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Determining the Differences that Matter: Development and Divergence in US States over 1850-2010

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  • Mealy, Penny

    (Oxford University)

  • Farmer, J. Doyne

    (Oxford University)

  • Hausmann, Ricardo

    (Harvard Kennedy School)

Abstract

Understanding the differences between rich and poor places is complicated by the fact that places differ from each other in numerous ways. In this paper, we show how a dimension reduction algorithm can unveil hidden patterns in US census data and consistently yield useful insights into the type of economic activities that separate rich and poor states over 160 years of development history. Moreover, we find this approach has a unique ability to shed light on the dynamics of evolving landscapes and changes in relevance of particular types of activities, such as the shift from manufacturing to high skill services that occurred in the US over the last 40 years. Our results have important implications for the decline of the rustbelt and the reversal of US regional income convergence from 1980 onwards.

Suggested Citation

  • Mealy, Penny & Farmer, J. Doyne & Hausmann, Ricardo, 2018. "Determining the Differences that Matter: Development and Divergence in US States over 1850-2010," Working Paper Series rwp18-030, Harvard University, John F. Kennedy School of Government.
    • Handle: RePEc:ecl:harjfk:rwp18-030
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    1. Berger, Thor & Frey, Carl Benedikt, 2016. "Did the Computer Revolution shift the fortunes of U.S. cities? Technology shocks and the geography of new jobs," Regional Science and Urban Economics, Elsevier, vol. 57(C), pages 38-45.
    2. Berry, Christopher R. & Glaeser, Edward L., 2005. "Divergence of Human Capital Levels across Cities," Working Paper Series rwp05-057, Harvard University, John F. Kennedy School of Government.
    3. Edward L. Glaeser & Giacomo A. M. Ponzetto & Kristina Tobio, 2014. "Cities, Skills and Regional Change," Regional Studies, Taylor & Francis Journals, vol. 48(1), pages 7-43, January.
    4. Dan Black & Terra McKinnish & Seth Sanders, 2005. "The Economic Impact Of The Coal Boom And Bust," Economic Journal, Royal Economic Society, vol. 115(503), pages 449-476, April.
    5. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    6. Esteban Rossi-Hansberg & Pierre-Daniel Sarte & Raymond Owens iii, 2009. "Firm Fragmentation And Urban Patterns," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 50(1), pages 143-186, February.
    7. Guy Michaels, 2008. "The Effect of Trade on the Demand for Skill: Evidence from the Interstate Highway System," The Review of Economics and Statistics, MIT Press, vol. 90(4), pages 683-701, November.
    8. Thomas Kemeny & Michael Storper, 2015. "Is Specialization Good for Regional Economic Development?," Regional Studies, Taylor & Francis Journals, vol. 49(6), pages 1003-1018, June.
    9. Michael Porter, 2003. "The Economic Performance of Regions," Regional Studies, Taylor & Francis Journals, vol. 37(6-7), pages 549-578.
    10. Torres,Francisco & Giavazzi,Francesco (ed.), 1993. "Adjustment and Growth in the European Monetary Union," Cambridge Books, Cambridge University Press, number 9780521440196, October.
    11. Gaspar, Jess & Glaeser, Edward L., 1998. "Information Technology and the Future of Cities," Journal of Urban Economics, Elsevier, vol. 43(1), pages 136-156, January.
    12. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    13. Ricardo Hausmann & Jason Hwang & Dani Rodrik, 2007. "What you export matters," Journal of Economic Growth, Springer, vol. 12(1), pages 1-25, March.
    14. Gilles Duranton & Diego Puga, 2000. "Diversity and Specialisation in Cities: Why, Where and When Does it Matter?," Urban Studies, Urban Studies Journal Limited, vol. 37(3), pages 533-555, March.
    15. Hausmann, Ricardo & Hidalgo, Cesar, 2014. "The Atlas of Economic Complexity: Mapping Paths to Prosperity," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262525429, April.
    16. Edward L. Glaeser & Giacomo A. M. Ponzetto, 2010. "Did the Death of Distance Hurt Detroit and Help New York?," NBER Chapters, in: Agglomeration Economics, pages 303-337, National Bureau of Economic Research, Inc.
    17. Lall, Sanjaya, 1992. "Technological capabilities and industrialization," World Development, Elsevier, vol. 20(2), pages 165-186, February.
    18. Duranton, Gilles & Puga, Diego, 2005. "From sectoral to functional urban specialisation," Journal of Urban Economics, Elsevier, vol. 57(2), pages 343-370, March.
    19. Edward Ludwig Glaeser & Albert Saiz, 2003. "The rise of the skilled city," Working Papers 04-2, Federal Reserve Bank of Philadelphia.
    20. Jorge Carrillo, 2004. "NAFTA: The Process of Regional Integration of Motor Vehicle Production," Palgrave Macmillan Books, in: Jorge Carrillo & Yannick Lung & Rob Tulder (ed.), Cars, Carriers of Regionalism?, chapter 7, pages 104-117, Palgrave Macmillan.
    21. John M. Quigley, 1998. "Urban Diversity and Economic Growth," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 127-138, Spring.
    22. David H. Autor, 2015. "Why Are There Still So Many Jobs? The History and Future of Workplace Automation," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 3-30, Summer.
    23. Christopher R. Berry & Edward L. Glaeser, 2005. "The divergence of human capital levels across cities," Papers in Regional Science, Wiley Blackwell, vol. 84(3), pages 407-444, August.
    24. J. Bradford Jensen & Lori G. Kletzer, 2010. "Measuring Tradable Services and the Task Content of Offshorable Services Jobs," NBER Chapters, in: Labor in the New Economy, pages 309-335, National Bureau of Economic Research, Inc.
    25. Kemp-Benedict, Eric, 2014. "An interpretation and critique of the Method of Reflections," MPRA Paper 60705, University Library of Munich, Germany.
    26. Christopher R. Berry & Edward L. Glaeser, 2005. "The Divergence of Human Capital Levels across Cities," Harvard Institute of Economic Research Working Papers 2091, Harvard - Institute of Economic Research.
    27. Lall, Sanjaya & Weiss, John & Zhang, Jinkang, 2006. "The "sophistication" of exports: A new trade measure," World Development, Elsevier, vol. 34(2), pages 222-237, February.
    28. Attaran, Mohsen, 1986. "Industrial Diversity and Economic Performance in U.S. Areas," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 20(2), pages 44-54, July.
    29. Ron Martin & Peter Sunley & Ben Gardiner & Emil Evenhuis & Peter Tyler, 2018. "The city dimension of the productivity growth puzzle: the relative role of structural change and within-sector slowdown," Journal of Economic Geography, Oxford University Press, vol. 18(3), pages 539-570.
    30. Michael Storper, 2018. "Separate Worlds? Explaining the current wave of regional economic polarization," Journal of Economic Geography, Oxford University Press, vol. 18(2), pages 247-270.
    31. Michael Spence & Sandile Hlatshwayo, 2012. "The Evolving Structure of the American Economy and the Employment Challenge," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 54(4), pages 703-738, December.
    32. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    33. Bresnahan, Timothy F & Ramey, Valerie A, 1993. "Segment Shifts and Capacity Utilization in the U.S. Automobile Industry," American Economic Review, American Economic Association, vol. 83(2), pages 213-218, May.
    34. Christopher R. Berry & Edward L. Glaeser, 2005. "The Divergence of Human Capital Levels Across Cities," NBER Working Papers 11617, National Bureau of Economic Research, Inc.
    35. Lee Ohanian & David Lagakos & Simeon Alder, 2012. "The Decline of the U.S. Rust Belt: A Macroeconomic Analysis," 2012 Meeting Papers 793, Society for Economic Dynamics.
    36. Lee, Kiseok & Ni, Shawn, 2002. "On the dynamic effects of oil price shocks: a study using industry level data," Journal of Monetary Economics, Elsevier, vol. 49(4), pages 823-852, May.
    37. Shade T Shutters & Rachata Muneepeerakul & José Lobo, 2016. "Constrained pathways to a creative urban economy," Urban Studies, Urban Studies Journal Limited, vol. 53(16), pages 3439-3454, December.
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    Cited by:

    1. Fritz, Benedikt & Manduca, Robert, 2021. "The Economic Complexity of US Metropolitan Areas," SocArXiv 2gw9c, Center for Open Science.

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