jane, 2013. "Overpayment and Reservation Salary in the Nippon Professional Baseball League," Journal of Sports Economics, , vol. 14(6), pages 563-583, December.

    More about this item

    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:plo:pone00:0317189. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.