IDEAS home Printed from https://ideas.repec.org/p/cpr/ceprdp/14719.html
   My bibliography  Save this paper

Immigration, Innovation, and Growth

Author

Listed:
  • Burchardi, Konrad
  • Terry, Stephen
  • Chaney, Thomas
  • Tarquinio, Lisa
  • Hassan, Tarek

Abstract

We show a causal impact of immigration on innovation and growth in US counties. To identify the causal impact of immigration, we use 130 years of detailed data on migrations from foreign countries to US counties to isolate quasi-random variation in the ancestry composition of US counties; interacting this plausibly exogenous variation in ancestry composition with the recent inflows of migrants from different origins, we predict the total number of migrants flowing into each US county in recent decades. We show immigration has a positive causal impact on innovation, measured as patenting of local firms, and on economic growth, measured as real income growth for native workers. We interpret those results through the lens of a quantitative model of endogenous growth and migrations. A structural estimation of this model targeting the well identified causal impact of migration on innovation suggests the large inflow of foreign migrants into the US since 1965 may have contributed to an additional 8% growth in innovation and 5% growth in wages.

Suggested Citation

  • Burchardi, Konrad & Terry, Stephen & Chaney, Thomas & Tarquinio, Lisa & Hassan, Tarek, 2020. "Immigration, Innovation, and Growth," CEPR Discussion Papers 14719, C.E.P.R. Discussion Papers.
  • Handle: RePEc:cpr:ceprdp:14719
    as

    Download full text from publisher

    File URL: https://cepr.org/publications/DP14719
    Download Restriction: CEPR Discussion Papers are free to download for our researchers, subscribers and members. If you fall into one of these categories but have trouble downloading our papers, please contact us at subscribers@cepr.org
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Stuhler, Jan & Jaeger, David & Ruist, Joakim, 2018. "Shift-Share Instruments and the Impact of Immigration," CEPR Discussion Papers 12701, C.E.P.R. Discussion Papers.
    2. repec:hal:spmain:info:hdl:2441/31alui3q4c913als7a73udp5dv is not listed on IDEAS
    3. Nicholas Bloom & Charles I. Jones & John Van Reenen & Michael Webb, 2020. "Are Ideas Getting Harder to Find?," American Economic Review, American Economic Association, vol. 110(4), pages 1104-1144, April.
    4. Gianmarco I. P. Ottaviano & Giovanni Peri, 2021. "Rethinking The Effect Of Immigration On Wages," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 9, pages 245-290, World Scientific Publishing Co. Pte. Ltd..
    5. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    6. Mette Foged & Giovanni Peri, 2016. "Immigrants' Effect on Native Workers: New Analysis on Longitudinal Data," American Economic Journal: Applied Economics, American Economic Association, vol. 8(2), pages 1-34, April.
    7. Adam Guren & Alisdair McKay & Emi Nakamura & Jón Steinsson, 2021. "What Do We Learn from Cross-Regional Empirical Estimates in Macroeconomics?," NBER Macroeconomics Annual, University of Chicago Press, vol. 35(1), pages 175-223.
    8. Jeanne Lafortune & Ethan Lewis & José Tessada, 2019. "People and Machines: A Look at the Evolving Relationship between Capital and Skill in Manufacturing, 1860–1930, Using Immigration Shocks," The Review of Economics and Statistics, MIT Press, vol. 101(1), pages 30-43, March.
    9. Joan Monras, 2020. "Immigration and Wage Dynamics: Evidence from the Mexican Peso Crisis," Journal of Political Economy, University of Chicago Press, vol. 128(8), pages 3017-3089.
    10. Brian Duncan & Stephen J. Trejo, 2017. "The Complexity of Immigrant Generations: Implications for Assessing the Socioeconomic Integration of Hispanics and Asians," ILR Review, Cornell University, ILR School, vol. 70(5), pages 1146-1175, October.
    11. Philippe Aghion & Antonin Bergeaud & Timo Boppart & Peter J Klenow & Huiyu Li, 2023. "A Theory of Falling Growth and Rising Rents," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(6), pages 2675-2702.
    12. Kirill Borusyak & Peter Hull & Xavier Jaravel, 2022. "Quasi-Experimental Shift-Share Research Designs," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 181-213.
    13. Philippe Aghion & Ufuk Akcigit & Angus Deaton & Alexandra Roulet, 2016. "Creative Destruction and Subjective Well-Being," American Economic Review, American Economic Association, vol. 106(12), pages 3869-3897, December.
    14. George J. Borjas & Kirk B. Doran, 2021. "The Collapse Of The Soviet Union And The Productivity Of American Mathematicians," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 11, pages 313-373, World Scientific Publishing Co. Pte. Ltd..
    15. Gordon H. Hanson, 2009. "The Economic Consequences of the International Migration of Labor," Annual Review of Economics, Annual Reviews, vol. 1(1), pages 179-208, May.
    16. Gene M. Grossman & Elhanan Helpman, 1991. "Quality Ladders in the Theory of Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(1), pages 43-61.
    17. Jennifer Hunt & Marjolaine Gauthier-Loiselle, 2010. "How Much Does Immigration Boost Innovation?," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(2), pages 31-56, April.
    18. Christian Dustmann & Uta Schönberg & Jan Stuhler, 2017. "Labor Supply Shocks, Native Wages, and the Adjustment of Local Employment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(1), pages 435-483.
    19. Ufuk Akcigit & Sina T. Ates, 2021. "Ten Facts on Declining Business Dynamism and Lessons from Endogenous Growth Theory," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(1), pages 257-298, January.
    20. Konrad Buchardi & Thomas Chaney & Tarek Hassan, 2019. "Migrants, Ancestors and Foreign Investments," Post-Print hal-03260191, HAL.
    21. Sandra Sequeira & Nathan Nunn & Nancy Qian, 2020. "Immigrants and the Making of America," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 87(1), pages 382-419.
    22. Marco Tabellini, 2018. "Gifts of the Immigrants, Woes of the Natives: Lessons from the Age of Mass Migration," Harvard Business School Working Papers 19-005, Harvard Business School, revised Apr 2019.
    23. Hall, B. & Jaffe, A. & Trajtenberg, M., 2001. "The NBER Patent Citations Data File: Lessons, Insights and Methodological Tools," Papers 2001-29, Tel Aviv.
    24. Peretto, Pietro F, 1998. "Technological Change and Population Growth," Journal of Economic Growth, Springer, vol. 3(4), pages 283-311, December.
    25. Ferdinando Monte & Stephen J. Redding & Esteban Rossi-Hansberg, 2018. "Commuting, Migration, and Local Employment Elasticities," American Economic Review, American Economic Association, vol. 108(12), pages 3855-3890, December.
    26. repec:hal:spmain:info:hdl:2441/4j5snkuat19kma9diah5p0g5eq is not listed on IDEAS
    27. Akcigit, Ufuk & Pearce, Jeremy & Prato, Marta, 2020. "Tapping into Talent: Coupling Education and Innovation Policies for Economic Growth," CEPR Discussion Papers 15318, C.E.P.R. Discussion Papers.
    28. Tor Jakob Klette & Samuel Kortum, 2004. "Innovating Firms and Aggregate Innovation," Journal of Political Economy, University of Chicago Press, vol. 112(5), pages 986-1018, October.
    29. Ulltveit-Moe, Karen Helene & Moxnes, Andreas & Bratsberg, Bernt & Raaum, Oddbjørn, 2019. "Opening the Floodgates: Industry and Occupation Adjustments to Labor Immigration," CEPR Discussion Papers 13670, C.E.P.R. Discussion Papers.
    30. Konrad B Burchardi & Thomas Chaney & Tarek A Hassan, 2019. "Migrants, Ancestors, and Foreign Investments," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(4), pages 1448-1486.
    31. Timothy J. Bartik, 1991. "Who Benefits from State and Local Economic Development Policies?," Books from Upjohn Press, W.E. Upjohn Institute for Employment Research, number wbsle, November.
    32. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    33. Ran Abramitzky & Leah Boustan, 2017. "Immigration in American Economic History," Journal of Economic Literature, American Economic Association, vol. 55(4), pages 1311-1345, December.
    34. Fatih Karahan & Benjamin Pugsley & Ayşegül Şahin, 2024. "Demographic Origins of the Start-up Deficit," American Economic Review, American Economic Association, vol. 114(7), pages 1986-2023, July.
    35. Emi Nakamura & J?n Steinsson, 2014. "Fiscal Stimulus in a Monetary Union: Evidence from US Regions," American Economic Review, American Economic Association, vol. 104(3), pages 753-792, March.
    36. Michael Peters & Conor Walsh, 2021. "Population Growth and Firm Dynamics," NBER Working Papers 29424, National Bureau of Economic Research, Inc.
    37. 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.
    38. Lewis, Ethan & Peri, Giovanni, 2015. "Immigration and the Economy of Cities and Regions," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 625-685, Elsevier.
    39. Card, David, 2001. "Immigrant Inflows, Native Outflows, and the Local Labor Market Impacts of Higher Immigration," Journal of Labor Economics, University of Chicago Press, vol. 19(1), pages 22-64, January.
    40. José Luis Montiel Olea & Carolin Pflueger, 2013. "A Robust Test for Weak Instruments," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(3), pages 358-369, July.
    41. Ufuk Akcigit & John Grigsby & Tom Nicholas, 2017. "The Rise of American Ingenuity: Innovation and Inventors of the Golden Age," Working Papers 2017-6, Princeton University. Economics Department..
    42. Davis, Steven J. & Haltiwanger, John, 1999. "Gross job flows," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 41, pages 2711-2805, Elsevier.
    43. Koop, Gary & Pesaran, M. Hashem & Potter, Simon M., 1996. "Impulse response analysis in nonlinear multivariate models," Journal of Econometrics, Elsevier, vol. 74(1), pages 119-147, September.
    44. Patricia Cortes, 2008. "The Effect of Low-Skilled Immigration on U.S. Prices: Evidence from CPI Data," Journal of Political Economy, University of Chicago Press, vol. 116(3), pages 381-422, June.
    45. repec:hal:wpspec:info:hdl:2441/31alui3q4c913als7a73udp5dv is not listed on IDEAS
    46. Bernstein, Shai & Diamond, Rebecca & McQuade, Timothy James & Pousada, Beatriz, 2018. "The Contribution of High-Skilled Immigrants to Innovation in the United States," Research Papers 3748, Stanford University, Graduate School of Business.
    47. Alwyn Young, 1998. "Growth without Scale Effects," Journal of Political Economy, University of Chicago Press, vol. 106(1), pages 41-63, February.
    48. Hugo Hopenhayn & Julian Neira & Rish Singhania, 2022. "From Population Growth to Firm Demographics: Implications for Concentration, Entrepreneurship and the Labor Share," Econometrica, Econometric Society, vol. 90(4), pages 1879-1914, July.
    49. Christopher Laincz & Pietro Peretto, 2006. "Scale effects in endogenous growth theory: an error of aggregation not specification," Journal of Economic Growth, Springer, vol. 11(3), pages 263-288, September.
    50. William R. Kerr, 2008. "Ethnic Scientific Communities and International Technology Diffusion," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 518-537, August.
    51. Lorenzo Caliendo & Maximiliano Dvorkin & Fernando Parro, 2019. "Trade and Labor Market Dynamics: General Equilibrium Analysis of the China Trade Shock," Econometrica, Econometric Society, vol. 87(3), pages 741-835, May.
    52. Robert J. Gordon, 2012. "Is U.S. Economic Growth Over? Faltering Innovation Confronts the Six Headwinds," NBER Working Papers 18315, National Bureau of Economic Research, Inc.
    53. George J. Borjas, 2021. "The Labor Demand Curve Is Downward Sloping: Reexamining The Impact Of Immigration On The Labor Market," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 9, pages 235-274, World Scientific Publishing Co. Pte. Ltd..
    54. Jones, Charles I, 1995. "R&D-Based Models of Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 103(4), pages 759-784, August.
    55. Paul Goldsmith-Pinkham & Isaac Sorkin & Henry Swift, 2020. "Bartik Instruments: What, When, Why, and How," American Economic Review, American Economic Association, vol. 110(8), pages 2586-2624, August.
    56. Eric T. Stuen & Ahmed Mushfiq Mobarak & Keith E. Maskus, 2012. "Skilled Immigration and Innovation: Evidence from Enrolment Fluctuations in US Doctoral Programmes," Economic Journal, Royal Economic Society, vol. 122(565), pages 1143-1176, December.
    57. Alon, Titan & Berger, David & Dent, Robert & Pugsley, Benjamin, 2018. "Older and slower: The startup deficit’s lasting effects on aggregate productivity growth," Journal of Monetary Economics, Elsevier, vol. 93(C), pages 68-85.
    58. Titan Alon & David Berger & Robert Dent & Benjamin Pugsley, 2018. "Older and Slower: The Startup Deficit�s Lasting Effects on Aggregate Productivity Growth," Working Papers 18-29, Center for Economic Studies, U.S. Census Bureau.
    59. Ethan Lewis, 2011. "Immigration, Skill Mix, and Capital Skill Complementarity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(2), pages 1029-1069.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Parag Mahajan, 2021. "Immigration and Local Business Dynamics: Evidence from U.S. Firms," Working Papers 21-18, Center for Economic Studies, U.S. Census Bureau.
    2. Cristelli, Gabriele & Lissoni, Francesco, 2020. "Free movement of inventors: open-border policy and innovation in Switzerland," MPRA Paper 120099, University Library of Munich, Germany, revised Jan 2024.
    3. Gagliarducci, Stefano & Tabellini, Marco, 2021. "Faith and Assimilation: Italian Immigrants in the US," IZA Discussion Papers 14567, Institute of Labor Economics (IZA).
    4. Michael A Clemens, 2022. "The economic and fiscal effects on the United States from reduced numbers of refugees and asylum seekers," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 38(3), pages 449-486.
    5. Takeda, Kohei, 2022. "The geography of structural transformation: effects on inequality and mobility," LSE Research Online Documents on Economics 118050, London School of Economics and Political Science, LSE Library.
    6. Benjamin Balsmeier & Lee Fleming & Matt Marx & Seungryul Ryan Shin, 2020. "Startups, Unicorns, and the Local Inflow of Inventors," NBER Working Papers 27605, National Bureau of Economic Research, Inc.
    7. Kevin A. Bryan & Heidi L. Williams, 2021. "Innovation: Market Failures and Public Policies," NBER Working Papers 29173, National Bureau of Economic Research, Inc.
    8. Ana María Tribín-Uribe & Achyuta Adhvaryu & Cesar Anzola-Bravo & Oscar Ávila-Montealegre & Leonardo Bonilla-Mejía & Juan Carlos Castro-Fernández & Luz A. Flórez & Ánderson Grajales-Olarte & Alexander , 2020. "Migración desde Venezuela en Colombia: caracterización del fenómeno y análisis de los efectos macroeconómicos," Revista ESPE - Ensayos sobre Política Económica, Banco de la Republica de Colombia, issue 97, pages 1-74, October.
    9. Agostina Brinatti & Xing Guo, 2023. "Third-Country Effects of U.S. Immigration Policy," Staff Working Papers 23-60, Bank of Canada.
    10. Leonardo Bursztyn & Thomas Chaney & Tarek Alexander Hassan & Aakash Rao, 2021. "The Immigrant Next Door: Exposure, Prejudice, and Altruism," Working Papers 2021-16, Becker Friedman Institute for Research In Economics.
    11. Tommaso Giommoni & Gabriel Loumeau, 2022. "Taxation with a Grain of Salt: The Long-Term Effect of Fiscal Policy on Local Development," CESifo Working Paper Series 9997, CESifo.
    12. Jeremy Ferwerda & Nicholas Adams-Cohen & Kirk Bansak & Jennifer Fei & Duncan Lawrence & Jeremy M. Weinstein & Jens Hainmueller, 2020. "Leveraging the Power of Place: A Data-Driven Decision Helper to Improve the Location Decisions of Economic Immigrants," Papers 2007.13902, arXiv.org.
    13. Ryo Takahashi, 2024. "From the Holy Land to the Homeland: The Impact of Anime Broadcasts on Economic Growth," Working Papers 2402, Waseda University, Faculty of Political Science and Economics.
    14. Nover, Justus, 2023. "Local labor markets as a taxable location factor? Evidence from a shock to foreign labor supply," ZEW Discussion Papers 23-012, ZEW - Leibniz Centre for European Economic Research.
    15. Bolortuya Enkhtaivan & Jorge Brusa & Zagdbazar Davaadorj, 2020. "A Gap in Brain Gain for Emerging Countries: Evidence of International Immigration on Non-Resident Patents," JRFM, MDPI, vol. 14(1), pages 1-23, December.
    16. Thomas Gries & Margarete Redlin & Moonum Zehra, 2022. "Educational Assimilation of First-Generation and Second-Generation Immigrants in Germany," Journal of International Migration and Integration, Springer, vol. 23(2), pages 815-845, June.

    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. Sanchis-Guarner, Rosa, 2023. "Decomposing the impact of immigration on house prices," Regional Science and Urban Economics, Elsevier, vol. 100(C).
    2. Edo, Anthony & Özgüzel, Cem, 2023. "The impact of immigration on the employment dynamics of European regions," Labour Economics, Elsevier, vol. 85(C).
    3. Ceren Ozgen, 2021. "The economics of diversity: Innovation, productivity and the labour market," Journal of Economic Surveys, Wiley Blackwell, vol. 35(4), pages 1168-1216, September.
    4. Xie, Bin, 2017. "The Effects of Immigration Quotas on Wages, the Great Black Migration, and Industrial Development," IZA Discussion Papers 11214, Institute of Labor Economics (IZA).
    5. Rozo, Sandra V. & Vargas, Juan F., 2021. "Brothers or invaders? How crisis-driven migrants shape voting behavior," Journal of Development Economics, Elsevier, vol. 150(C).
    6. Joan Monras, 2020. "Immigration and Wage Dynamics: Evidence from the Mexican Peso Crisis," Journal of Political Economy, University of Chicago Press, vol. 128(8), pages 3017-3089.
    7. Lewis, Ethan & Peri, Giovanni, 2015. "Immigration and the Economy of Cities and Regions," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 625-685, Elsevier.
    8. Alberto Alesina & Marco Tabellini, 2024. "The Political Effects of Immigration: Culture or Economics?," Journal of Economic Literature, American Economic Association, vol. 62(1), pages 5-46, March.
    9. Carlana, Michela & Tabellini, Marco, 2018. "Happily Ever After: Immigration, Natives' Marriage, and Fertility," Working Paper Series rwp18-035, Harvard University, John F. Kennedy School of Government.
    10. Ana María Tribín-Uribe, Achyuta Adhvaryu, Cesar Anzola-Bravo & Oscar Ávila-Montealegre, Leonardo Bonilla-Mejía, Juan Carlos Castro-Fernández & Luz A. Flórez, Ánderson Grajales-Olarte, Alexander Guarín, 2020. "Migración desde Venezuela en Colombia: caracterización del fenómeno y análisis de los efectos macroeconómicos," Revista ESPE - Ensayos Sobre Política Económica, Banco de la República, issue 97, pages 1-74, October.
    11. Anthony Edo & Lionel Ragot & Hillel Rapoport & Sulin Sardoschau & Andreas Steinmayr & Arthur Sweetman, 2020. "An introduction to the economics of immigration in OECD countries," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 53(4), pages 1365-1403, November.
    12. Lara Bohnet & Susana Peralta & Joao Pereira dos Santos, 2021. "Cousins from overseas: the labour market impact of half a million Portuguese repatriates," NOVAFRICA Working Paper Series wp2114, Universidade Nova de Lisboa, Nova School of Business and Economics, NOVAFRICA.
    13. Dario Diodato & Andrea Morrison & Sergio Petralia, 2022. "Migration and invention in the Age of Mass Migration [Immigration in American economic history]," Journal of Economic Geography, Oxford University Press, vol. 22(2), pages 477-498.
    14. Parag Mahajan, 2021. "Immigration and Local Business Dynamics: Evidence from U.S. Firms," Working Papers 21-18, Center for Economic Studies, U.S. Census Bureau.
    15. Committee, Nobel Prize, 2021. "Answering causal questions using observational data," Nobel Prize in Economics documents 2021-2, Nobel Prize Committee.
    16. Sharpe, Jamie & Bollinger, Christopher R., 2020. "Who competes with whom? Using occupation characteristics to estimate the impact of immigration on native wages," Labour Economics, Elsevier, vol. 66(C).
    17. Asadul Islam & Faridul Islam & Chau Nguyen, 2017. "Skilled Immigration, Innovation, and the Wages of Native-Born Americans," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 56(3), pages 459-488, July.
    18. Lee, Jongkwan & Peri, Giovanni & Yasenov, Vasil, 2022. "The labor market effects of Mexican repatriations: Longitudinal evidence from the 1930s," Journal of Public Economics, Elsevier, vol. 205(C).
    19. Clement Imbert & Marlon Seror & Yifan Zhang & Yanos Zylberberg, 2022. "Migrants and Firms: Evidence from China," American Economic Review, American Economic Association, vol. 112(6), pages 1885-1914, June.
    20. Gray, Rowena & Montresor, Giulia & Wright, Greg C., 2020. "Processing immigration shocks: Firm responses on the innovation margin," Journal of International Economics, Elsevier, vol. 126(C).

    More about this item

    Keywords

    Migrations; Innovation; Patents; Endogenous growth; Dynamism;
    All these keywords.

    JEL classification:

    • J61 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Geographic Labor Mobility; Immigrant Workers
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General

    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:cpr:ceprdp:14719. 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: the person in charge (email available below). General contact details of provider: https://www.cepr.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.