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No Line Left Behind: Assortative Matching Inside the Firm

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  • Bassi, Vittorio
  • Nyshadham, Anant
  • Tamayo, Jorge
  • Adhvaryu, Achyuta

Abstract

How do firms pair workers with managers, and which constraints affect the allocation of labor within the firm? We characterize the sorting pattern of managers to workers in a large readymade garment manufacturer in India, and then explore potential drivers of the observed allocation. Workers in this firm are organized into production lines, each supervised by a manager. We exploit the high degree of worker mobility across lines, together with worker-level productivity data, to estimate the sorting of workers to managers. We find negative assortative matching (NAM) -- that is, better managers tend to match with worse workers, and vice versa. This stands in contrast to our estimates of the production technology, which reveal that if the firm were to positively sort, productivity would increase by 1 to 4 percent across the six factories in our data. Coupling these findings with a survey of managers and with data on multinational brands and the orders they place, we document that NAM arises, at least in part, because the value of buyer relationships imposes minimum productivity constraints on each production line. Our results emphasize that suppliers to the global market, when they are beholden to a small set of powerful buyers, may be driven to allocate managerial skill to service these relationships, even at the expense of productivity.

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  • Bassi, Vittorio & Nyshadham, Anant & Tamayo, Jorge & Adhvaryu, Achyuta, 2020. "No Line Left Behind: Assortative Matching Inside the Firm," CEPR Discussion Papers 14554, C.E.P.R. Discussion Papers.
  • Handle: RePEc:cpr:ceprdp:14554
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    1. David Card & Ana Rute Cardoso & Joerg Heining & Patrick Kline, 2018. "Firms and Labor Market Inequality: Evidence and Some Theory," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 13-70.
    2. Caselli, Francesco, 2005. "Accounting for Cross-Country Income Differences," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 9, pages 679-741, Elsevier.
    3. Andrea Ichino & Giovanni Maggi, 2000. "Work Environment and Individual Background: Explaining Regional Shirking Differentials in a Large Italian Firm," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(3), pages 1057-1090.
    4. 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.
    5. Achyuta Adhvaryu & Anant Nyshadham & Jorge A. Tamayo, 2019. "Managerial Quality and Productivity Dynamics," NBER Working Papers 25852, National Bureau of Economic Research, Inc.
    6. Andrews, M.J. & Gill, L. & Schank, T. & Upward, R., 2012. "High wage workers match with high wage firms: Clear evidence of the effects of limited mobility bias," Economics Letters, Elsevier, vol. 117(3), pages 824-827.
    7. Alexandre Mas & Enrico Moretti, 2009. "Peers at Work," American Economic Review, American Economic Association, vol. 99(1), pages 112-145, March.
    8. Oriana Bandiera & Luigi Guiso & Andrea Prat & Raffaella Sadun, 2015. "Matching Firms, Managers, and Incentives," Journal of Labor Economics, University of Chicago Press, vol. 33(3), pages 623-681.
    9. Nicholas Bloom & Benn Eifert & Aprajit Mahajan & David McKenzie & John Roberts, 2013. "Does Management Matter? Evidence from India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 1-51.
    10. Thomas J. Kane & Douglas O. Staiger, 2008. "Estimating Teacher Impacts on Student Achievement: An Experimental Evaluation," NBER Working Papers 14607, National Bureau of Economic Research, Inc.
    11. Achyuta Adhvaryu & Namrata Kala & Anant Nyshadham, 2018. "The Skills to Pay the Bills: Returns to On-the-job Soft Skills Training," NBER Working Papers 24313, National Bureau of Economic Research, Inc.
    12. Nicholas Bloom & John Van Reenen, 2007. "Measuring and Explaining Management Practices Across Firms and Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1351-1408.
    13. Cajal-Grossi, Julia & Macchiavello, Rocco & Noguera, Guillermo, 2019. "International buyers' sourcing and suppliers' markups in Bangladeshi garments," LSE Research Online Documents on Economics 102612, London School of Economics and Political Science, LSE Library.
    14. Michael Kremer, 1993. "The O-Ring Theory of Economic Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 551-575.
    15. Rafael Lopes de Melo, 2018. "Firm Wage Differentials and Labor Market Sorting: Reconciling Theory and Evidence," Journal of Political Economy, University of Chicago Press, vol. 126(1), pages 313-346.
    16. Oriana Bandiera & Iwan Barankay & Imran Rasul, 2009. "Social Connections and Incentives in the Workplace: Evidence From Personnel Data," Econometrica, Econometric Society, vol. 77(4), pages 1047-1094, July.
    17. Edward P. Lazear & Kathryn L. Shaw, 2007. "Personnel Economics: The Economist's View of Human Resources," Journal of Economic Perspectives, American Economic Association, vol. 21(4), pages 91-114, Fall.
    18. 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.
    19. Marcus Hagedorn & Tzuo Hann Law & Iourii Manovskii, 2017. "Identifying Equilibrium Models of Labor Market Sorting," Econometrica, Econometric Society, vol. 85, pages 29-65, January.
    20. Achyuta Adhvaryu & Namrata Kala & Anant Nyshadham, 2019. "Management and Shocks to Worker Productivity," NBER Working Papers 25865, National Bureau of Economic Research, Inc.
    21. Nicholas Bloom & Aprajit Mahajan & David McKenzie & John Roberts, 2018. "Do Management Interventions Last?," World Bank Publications - Reports 29442, The World Bank Group.
    22. Raj Chetty & John N. Friedman & Jonah E. Rockoff, 2014. "Measuring the Impacts of Teachers I: Evaluating Bias in Teacher Value-Added Estimates," American Economic Review, American Economic Association, vol. 104(9), pages 2593-2632, September.
    23. Nicholas Bloom & Aprajit Mahajan & David McKenzie & John Roberts, 2010. "Why Do Firms in Developing Countries Have Low Productivity?," American Economic Review, American Economic Association, vol. 100(2), pages 619-623, May.
    24. Nicholas Bloom & Aprajit Mahajan & David McKenzie & John Roberts, 2020. "Do Management Interventions Last? Evidence from India," American Economic Journal: Applied Economics, American Economic Association, vol. 12(2), pages 198-219, April.
    25. Rocco Macchiavello & Ameet Morjaria, 2015. "The Value of Relationships: Evidence from a Supply Shock to Kenyan Rose Exports," American Economic Review, American Economic Association, vol. 105(9), pages 2911-2945, September.
    26. Jan Eeckhout & Philipp Kircher, 2011. "Identifying Sorting--In Theory," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 78(3), pages 872-906.
    27. Amy Finkelstein & Matthew Gentzkow & Heidi Williams, 2016. "Sources of Geographic Variation in Health Care: Evidence From PatientMigration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1681-1726.
    28. Brent Boning & Casey Ichniowski & Kathryn Shaw, 2007. "Opportunity Counts: Teams and the Effectiveness of Production Incentives," Journal of Labor Economics, University of Chicago Press, vol. 25(4), pages 613-650.
    29. David McKenzie & Christopher Woodruff, 2017. "Business Practices in Small Firms in Developing Countries," Management Science, INFORMS, vol. 63(9), pages 2967-2981, September.
    30. Holmstrom, Bengt R. & Tirole, Jean, 1989. "The theory of the firm," Handbook of Industrial Organization, in: R. Schmalensee & R. Willig (ed.), Handbook of Industrial Organization, edition 1, volume 1, chapter 2, pages 61-133, Elsevier.
    31. Edward P. Lazear & Kathryn L. Shaw & Christopher T. Stanton, 2015. "The Value of Bosses," Journal of Labor Economics, University of Chicago Press, vol. 33(4), pages 823-861.
    32. Jorge Alvarez & Felipe Benguria & Niklas Engbom & Christian Moser, 2018. "Firms and the Decline in Earnings Inequality in Brazil," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(1), pages 149-189, January.
    33. Oriana Bandiera & Iwan Barankay & Imran Rasul, 2010. "Social Incentives in the Workplace," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(2), pages 417-458.
    34. John M. Abowd (corresponding) & Francis Kramarz, 2004. "Are Good Workers Employed by Good Firms? A Simple Test of Positive Assortative Matching Models," Econometric Society 2004 North American Winter Meetings 385, Econometric Society.
    35. Alan Benson & Danielle Li & Kelly Shue, 2019. "Promotions and the Peter Principle," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(4), pages 2085-2134.
    36. David McKenzie & Christopher Woodruff, 2014. "What Are We Learning from Business Training and Entrepreneurship Evaluations around the Developing World?," The World Bank Research Observer, World Bank, vol. 29(1), pages 48-82.
    37. Steven D. Levitt & John A. List & Chad Syverson, 2013. "Toward an Understanding of Learning by Doing: Evidence from an Automobile Assembly Plant," Journal of Political Economy, University of Chicago Press, vol. 121(4), pages 643-681.
    38. Oriana Bandiera & Iwan Barankay & Imran Rasul, 2007. "Incentives for Managers and Inequality among Workers: Evidence from a Firm-Level Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(2), pages 729-773.
    39. Vittorio Bassi & Aisha Nansamba, 2022. "Screening and Signalling Non-Cognitive Skills: Experimental Evidence from Uganda," The Economic Journal, Royal Economic Society, vol. 132(642), pages 471-511.
    40. Caselli, Francesco, 2005. "Accounting for cross-country income differences," LSE Research Online Documents on Economics 5266, London School of Economics and Political Science, LSE Library.
    41. Bryan S. Graham & Guido W. Imbens & Geert Ridder, 2014. "Complementarity and aggregate implications of assortative matching: A nonparametric analysis," Quantitative Economics, Econometric Society, vol. 5, pages 29-66, March.
    42. Nicholas Bloom & John Van Reenen, 2010. "Why Do Management Practices Differ across Firms and Countries?," Journal of Economic Perspectives, American Economic Association, vol. 24(1), pages 203-224, Winter.
    43. Robert E. Hall & Charles I. Jones, 1999. "Why do Some Countries Produce So Much More Output Per Worker than Others?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 83-116.
    44. Michael Carlos Best & Jonas Hjort & David Szakonyi, 2023. "Individuals and Organizations as Sources of State Effectiveness," American Economic Review, American Economic Association, vol. 113(8), pages 2121-2167, August.
    45. Bloom, Nicholas & Van Reenen, John, 2011. "Human Resource Management and Productivity," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 19, pages 1697-1767, Elsevier.
    46. Barton H. Hamilton & Jack A. Nickerson & Hideo Owan, 2003. "Team Incentives and Worker Heterogeneity: An Empirical Analysis of the Impact of Teams on Productivity and Participation," Journal of Political Economy, University of Chicago Press, vol. 111(3), pages 465-497, June.
    47. John M. Abowd & Robert H. Creecy & Francis Kramarz, 2002. "Computing Person and Firm Effects Using Linked Longitudinal Employer-Employee Data," Longitudinal Employer-Household Dynamics Technical Papers 2002-06, Center for Economic Studies, U.S. Census Bureau.
    48. David Atkin & Amit K. Khandelwal & Adam Osman, 2017. "Exporting and Firm Performance: Evidence from a Randomized Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 551-615.
    49. Karlan, Dean & Knight, Ryan & Udry, Christopher, 2015. "Consulting and capital experiments with microenterprise tailors in Ghana," Journal of Economic Behavior & Organization, Elsevier, vol. 118(C), pages 281-302.
    50. Caselli, Francesco, 2005. "Accounting for cross-country income differences," LSE Research Online Documents on Economics 3567, London School of Economics and Political Science, LSE Library.
    51. M. J. Andrews & L. Gill & T. Schank & R. Upward, 2008. "High wage workers and low wage firms: negative assortative matching or limited mobility bias?," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 171(3), pages 673-697, June.
    52. Francesco Amodio & Miguel A Martinez-Carrasco, 2018. "Input Allocation, Workforce Management and Productivity Spillovers: Evidence from Personnel Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 85(4), pages 1937-1970.
    53. Christopher Blattman & Stefan Dercon, 2018. "The Impacts of Industrial and Entrepreneurial Work on Income and Health: Experimental Evidence from Ethiopia," American Economic Journal: Applied Economics, American Economic Association, vol. 10(3), pages 1-38, July.
    54. Luis Garicano & Esteban Rossi-Hansberg, 2006. "Organization and Inequality in a Knowledge Economy," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(4), pages 1383-1435.
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    Cited by:

    1. Vittorio Bassi & Aisha Nansamba, 2022. "Screening and Signalling Non-Cognitive Skills: Experimental Evidence from Uganda," The Economic Journal, Royal Economic Society, vol. 132(642), pages 471-511.
    2. Chaudhary, Amit, 2021. "Do workers, managers, and stations matter for effective policing? A decomposition of productivity into three dimensions of unobserved heterogeneity," The Warwick Economics Research Paper Series (TWERPS) 1377, University of Warwick, Department of Economics.
    3. Elias Bouacida & Renaud Foucart & Maya Jalloul, 2024. "Decreasing Differences in Expert Advice," Working Papers 408394204, Lancaster University Management School, Economics Department.
    4. Freund, L. B., 2022. "Superstar Teams: The Micro Origins and Macro Implications of Coworker Complementarities," Cambridge Working Papers in Economics 2276, Faculty of Economics, University of Cambridge.
    5. Alan Benson & Danielle Li & Kelly Shue, 2019. "Promotions and the Peter Principle," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(4), pages 2085-2134.
    6. Cai, Xiqian & Jiang, Wei & Song, Hong & Xie, Huihua, 2022. "Pay for performance schemes and manufacturing worker productivity: Evidence from a kinked design in China," Journal of Development Economics, Elsevier, vol. 156(C).
    7. Zhou Kit, 2023. "Choosing Sides in a Two-Sided Matching Market," The B.E. Journal of Theoretical Economics, De Gruyter, vol. 23(2), pages 781-807, June.
    8. Markus Gebauer, 2021. "Complementary jobs and optimal matching," LABOUR, CEIS, vol. 35(3), pages 291-310, September.
    9. Alessandra Fenizia, 2022. "Managers and Productivity in the Public Sector," Econometrica, Econometric Society, vol. 90(3), pages 1063-1084, May.

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    More about this item

    Keywords

    Assortative matching; Management; Productivity; Global buyers; Readymade garments; India;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • L14 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Transactional Relationships; Contracts and Reputation
    • L23 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Organization of Production
    • M5 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Personnel Economics

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