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The World’s Rust Belts: The Heterogeneous Effects of Deindustrialization on 1,993 Cities in Six Countries

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  • Luisa Gagliardi

    (Bocconi University, Italy)

  • Enrico Moretti

    (University of California, Berkeley, USA)

  • Michel Serafinelli

    (University of Essex, UK; Rimini Centre for Economic Analysis)

Abstract

We investigate the employment consequences of deindustrialization for 1,993 cities in France, Germany, Great Britain, Italy, Japan, and the United States. In all six countries we find a strong negative relationship between a city’s share of manufacturing employment in the year of its country’s manufacturing peak and the subsequent change in total employment, reflecting the fact that cities where manufacturing was initially more important experienced larger negative labor demand shocks. But in a significant number of cases, total employment fully recovered and even exceeded initial levels, despite the loss of manufacturing jobs. Overall, 34% of former manufacturing hubs–defined as cities with an initial manufacturing employment share in the top tercile–experienced employment growth faster than their country’s mean, suggesting that a surprisingly large number of cities was able to adapt to the negative shock caused by deindustrialization. The U.S. has the lowest share, indicating that the U.S. Rust Belt communities have fared relatively worse compared to their peers in the other countries. We then seek to understand why some former manufacturing hubs recovered while others didn’t. We find that deindustrialization had different effects on local employment depending on the initial share of college-educated workers in the labor force. While in the two decades before the manufacturing peak, cities with a high college share experienced a rate of employment growth similar to those with a low college share, in the decades after the manufacturing peak, the employment trends diverged: cities with a high college share experienced significantly faster employment growth. The divergence grows over time at an accelerating rate. Using an instrumental variable based on the driving distance to historical colleges and universities, we estimate that a one standard deviation increase in local college share results in a rate of employment growth per decade that is 9.1 percentage points higher. This effect is in part explained by faster growth in human capital-intensive services, which more than offsets the loss of manufacturing jobs.

Suggested Citation

  • Luisa Gagliardi & Enrico Moretti & Michel Serafinelli, 2023. "The World’s Rust Belts: The Heterogeneous Effects of Deindustrialization on 1,993 Cities in Six Countries," Working Paper series 23-17, Rimini Centre for Economic Analysis.
  • Handle: RePEc:rim:rimwps:23-17
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    1. Maximilian v. Ehrlich & Henry G. Overman, 2020. "Place-Based Policies and Spatial Disparities across European Cities," Journal of Economic Perspectives, American Economic Association, vol. 34(3), pages 128-149, Summer.
    2. Valero, Anna & Van Reenen, John, 2019. "The economic impact of universities: Evidence from across the globe," Economics of Education Review, Elsevier, vol. 68(C), pages 53-67.
    3. Susan N. Houseman & Brad J. Hershbein, 2018. "Understanding the Decline of U.S. Manufacturing Employment," Upjohn Working Papers 18-287, W.E. Upjohn Institute for Employment Research.
    4. 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.
    5. Patricia G Rice & Anthony J Venables, 2021. "The persistent consequences of adverse shocks: how the 1970s shaped UK regional inequality," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 37(1), pages 132-151.
    6. 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.
    7. Gilles Duranton, 2007. "Urban Evolutions: The Fast, the Slow, and the Still," American Economic Review, American Economic Association, vol. 97(1), pages 197-221, March.
    8. Moretti, Enrico, 2004. "Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 175-212.
    9. Rebecca Diamond, 2016. "The Determinants and Welfare Implications of US Workers' Diverging Location Choices by Skill: 1980-2000," American Economic Review, American Economic Association, vol. 106(3), pages 479-524, March.
    10. Wolfgang Dauth & Sebastian Findeisen & Jens Suedekum, 2014. "The Rise Of The East And The Far East: German Labor Markets And Trade Integration," Journal of the European Economic Association, European Economic Association, vol. 12(6), pages 1643-1675, December.
    11. Henry G. Overman & Diego Puga, 2002. "Unemployment clusters across Europe's regions and countries [‘Regional evolutions’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 17(34), pages 115-148.
    12. Gilles Duranton & Henry G. Overman, 2008. "Exploring The Detailed Location Patterns Of U.K. Manufacturing Industries Using Microgeographic Data," Journal of Regional Science, Wiley Blackwell, vol. 48(1), pages 213-243, February.
    13. Wolfgang Dauth & Sebastian Findeisen & Jens Suedekum, 2021. "Adjusting to Globalization in Germany," Journal of Labor Economics, University of Chicago Press, vol. 39(1), pages 263-302.
    14. Simeon D. Alder & David Lagakos & Lee Ohanian, 2023. "Labor Market Conflict and the Decline of the Rust Belt," Journal of Political Economy, University of Chicago Press, vol. 131(10), pages 2780-2824.
    15. Janet Currie & Enrico Moretti, 2003. "Mother's Education and the Intergenerational Transmission of Human Capital: Evidence from College Openings," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1495-1532.
    16. David Card, 1993. "Using Geographic Variation in College Proximity to Estimate the Return to Schooling," Working Papers 696, Princeton University, Department of Economics, Industrial Relations Section..
    17. Enrico Moretti & Per Thulin, 2013. "Local multipliers and human capital in the United States and Sweden," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 22(1), pages 339-362, February.
    18. Michael Greenstone & Richard Hornbeck & Enrico Moretti, 2010. "Identifying Agglomeration Spillovers: Evidence from Winners and Losers of Large Plant Openings," Journal of Political Economy, University of Chicago Press, vol. 118(3), pages 536-598, June.
    19. Claudia Goldin & Lawrence F. Katz, 1999. "The Shaping of Higher Education: The Formative Years in the United States, 1890 to 1940," Journal of Economic Perspectives, American Economic Association, vol. 13(1), pages 37-62, Winter.
    20. Ben Armstrong, 2021. "Industrial Policy and Local Economic Transformation: Evidence From the U.S. Rust Belt," Economic Development Quarterly, , vol. 35(3), pages 181-196, August.
    21. Kerwin Kofi Charles & Erik Hurst & Mariel Schwartz, 2019. "The Transformation of Manufacturing and the Decline in US Employment," NBER Macroeconomics Annual, University of Chicago Press, vol. 33(1), pages 307-372.
    22. Martin Neil Baily & Barry P. Bosworth, 2014. "US Manufacturing: Understanding Its Past and Its Potential Future," Journal of Economic Perspectives, American Economic Association, vol. 28(1), pages 3-26, Winter.
    23. Christian Dustmann & Bernd Fitzenberger & Uta Sch?nberg & Alexandra Spitz-Oener, 2014. "From Sick Man of Europe to Economic Superstar: Germany's Resurgent Economy," Journal of Economic Perspectives, American Economic Association, vol. 28(1), pages 167-188, Winter.
    24. 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.
    25. Daron Acemoglu & David Autor & David Dorn & Gordon H. Hanson & Brendan Price, 2014. "Return of the Solow Paradox? IT, Productivity, and Employment in US Manufacturing," American Economic Review, American Economic Association, vol. 104(5), pages 394-399, May.
    26. Kerwin Kofi Charles & Erik Hurst & Matthew J. Notowidigdo, 2016. "The Masking of the Decline in Manufacturing Employment by the Housing Bubble," Journal of Economic Perspectives, American Economic Association, vol. 30(2), pages 179-200, Spring.
    27. Ivanov, Denis, 2016. "Human Capital and Knowledge-Intensive Industries Location: Evidence from Soviet Legacy in Russia," The Journal of Economic History, Cambridge University Press, vol. 76(3), pages 736-768, September.
    28. Olivier Marchand & Claude Minni, 2019. "The Major Transformations of the French Labour Market Since the Early 1960s," Economie et Statistique / Economics and Statistics, Institut National de la Statistique et des Etudes Economiques (INSEE), issue 510-511-5, pages 89-107.
    29. Daron Acemoglu & David Autor & David Dorn & Gordon H. Hanson & Brendan Price, 2016. "Import Competition and the Great US Employment Sag of the 2000s," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 141-198.
    30. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    31. Christina Gathmann & Ines Helm & Uta Schönberg, 2020. "Correction to: Spillover Effects of Mass Layoffs," Journal of the European Economic Association, European Economic Association, vol. 18(1), pages 540-540.
    32. David Card, 1993. "Using Geographic Variation in College Proximity to Estimate the Return to Schooling," Working Papers 696, Princeton University, Department of Economics, Industrial Relations Section..
    33. Greg Howard & Russell Weinstein & Yuhao Yang, 2024. "Do Universities Improve Local Economic Resilience?," The Review of Economics and Statistics, MIT Press, vol. 106(4), pages 1129-1145, July.
    34. Christina Gathmann & Ines Helm & Uta Schönberg, 2020. "Spillover Effects of Mass Layoffs," Journal of the European Economic Association, European Economic Association, vol. 18(1), pages 427-468.
    35. Katharine G. Abraham & Melissa S. Kearney, 2020. "Explaining the Decline in the US Employment-to-Population Ratio: A Review of the Evidence," Journal of Economic Literature, American Economic Association, vol. 58(3), pages 585-643, September.
    36. Michael J. Andrews, 2023. "How Do Institutions of Higher Education Affect Local Invention? Evidence from the Establishment of US Colleges," American Economic Journal: Economic Policy, American Economic Association, vol. 15(2), pages 1-41, May.
    37. Shawn Banasick & Robert Hanham, 2008. "Regional Decline of Manufacturing Employment in Japan during an Era of Prolonged Stagnation," Regional Studies, Taylor & Francis Journals, vol. 42(4), pages 489-503.
    38. Findeisen, Sebastian & Südekum, Jens, 2008. "Industry churning and the evolution of cities: Evidence for Germany," Journal of Urban Economics, Elsevier, vol. 64(2), pages 326-339, September.
    39. Kerwin Kofi Charles & Erik Hurst & Matthew J Notowidigdo, 2019. "Housing Booms, Manufacturing Decline and Labour Market Outcomes," The Economic Journal, Royal Economic Society, vol. 129(617), pages 209-248.
    40. Shawn Kantor & Alexander Whalley, 2014. "Knowledge Spillovers from Research Universities: Evidence from Endowment Value Shocks," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 171-188, March.
    41. Card, David, 2001. "Estimating the Return to Schooling: Progress on Some Persistent Econometric Problems," Econometrica, Econometric Society, vol. 69(5), pages 1127-1160, September.
    42. Howard, Greg & Weinstein, Russell, 2022. ""Workhorses of Opportunity": Regional Universities Increase Local Social Mobility," IZA Discussion Papers 15622, Institute of Labor Economics (IZA).
    43. Henderson, J. Vernon & Wang, Hyoung Gun, 2007. "Urbanization and city growth: The role of institutions," Regional Science and Urban Economics, Elsevier, vol. 37(3), pages 283-313, May.
    44. Javier Quintana, 2021. "Import competition, regional divergence, and the rise of the skilled city," Working Papers 2115, Banco de España.
    45. Shawn Kantor & Alexander Whalley, 2019. "Research Proximity and Productivity: Long-Term Evidence from Agriculture," Journal of Political Economy, University of Chicago Press, vol. 127(2), pages 819-854.
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    JEL classification:

    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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