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Structural Change Within versus Across Firms: Evidence from the United States

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  • Xiang Ding
  • Teresa C. Fort
  • Stephen J. Redding
  • Peter K. Schott

Abstract

We document the role of intangible capital in manufacturing firms' substantial contribution to non-manufacturing employment growth from 1977-2019. Exploiting data on firms' "auxiliary" establishments, we develop a novel measure of proprietary in-house knowledge and show that it is associated with increased growth and industry switching. We rationalize this reallocation in a model where firms combine physical and knowledge inputs as complements, and where producing the latter in-house confers a sector-neutral productivity advantage facilitating within-firm structural transformation. Consistent with the model, manufacturing firms with auxiliary employment pivot towards services in response to a plausibly exogenous decline in their physical input prices.

Suggested Citation

  • Xiang Ding & Teresa C. Fort & Stephen J. Redding & Peter K. Schott, 2022. "Structural Change Within versus Across Firms: Evidence from the United States," NBER Working Papers 30127, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:30127
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    1. Oulton, Nicholas, 2001. "Must the Growth Rate Decline? Baumol's Unbalanced Growth Revisited," Oxford Economic Papers, Oxford University Press, vol. 53(4), pages 605-627, October.
    2. Hart, Oliver & Moore, John, 1990. "Property Rights and the Nature of the Firm," Journal of Political Economy, University of Chicago Press, vol. 98(6), pages 1119-1158, December.
    3. Steven Berry & Martin Gaynor & Fiona Scott Morton, 2019. "Do Increasing Markups Matter? Lessons from Empirical Industrial Organization," Journal of Economic Perspectives, American Economic Association, vol. 33(3), pages 44-68, Summer.
    4. David Autor & David Dorn & Gordon H. Hanson & Gary Pisano & Pian Shu, 2020. "Foreign Competition and Domestic Innovation: Evidence from US Patents," American Economic Review: Insights, American Economic Association, vol. 2(3), pages 357-374, September.
    5. Teresa C. Fort & Justin R. Pierce & Peter K. Schott, 2018. "New Perspectives on the Decline of US Manufacturing Employment," Journal of Economic Perspectives, American Economic Association, vol. 32(2), pages 47-72, Spring.
    6. Holger Breinlich & Anson Soderbery & Greg C. Wright, 2018. "From Selling Goods to Selling Services: Firm Responses to Trade Liberalization," American Economic Journal: Economic Policy, American Economic Association, vol. 10(4), pages 79-108, November.
    7. Kyle Handley & Nuno Limão, 2018. "Policy Uncertainty, Trade, and Welfare: Theory and Evidence for China and the United States," World Scientific Book Chapters, in: Policy Externalities and International Trade Agreements, chapter 5, pages 123-175, World Scientific Publishing Co. Pte. Ltd..
    8. Javier Cravino & Sebastian Sotelo, 2019. "Trade-Induced Structural Change and the Skill Premium," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(3), pages 289-326, July.
    9. Fabian Eckert, 2019. "Growing Apart: Tradable Services and the Fragmentation of the U.S. Economy," 2019 Meeting Papers 307, Society for Economic Dynamics.
    10. Timo Boppart, 2014. "Structural Change and the Kaldor Facts in a Growth Model With Relative Price Effects and Non‐Gorman Preferences," Econometrica, Econometric Society, vol. 82, pages 2167-2196, November.
    11. David Autor & David Dorn & Lawrence F Katz & Christina Patterson & John Van Reenen, 2020. "The Fall of the Labor Share and the Rise of Superstar Firms [“Automation and New Tasks: How Technology Displaces and Reinstates Labor”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 645-709.
    12. Bernard, Andrew B. & Jensen, J. Bradford & Schott, Peter K., 2006. "Survival of the best fit: Exposure to low-wage countries and the (uneven) growth of U.S. manufacturing plants," Journal of International Economics, Elsevier, vol. 68(1), pages 219-237, January.
    13. Lucia Foster & John Haltiwanger & Chad Syverson, 2008. "Reallocation, Firm Turnover, and Efficiency: Selection on Productivity or Profitability?," American Economic Review, American Economic Association, vol. 98(1), pages 394-425, March.
    14. Pol Antràs & Teresa C. Fort & Felix Tintelnot, 2017. "The Margins of Global Sourcing: Theory and Evidence from US Firms," American Economic Review, American Economic Association, vol. 107(9), pages 2514-2564, September.
    15. Mary Amiti & Jozef Konings, 2007. "Trade Liberalization, Intermediate Inputs, and Productivity: Evidence from Indonesia," American Economic Review, American Economic Association, vol. 97(5), pages 1611-1638, December.
    16. Chang-Tai Hsieh & Esteban Rossi-Hansberg, 2023. "The Industrial Revolution in Services," Journal of Political Economy Macroeconomics, University of Chicago Press, vol. 1(1), pages 3-42.
    17. Kiminori Matsuyama, 2000. "A Ricardian Model with a Continuum of Goods under Nonhomothetic Preferences: Demand Complementarities, Income Distribution, and North-South Trade," Journal of Political Economy, University of Chicago Press, vol. 108(6), pages 1093-1120, December.
    18. Kristin Aarland & James C. Davis & J. Vernon Henderson & Yukako Ono, 2007. "Spatial organization of firms: the decision to split production and administration," RAND Journal of Economics, RAND Corporation, vol. 38(2), pages 480-494, June.
    19. Thomas J. Holmes & John J. Stevens, 2014. "An Alternative Theory of the Plant Size Distribution, with Geography and Intra- and International Trade," Journal of Political Economy, University of Chicago Press, vol. 122(2), pages 369-421.
    20. Nicholas Bloom & Mirko Draca & John Van Reenen, 2016. "Trade Induced Technical Change? The Impact of Chinese Imports on Innovation, IT and Productivity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(1), pages 87-117.
    21. Amit Khandelwal, 2010. "The Long and Short (of) Quality Ladders," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(4), pages 1450-1476.
    22. Teresa C. Fort, 2017. "Technology and Production Fragmentation: Domestic versus Foreign Sourcing," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 84(2), pages 650-687.
    23. Ryan Decker & John Haltiwanger & Ron Jarmin & Javier Miranda, 2014. "The Role of Entrepreneurship in US Job Creation and Economic Dynamism," Journal of Economic Perspectives, American Economic Association, vol. 28(3), pages 3-24, Summer.
    24. Decker, Ryan A. & Haltiwanger, John & Jarmin, Ron S. & Miranda, Javier, 2016. "Where has all the skewness gone? The decline in high-growth (young) firms in the U.S," European Economic Review, Elsevier, vol. 86(C), pages 4-23.
    25. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The China Syndrome: Local Labor Market Effects of Import Competition in the United States," American Economic Review, American Economic Association, vol. 103(6), pages 2121-2168, October.
    26. L. Rachel Ngai & Christopher A. Pissarides, 2007. "Structural Change in a Multisector Model of Growth," American Economic Review, American Economic Association, vol. 97(1), pages 429-443, March.
    27. Francisco J. Buera & Joseph P. Kaboski, 2012. "The Rise of the Service Economy," American Economic Review, American Economic Association, vol. 102(6), pages 2540-2569, October.
    28. Ildikó Magyari, 2017. "Firm Reorganization, Chinese Imports, and US Manufacturing Employment," Working Papers 17-58, Center for Economic Studies, U.S. Census Bureau.
    29. Matthew Dey & Susan N. Houseman & Anne E. Polivka, "undated". "Manufacturers' Outsourcing to Staffing Services," Upjohn Working Papers snh2012ilrr, W.E. Upjohn Institute for Employment Research.
    30. David J. Teece, 2003. "Towards an Economic Theory of the Multiproduct Firm," World Scientific Book Chapters, in: Essays In Technology Management And Policy Selected Papers of David J Teece, chapter 15, pages 419-446, World Scientific Publishing Co. Pte. Ltd..
    31. Lucia Foster & John Haltiwanger & Cody Tuttle, 2022. "Rising Markups or Changing Technology?," Working Papers 22-38, Center for Economic Studies, U.S. Census Bureau.
    32. Brandt, Loren & Van Biesebroeck, Johannes & Zhang, Yifan, 2012. "Creative accounting or creative destruction? Firm-level productivity growth in Chinese manufacturing," Journal of Development Economics, Elsevier, vol. 97(2), pages 339-351.
    33. Jan De Loecker & Jan Eeckhout & Gabriel Unger, 2020. "The Rise of Market Power and the Macroeconomic Implications [“Econometric Tools for Analyzing Market Outcomes”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 561-644.
    34. Grossman, Sanford J & Hart, Oliver D, 1986. "The Costs and Benefits of Ownership: A Theory of Vertical and Lateral Integration," Journal of Political Economy, University of Chicago Press, vol. 94(4), pages 691-719, August.
    35. Francine Lafontaine & Margaret Slade, 2007. "Vertical Integration and Firm Boundaries: The Evidence," Journal of Economic Literature, American Economic Association, vol. 45(3), pages 629-685, September.
    36. Justin R. Pierce & Peter K. Schott, 2016. "The Surprisingly Swift Decline of US Manufacturing Employment," American Economic Review, American Economic Association, vol. 106(7), pages 1632-1662, July.
    37. Andrew B. Bernard & Stephen J. Redding & Peter K. Schott, 2011. "Multiproduct Firms and Trade Liberalization," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(3), pages 1271-1318.
    38. Pinelopi Koujianou Goldberg & Amit Kumar Khandelwal & Nina Pavcnik & Petia Topalova, 2010. "Imported Intermediate Inputs and Domestic Product Growth: Evidence from India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(4), pages 1727-1767.
    39. Davis, James C. & Henderson, J. Vernon, 2008. "The agglomeration of headquarters," Regional Science and Urban Economics, Elsevier, vol. 38(5), pages 445-460, September.
    40. Oliver Hart, 2011. "Thinking about the Firm: A Review of Daniel Spulber's The Theory of the Firm," Journal of Economic Literature, American Economic Association, vol. 49(1), pages 101-113, March.
    41. Nicholas Bloom & Andre Kurmann & Kyle Handley & Philip Luck, 2019. "The Impact of Chinese Trade on U.S. Employment: The Good, The Bad, and The Apocryphal," 2019 Meeting Papers 1433, Society for Economic Dynamics.
    42. Mion, Giordano & Zhu, Linke, 2013. "Import competition from and offshoring to China: A curse or blessing for firms?," Journal of International Economics, Elsevier, vol. 89(1), pages 202-215.
    43. Johan Hombert & Adrien Matray, 2018. "Can Innovation Help U.S. Manufacturing Firms Escape Import Competition from China?," Journal of Finance, American Finance Association, vol. 73(5), pages 2003-2039, October.
    44. Robert C. Dent & Fatih Karahan & Benjamin Pugsley & Ayşegül Şahin, 2016. "The Role of Startups in Structural Transformation," American Economic Review, American Economic Association, vol. 106(5), pages 219-223, May.
    45. Berthold Herrendorf & Richard Rogerson & ?kos Valentinyi, 2013. "Two Perspectives on Preferences and Structural Transformation," American Economic Review, American Economic Association, vol. 103(7), pages 2752-2789, December.
    46. Ron S Jarmin & Javier Miranda, 2002. "The Longitudinal Business Database," Working Papers 02-17, Center for Economic Studies, U.S. Census Bureau.
    47. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    48. Andrew B. Bernard & Teresa C. Fort, 2015. "Factoryless Goods Producing Firms," American Economic Review, American Economic Association, vol. 105(5), pages 518-523, May.
    49. Fabian Eckert & Sharat Ganapati & Conor Walsh, 2019. "Skilled Tradable Services: The Transformation of U.S. High-Skill Labor Markets," Opportunity and Inclusive Growth Institute Working Papers 25, Federal Reserve Bank of Minneapolis.
    50. John Haltiwanger & Ron S. Jarmin & Javier Miranda, 2013. "Who Creates Jobs? Small versus Large versus Young," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 347-361, May.
    51. Teresa C. Fort & Shawn D. Klimek, 2018. "The Effects of Industry Classification Changes on US Employment Composition," Working Papers 18-28, Center for Economic Studies, U.S. Census Bureau.
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    Cited by:

    1. Justin R. Pierce & Peter K. Schott & Cristina Tello-Trillo, 2022. "Trade Liberalization and Labor-Market Outcomes: Evidence from US Matched Employer-Employee Data," Working Papers 22-42, Center for Economic Studies, U.S. Census Bureau.
    2. Magli, Martina, 2022. "The Spillover Effect of Services Offshoring on Local Labour Markets," Rationality and Competition Discussion Paper Series 351, CRC TRR 190 Rationality and Competition.
    3. Stephen J. Redding, 2020. "Trade and Geography," NBER Working Papers 27821, National Bureau of Economic Research, Inc.
    4. Chen, Natalie & Novy, Dennis & Perroni, Carlo & Wong, Horng Chern, 2023. "Urban-biased structural change," LSE Research Online Documents on Economics 121286, London School of Economics and Political Science, LSE Library.
    5. Gregor Singer, 2024. "Complementary Inputs and Industrial Development: Can Lower Electricity Prices Improve Energy Efficiency?," CESifo Working Paper Series 10944, CESifo.
    6. Teresa C. Fort, 2023. "The Changing Firm and Country Boundaries of US Manufacturers in Global Value Chains," Working Papers 23-38, Center for Economic Studies, U.S. Census Bureau.
    7. Kox, Henk L.M., 2022. "A micro-macro model of foreign direct investment: knowledge-based gravity forces, self-selection and third-country effects," MPRA Paper 115542, University Library of Munich, Germany.
    8. Fariha Kamal & Jessica McCloskey & Wei Ouyang, 2022. "Multinational Firms in the U.S. Economy: Insights from Newly Integrated Microdata," Working Papers 22-39, Center for Economic Studies, U.S. Census Bureau.
    9. Xiang Ding, 2023. "Industry Linkages from Joint Production," Working Papers 23-02, Center for Economic Studies, U.S. Census Bureau.
    10. Francesco Bripi & Raffaello Bronzini & Elena Gentili & Andrea Linarello & Elisa Scarinzi, 2022. "Structural change and firm dynamics in the south of Italy," Questioni di Economia e Finanza (Occasional Papers) 676, Bank of Italy, Economic Research and International Relations Area.
    11. Lorenz K.F. Ekerdt & Kai-Jie Wu, 2024. "The Rise of Specialized Firms," Working Papers 24-06, Center for Economic Studies, U.S. Census Bureau.
    12. Martina Magli, 2022. "The spillover effect of services offshoring on local labour markets," CEP Discussion Papers dp1892, Centre for Economic Performance, LSE.
    13. Magli, Martina, 2022. "The spillover effect of services offshoring on local labour markets," LSE Research Online Documents on Economics 118048, London School of Economics and Political Science, LSE Library.
    14. Fariha Kamal & Jessica McCloskey & Wei Ouyang, 2022. "Multinational Firms in the U.S. Economy: Insights from Newly Integrated Microdata," BEA Working Papers 0202, Bureau of Economic Analysis.

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    More about this item

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • F14 - International Economics - - Trade - - - Empirical Studies of Trade
    • L16 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Industrial Organization and Macroeconomics; Macroeconomic Industrial Structure
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence

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