IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2509.00516.html
   My bibliography  Save this paper

Worker Quality, Matching and Productivity Slowdown

Author

Listed:
  • Shujiang Cao
  • Shutao Cao

Abstract

Measured aggregate productivity and the income share of top earners are strongly and positively correlated in the Canadian data. Productivity slowdown since the early 2000s was accompanied with a flattening income share of top earners. Motivated by these facts, we study the role of firms' top-paid workers and worker matching in accounting for the slowdown of measured total factor productivity. We first estimate total factor productivity for Canadian firms in the period of 2003-2015, taking into account the assortative matching between top workers and non-top workers. Measured total factor productivity consists of the Hicks-neutral technology and the quality of top workers. Our estimation suggests that measured aggregate total factor productivity declined from 2003 to 2015, in line with that estimated by the statistical agency. The decline of measured productivity is entirely accounted for by the declining quality of top workers, while the Hicks-neutral technology improved. Both the within-firm changes and the cross-firm reallocation of top-worker quality are important in contributing to the decline of overall top-worker quality. We also discuss possible causes of declines in the quality of top workers, e.g., the emigration of top talents as studied in recent literature.

Suggested Citation

  • Shujiang Cao & Shutao Cao, 2025. "Worker Quality, Matching and Productivity Slowdown," Papers 2509.00516, arXiv.org.
  • Handle: RePEc:arx:papers:2509.00516
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2509.00516
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Jan Eeckhout & Philipp Kircher & Cristina Lafuente & Gabriele Macci, 2021. "Corrigendum to Capital Investment in “Assortative Matching With Large Firms”," Econometrica, Econometric Society, vol. 89(4), pages 11-14, July.
    2. Stefan Bender & Nicholas Bloom & David Card & John Van Reenen & Stefanie Wolter, 2018. "Management Practices, Workforce Selection, and Productivity," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 371-409.
    3. David Card & Jörg Heining & Patrick Kline, 2013. "Workplace Heterogeneity and the Rise of West German Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(3), pages 967-1015.
    4. Xavier Gabaix & Augustin Landier, 2008. "Why has CEO Pay Increased So Much?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(1), pages 49-100.
    5. Susana Iranzo & Fabiano Schivardi & Elisa Tosetti, 2008. "Skill Dispersion and Firm Productivity: An Analysis with Employer-Employee Matched Data," Journal of Labor Economics, University of Chicago Press, vol. 26(2), pages 247-285, April.
    6. Jin‐Tan Liu & Meng‐Wen Tsou & Ping Wang, 2010. "Workforce Composition And Firm Productivity: Evidence From Taiwan," Economic Inquiry, Western Economic Association International, vol. 48(4), pages 1032-1047, October.
    7. Jae Song & David J Price & Fatih Guvenen & Nicholas Bloom & Till von Wachter, 2019. "Firming Up Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(1), pages 1-50.
    8. Benjamin Lochner & Bastian Schulz, 2024. "Firm Productivity, Wages, and Sorting," Journal of Labor Economics, University of Chicago Press, vol. 42(1), pages 85-119.
    9. Philippe Aghion & Ufuk Akcigit & Antonin Bergeaud & Richard Blundell & David Hemous, 2019. "Innovation and Top Income Inequality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(1), pages 1-45.
    10. Marko Tervio, 2008. "The Difference That CEOs Make: An Assignment Model Approach," American Economic Review, American Economic Association, vol. 98(3), pages 642-668, June.
    11. Shutao Cao & Mohanad Salameh & Mai Seki & Pierre St-Amant, 2017. "Trends in Firm Entry and New Entrepreneurship in Canada," Canadian Public Policy, University of Toronto Press, vol. 43(3), pages 202-220, September.
    12. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    13. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    14. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    15. Chaoran Chen & Ashique Habib & Xiaodong Zhu, 2023. "Finance, Managerial Inputs, and Misallocation," American Economic Review: Insights, American Economic Association, vol. 5(3), pages 409-426, September.
    16. Ranasinghe, Ashantha, 2017. "Innovation, firm size and the Canada-U.S. productivity gap," Journal of Economic Dynamics and Control, Elsevier, vol. 85(C), pages 46-58.
    17. Juan Carlos Conesa & Pau S. Pujolas, 2019. "The Canadian productivity stagnation, 2002–2014," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 52(2), pages 561-583, May.
    18. H. S. Houthakker, 1955. "The Pareto Distribution and the Cobb-Douglas Production Function in Activity Analysis," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 23(1), pages 27-31.
    19. Charles I. Jones & Jihee Kim, 2018. "A Schumpeterian Model of Top Income Inequality," Journal of Political Economy, University of Chicago Press, vol. 126(5), pages 1785-1826.
    20. Charles I. Jones, 2005. "The Shape of Production Functions and the Direction of Technical Change," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 517-549.
    21. Jeremy T. Fox & Valérie Smeets, 2011. "Does Input Quality Drive Measured Differences In Firm Productivity?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 52(4), pages 961-989, November.
    22. Ian Goldin & Pantelis Koutroumpis & François Lafond & Julian Winkler, 2024. "Why Is Productivity Slowing Down?," Journal of Economic Literature, American Economic Association, vol. 62(1), pages 196-268, March.
    23. Xavier Gabaix, 2009. "Power Laws in Economics and Finance," Annual Review of Economics, Annual Reviews, vol. 1(1), pages 255-294, May.
    24. Cao, Shutao, 2017. "Accounting for productivity growth in a small open economy: Sector-specific technological change and relative prices of trade," Working Paper Series 20152, Victoria University of Wellington, School of Economics and Finance.
    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. Benjamin Lochner & Bastian Schulz, 2024. "Firm Productivity, Wages, and Sorting," Journal of Labor Economics, University of Chicago Press, vol. 42(1), pages 85-119.
    2. Labanca, Claudio & Pozzoli, Dario, 2022. "Hours Constraints and Wage Differentials across Firms," IZA Discussion Papers 14992, Institute of Labor Economics (IZA).
    3. Coraggio, Luca & Pagano, Marco & Scognamiglio, Annalisa & Tåg, Joacim, 2025. "JAQ of all trades: Job mismatch, firm productivity and managerial quality," Journal of Financial Economics, Elsevier, vol. 164(C).
    4. Schetter, Ulrich & Tejada, Oriol, 2018. "Globalization and the Concentration of Talent," VfS Annual Conference 2018 (Freiburg, Breisgau): Digital Economy 181562, Verein für Socialpolitik / German Economic Association.
    5. Braunerhjelm, Pontus & Lappi, Emma, 2023. "Employees' entrepreneurial human capital and firm performance," Research Policy, Elsevier, vol. 52(2).
    6. Xavier Gabaix & Jean‐Michel Lasry & Pierre‐Louis Lions & Benjamin Moll, 2016. "The Dynamics of Inequality," Econometrica, Econometric Society, vol. 84, pages 2071-2111, November.
    7. Christopher Cornwell & Ian M. Schmutte & Daniela Scur, 2021. "Building a Productive Workforce: The Role of Structured Management Practices," Management Science, INFORMS, vol. 67(12), pages 7308-7321, December.
    8. Luca Flabbi & Mario Macis & Andrea Moro & Fabiano Schivardi, 2019. "Do Female Executives Make a Difference? The Impact of Female Leadership on Gender Gaps and Firm Performance," The Economic Journal, Royal Economic Society, vol. 129(622), pages 2390-2423.
    9. Anders Akerman, 2024. "Market concentration and the relative demand for college‐educated labour," Economica, London School of Economics and Political Science, vol. 91(361), pages 292-319, January.
    10. James Harrigan & Ariell Reshef & Farid Toubal, 2018. "Techies, Trade, and Skill-Biased Productivity," NBER Working Papers 25295, National Bureau of Economic Research, Inc.
    11. Labanca, Claudio & Pozzoli, Dario, 2018. "Coordination of Hours within the Firm," Working Papers 7-2018, Copenhagen Business School, Department of Economics.
    12. Scur, Daniela & Schmutte, Ian & Cornwell, Christopher, 2019. "Building a productive workforce: the role of structured management," CEPR Discussion Papers 13908, C.E.P.R. Discussion Papers.
    13. Berlingieri, Giuseppe & Blanchenay, Patrick & Criscuolo, Chiara, 2024. "The great divergence(s)," Research Policy, Elsevier, vol. 53(3).
    14. Gueyon Kim & Dohyeon Lee, 2020. "Offshoring and Segregation by Skill: Theory and Evidence," Working Papers 2020-073, Human Capital and Economic Opportunity Working Group.
    15. Jan Eeckhout & Roberto Pinheiro, 2014. "Diverse Organizations And The Competition For Talent," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55(3), pages 625-664, August.
    16. Mario Macis & Fabiano Schivardi, 2016. "Exports and Wages: Rent Sharing, Workforce Composition, or Returns to Skills?," Journal of Labor Economics, University of Chicago Press, vol. 34(4), pages 945-978.
    17. Matteo G. Richiardi & Luis Valenzuela, 2024. "Firm heterogeneity and the aggregate labour share," LABOUR, CEIS, vol. 38(1), pages 66-101, March.
    18. James Spletzer & Elizabeth Weber Handwerker, 2015. "The Role of Establishments and the Concentration of Occupations in Wage Inequality," Working Papers id:7427, eSocialSciences.
    19. Rasmus Lentz & Jean Marc Robin & Suphanit Piyapromdee, 2018. "On Worker and Firm Heterogeneity in Wages and Employment Mobility: Evidence from Danish Register Data," 2018 Meeting Papers 469, Society for Economic Dynamics.
    20. Adamopoulou, Effrosyni & Manaresi, Francesco & Rachedi, Omar & Yurdagul, Emircan, 2021. "Minimum Wages and Insurance within the Firm," IZA Discussion Papers 14943, Institute of Labor Economics (IZA).

    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:2509.00516. 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.