[go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/17559.html
   My bibliography  Save this paper

A Sorted Tale of Globalization: White Collar Jobs and the Rise of Service Offshoring

Author

Listed:
  • Runjuan Liu
  • Daniel Trefler
Abstract
We study how the rise of trade in services with China and India has impacted U.S. labour markets. The topic has two understudied aspects: it deals with service trade (most studies deal with manufacturing trade) and it examines the historical first of U.S. workers competing with educated but low-wage foreign workers. Our empirical agenda is made complicated by the endogeneity of service imports and the endogenous sorting of workers across occupations. To develop an estimation framework that deals with these, we imbed a partial equilibrium model of 'trade in tasks' within a general equilibrium model of occupational choice. The model highlights the need to estimate labour market outcomes using changes in the outcomes of individual workers and, in particular, to distinguish workers who switch 'up' from those who switch 'down'. (Switching 'down' means switching to an occupation that pays less on average than the current occupation). We apply these insights to matched CPS data for 1996-2007. The cumulative 10-year impact of rising service imports from China and India has been as follows. (1) Downward and upward occupational switching increased by 17% and 4%, respectively. (2) Transitions to unemployment increased by a large 0.9 percentage points. (3) The earnings of occupational 'stayers' fell by a tiny 2.3%. (4) The earnings impact for occupational switchers is not identified without an assumption about worker sorting. Under the assumption of no worker sorting, downward (upward) switching was associated with an earning change of -13.9% (+12.1%). Under the assumption of worker sorting, there is no statistically significant impact on earnings.

Suggested Citation

  • Runjuan Liu & Daniel Trefler, 2011. "A Sorted Tale of Globalization: White Collar Jobs and the Rise of Service Offshoring," NBER Working Papers 17559, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:17559
    Note: ITI
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w17559.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Giovanni Maggi & Gene M. Grossman, 2000. "Diversity and Trade," American Economic Review, American Economic Association, vol. 90(5), pages 1255-1275, December.
    2. Gianmarco I. P. Ottaviano & Giovanni Peri & Greg C. Wright, 2021. "Immigration, Offshoring, and American Jobs," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 10, pages 291-326, World Scientific Publishing Co. Pte. Ltd..
    3. Baumgarten, Daniel & Geishecker, Ingo & Görg, Holger, 2013. "Offshoring, tasks, and the skill-wage pattern," European Economic Review, Elsevier, vol. 61(C), pages 132-152.
    4. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(1), pages 35-78.
    5. Gueorgui Kambourov & Iourii Manovskii, 2009. "Occupational Specificity Of Human Capital," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 50(1), pages 63-115, February.
    6. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    7. Feenstra, Robert C & Hanson, Gordon H, 1996. "Globalization, Outsourcing, and Wage Inequality," American Economic Review, American Economic Association, vol. 86(2), pages 240-245, May.
    8. Louis S. Jacobson & Robert J. LaLonde & Daniel G. Sullivan, 1993. "Long-term earnings losses of high-seniority displaced workers," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 17(Nov), pages 2-20.
    9. Ingo Geishecker & Holger Görg, 2013. "Services offshoring and wages: evidence from micro data," Oxford Economic Papers, Oxford University Press, vol. 65(1), pages 124-146, January.
    10. Becker, Sascha O. & Ekholm, Karolina & Muendler, Marc-Andreas, 2013. "Offshoring and the onshore composition of tasks and skills," Journal of International Economics, Elsevier, vol. 90(1), pages 91-106.
    11. Davidson, Carl & Heyman, Fredrik & Matusz, Steven & Sjöholm, Fredrik & Zhu, Susan Chun, 2014. "Globalization and imperfect labor market sorting," Journal of International Economics, Elsevier, vol. 94(2), pages 177-194.
    12. Griliches, Zvi & Hausman, Jerry A., 1986. "Errors in variables in panel data," Journal of Econometrics, Elsevier, vol. 31(1), pages 93-118, February.
    13. Heckman, James J & Honore, Bo E, 1990. "The Empirical Content of the Roy Model," Econometrica, Econometric Society, vol. 58(5), pages 1121-1149, September.
    14. Avraham Ebenstein & Ann Harrison & Margaret McMillan & Shannon Phillips, 2022. "Estimating The Impact Of Trade And Offshoring On American Workers Using The Current Population Surveys," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 12, pages 275-289, World Scientific Publishing Co. Pte. Ltd..
    15. 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.
    16. Davis, Donald R. & Harrigan, James, 2011. "Good jobs, bad jobs, and trade liberalization," Journal of International Economics, Elsevier, vol. 84(1), pages 26-36, May.
    17. Matilde Bombardini & Giovanni Gallipoli & German Pupato, 2012. "Skill Dispersion and Trade Flows," American Economic Review, American Economic Association, vol. 102(5), pages 2327-2348, August.
    18. Christina Gathmann & Uta Schönberg, 2010. "How General Is Human Capital? A Task-Based Approach," Journal of Labor Economics, University of Chicago Press, vol. 28(1), pages 1-49, January.
    19. 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.
    20. David Hummels & Rasmus J?rgensen & Jakob Munch & Chong Xiang, 2014. "The Wage Effects of Offshoring: Evidence from Danish Matched Worker-Firm Data," American Economic Review, American Economic Association, vol. 104(6), pages 1597-1629, June.
    21. Mussa, Michael, 1982. "Imperfect factor mobility and the distribution of income," Journal of International Economics, Elsevier, vol. 12(1-2), pages 125-141, February.
    22. Rosario Crinò, 2010. "The Effects of Offshoring on Post‐displacement Wages: Evidence from the United States," The World Economy, Wiley Blackwell, vol. 33(12), pages 1836-1869, December.
    23. Rafael Dix‐Carneiro, 2014. "Trade Liberalization and Labor Market Dynamics," Econometrica, Econometric Society, vol. 82(3), pages 825-885, May.
    24. Jaume Ventura, 1997. "Growth and Interdependence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 57-84.
    25. J. Bradford Jensen & Lori G. Kletzer, 2005. "Tradable Services: Understanding the Scope and Impact of Services Outsourcing," Working Paper Series WP05-9, Peterson Institute for International Economics.
    26. Liu, Runjuan & Trefler, Daniel, 2019. "A sorted tale of globalization: White collar jobs and the rise of service offshoring," Journal of International Economics, Elsevier, vol. 118(C), pages 105-122.
    27. Rosario Crinò, 2010. "Service Offshoring and White-Collar Employment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(2), pages 595-632.
    28. Robert Gibbons & Lawrence Katz, 1992. "Does Unmeasured Ability Explain Inter-Industry Wage Differentials?," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 59(3), pages 515-535.
    29. David Neumark & Daiji Kawaguchi, 2001. "Attrition Bias in Economic Relationships Estimated with Matched CPS Files," NBER Working Papers 8663, National Bureau of Economic Research, Inc.
    30. Gene M. Grossman & Esteban Rossi-Hansberg, 2008. "Trading Tasks: A Simple Theory of Offshoring," American Economic Review, American Economic Association, vol. 98(5), pages 1978-1997, December.
    31. Joseph Tracy & Linda Goldberg & Stephanie Aaronson, 1999. "Exchange Rates and Employment Instability: Evidence from Matched CPS Data," American Economic Review, American Economic Association, vol. 89(2), pages 204-210, May.
    32. Lorenzo Caliendo & Maximiliano Dvorkin & Fernando Parro, 2015. "The Impact of Trade on Labor Market Dynamics," NBER Working Papers 21149, National Bureau of Economic Research, Inc.
    33. Arnaud Costinot & Jonathan Vogel, 2010. "Matching and Inequality in the World Economy," Journal of Political Economy, University of Chicago Press, vol. 118(4), pages 747-786, August.
    34. Linda Goldberg & Joseph Tracy, 2001. "Exchange Rates and Wages," NBER Working Papers 8137, National Bureau of Economic Research, Inc.
    35. 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.
    36. Rosario Crinò, 2009. "Offshoring, Multinationals And Labour Market: A Review Of The Empirical Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 23(2), pages 197-249, April.
    37. Giuseppe Moscarini & Kaj Thomsson, 2007. "Occupational and Job Mobility in the US," Scandinavian Journal of Economics, Wiley Blackwell, vol. 109(4), pages 807-836, December.
    38. Chiara Criscuolo & Luis Garicano, 2010. "Offshoring and Wage Inequality: Using Occupational Licensing as a Shifter of Offshoring Costs," American Economic Review, American Economic Association, vol. 100(2), pages 439-443, May.
    39. Alan S. Blinder & Alan B. Krueger, 2013. "Alternative Measures of Offshorability: A Survey Approach," Journal of Labor Economics, University of Chicago Press, vol. 31(S1), pages 97-128.
    40. Robert C. Feenstra & Robert E. Lipsey & Haiyan Deng & Alyson C. Ma & Hengyong Mo, 2005. "World Trade Flows: 1962-2000," NBER Working Papers 11040, National Bureau of Economic Research, Inc.
    41. Bartel, Ann & Lach, Saul & Sicherman, Nachum, 2005. "Outsourcing and Technological Change," CEPR Discussion Papers 5082, C.E.P.R. Discussion Papers.
    42. Ann Harrison & Margaret McMillan, 2022. "Offshoring Jobs? Multinationals And U.S. Manufacturing Employment," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 11, pages 255-273, World Scientific Publishing Co. Pte. Ltd..
    43. Elhanan Helpman & Oleg Itskhoki, 2010. "Labour Market Rigidities, Trade and Unemployment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(3), pages 1100-1137.
    44. Davidson, Carl & Martin, Lawrence & Matusz, Steven, 1999. "Trade and search generated unemployment," Journal of International Economics, Elsevier, vol. 48(2), pages 271-299, August.
    45. David H. Autor & David Dorn & Gordon H. Hanson & Jae Song, 2014. "Trade Adjustment: Worker-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1799-1860.
    46. Biscourp, Pierre & Kramarz, Francis, 2007. "Employment, skill structure and international trade: Firm-level evidence for France," Journal of International Economics, Elsevier, vol. 72(1), pages 22-51, May.
    47. Petri Böckerman & Mika Maliranta, 2013. "Outsourcing, Occupational Restructuring, and Employee Well-Being: Is There a Silver Lining?," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 52(4), pages 878-914, October.
    48. Robert Gibbons & Lawrence F. Katz & Thomas Lemieux & Daniel Parent, 2005. "Comparative Advantage, Learning, and Sectoral Wage Determination," Journal of Labor Economics, University of Chicago Press, vol. 23(4), pages 681-724, October.
    49. Elhanan Helpman & Oleg Itskhoki & Stephen Redding, 2010. "Inequality and Unemployment in a Global Economy," Econometrica, Econometric Society, vol. 78(4), pages 1239-1283, July.
    50. Franziska Ohnsorge & Daniel Trefler, 2004. "Sorting It Out: International Trade and Protection With Heterogeneous Workers," NBER Working Papers 10959, National Bureau of Economic Research, Inc.
    51. Topel, Robert H, 1991. "Specific Capital, Mobility, and Wages: Wages Rise with Job Seniority," Journal of Political Economy, University of Chicago Press, vol. 99(1), pages 145-176, February.
    52. Gene M. Grossman, 2004. "The Distribution of Talent and the Pattern and Consequences of International Trade," Journal of Political Economy, University of Chicago Press, vol. 112(1), pages 209-239, February.
    53. Erhan Artuç & Shubham Chaudhuri & John McLaren, 2010. "Trade Shocks and Labor Adjustment: A Structural Empirical Approach," American Economic Review, American Economic Association, vol. 100(3), pages 1008-1045, June.
    54. Arnaud Costinot, 2009. "An Elementary Theory of Comparative Advantage," Econometrica, Econometric Society, vol. 77(4), pages 1165-1192, July.
    55. repec:pri:cepsud:190blinder is not listed on IDEAS
    56. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    57. Franziska Ohnsorge & Daniel Trefler, 2007. "Sorting It Out: International Trade with Heterogeneous Workers," Journal of Political Economy, University of Chicago Press, vol. 115(5), pages 868-892, October.
    58. Carl Davidson & Steven J. Matusz, 2010. "International Trade with Equilibrium Unemployment," Economics Books, Princeton University Press, edition 1, number 9075.
    59. Alan S. Blinder, 2009. "How Many US Jobs Might be Offshorable?," World Economics, World Economics, 1 Ivory Square, Plantation Wharf, London, United Kingdom, SW11 3UE, vol. 10(2), pages 41-78, April.
    60. Runjuan Liu & Daniel Trefler, 2008. "Much Ado About Nothing: American Jobs and the Rise of Service Outsourcing to China and India," NBER Working Papers 14061, National Bureau of Economic Research, Inc.
    61. Ann E. Harrison & Margaret S. Mcmillan & Clair Null, 2022. "U.S. Multinational Activity Abroad and U.S. Jobs: Substitutes or Complements?," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 10, pages 235-253, World Scientific Publishing Co. Pte. Ltd..
    62. Robert C. Feenstra, 2010. "Offshoring in the Global Economy: Microeconomic Structure and Macroeconomic Implications," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262013835, April.
    63. Paul Krugman, 1986. "Strategic Trade Policy and the New International Economics," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262610450, April.
    64. Gueorgui Kambourov & Iourii Manovskii, 2001. "Rising Occupational and Industry Mobility in the United States:1968-1993," PIER Working Paper Archive 04-012, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania, revised 05 Jul 2004.
    65. Neal, Derek, 1995. "Industry-Specific Human Capital: Evidence from Displaced Workers," Journal of Labor Economics, University of Chicago Press, vol. 13(4), pages 653-677, October.
    66. Mary Amiti & Shang-Jin Wei, 2005. "Fear of service outsourcing: is it justified? [‘Location of vertically linked industries: agglomeration versus comparative advantage’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 20(42), pages 308-347.
    67. Kevin M. Murphy & Robert H. Topel, 1987. "The Evolution of Unemployment in the United States: 1968–1985," NBER Chapters, in: NBER Macroeconomics Annual 1987, Volume 2, pages 11-68, National Bureau of Economic Research, Inc.
    68. Head, Keith & Ries, John, 2002. "Offshore production and skill upgrading by Japanese manufacturing firms," Journal of International Economics, Elsevier, vol. 58(1), pages 81-105, October.
    69. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    70. Robert C. Johnson & Guillermo Noguera, 2017. "A Portrait of Trade in Value-Added over Four Decades," The Review of Economics and Statistics, MIT Press, vol. 99(5), pages 896-911, December.
    71. Firpo, Sergio & Fortin, Nicole M. & Lemieux, Thomas, 2011. "Occupational Tasks and Changes in the Wage Structure," IZA Discussion Papers 5542, Institute of Labor Economics (IZA).
    72. Oecd, 2005. "Potential Offshoring of ICT-intensive Using Occupations," OECD Digital Economy Papers 91, OECD Publishing.
    73. repec:bla:scandj:v:109:y:2008:i:4:p:807-836 is not listed on IDEAS
    74. Alan S. Blinder & Alan B. Krueger, 2013. "Alternative Measures of Offshorability: A Survey Approach," Journal of Labor Economics, University of Chicago Press, vol. 31(S1), pages 97-128.
    75. Gueorgui Kambourov & Iourii Manovskii, 2008. "Rising Occupational And Industry Mobility In The United States: 1968-97," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(1), pages 41-79, February.
    76. Lori G. Kletzer, 2001. "Job Loss from Imports: Measuring the Costs," Peterson Institute Press: All Books, Peterson Institute for International Economics, number 110, April.
    77. Katharine G. Abraham & James R. Spletzer & Michael Harper, 2010. "Labor in the New Economy," NBER Books, National Bureau of Economic Research, Inc, number abra08-1.
    78. Oecd, 2006. "The Share of Employment Potentially Affected by Offshoring: An Empirical Investigation," OECD Digital Economy Papers 107, OECD Publishing.
    79. Abraham, Katharine G. & Spletzer, James R. & Harper, Michael (ed.), 2010. "Labor in the New Economy," National Bureau of Economic Research Books, University of Chicago Press, number 9780226001432, August.
    Full references (including those not matched with items on IDEAS)

    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. David Hummels & Jakob R. Munch & Chong Xiang, 2018. "Offshoring and Labor Markets," Journal of Economic Literature, American Economic Association, vol. 56(3), pages 981-1028, September.
    2. Eppinger, Peter S., 2019. "Service offshoring and firm employment," Journal of International Economics, Elsevier, vol. 117(C), pages 209-228.
    3. Muendler, Marc-Andreas, 2017. "Trade, technology, and prosperity: An account of evidence from a labor-market perspective," WTO Staff Working Papers ERSD-2017-15, World Trade Organization (WTO), Economic Research and Statistics Division.
    4. Blanchard, Emily & Willmann, Gerald, 2016. "Trade, education, and the shrinking middle class," Journal of International Economics, Elsevier, vol. 99(C), pages 263-278.
    5. Gianmarco I. P. Ottaviano & Giovanni Peri & Greg C. Wright, 2021. "Immigration, Offshoring, and American Jobs," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 10, pages 291-326, World Scientific Publishing Co. Pte. Ltd..
    6. João Amador & Sónia Cabral, 2014. "Global Value Chains: Surveying Drivers, Measures and Impacts," Working Papers w201403, Banco de Portugal, Economics and Research Department.
    7. Winkler, Erwin, 2020. "Diverging paths: Labor reallocation, sorting, and wage inequality," VfS Annual Conference 2020 (Virtual Conference): Gender Economics 224535, Verein für Socialpolitik / German Economic Association.
    8. Baumgarten, Daniel & Irlacher, Michael & Koch, Michael, 2020. "Offshoring and non-monotonic employment effects across industries in general equilibrium," European Economic Review, Elsevier, vol. 130(C).
    9. Gueyon Kim & Dohyeon Lee, 2020. "Offshoring and Segregation by Skill: Theory and Evidence," Working Papers 2020-073, Human Capital and Economic Opportunity Working Group.
    10. Aleksandra Parteka & Joanna Wolszczak-Derlacz, 2020. "Wage response to global production links: evidence for workers from 28 European countries (2005–2014)," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 156(4), pages 769-801, November.
    11. Baumgarten, Daniel & Geishecker, Ingo & Görg, Holger, 2013. "Offshoring, tasks, and the skill-wage pattern," European Economic Review, Elsevier, vol. 61(C), pages 132-152.
    12. Heiland, Inga & Kohler, Wilhelm, 2022. "Heterogeneous workers, trade, and migration," European Economic Review, Elsevier, vol. 144(C).
    13. Rosario Crinò, 2012. "Service Offshoring and the Skill Composition of Labour Demand," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 74(1), pages 20-57, February.
    14. Akay, Alpaslan & Savsin, Selen, 2022. "Offshoring and well-being of workers," Journal of Economic Behavior & Organization, Elsevier, vol. 200(C), pages 388-407.
    15. Basco, Sergi & Mestieri, Martí, 2013. "Heterogeneous trade costs and wage inequality: A model of two globalizations," Journal of International Economics, Elsevier, vol. 89(2), pages 393-406.
    16. Semih Akcomak & Henri de Groot & Stefan Groot, 2013. "The impact of trade, offshoring and multinationals on job loss and job finding," CPB Discussion Paper 252, CPB Netherlands Bureau for Economic Policy Analysis.
    17. Becker, Sascha O. & Ekholm, Karolina & Muendler, Marc-Andreas, 2013. "Offshoring and the onshore composition of tasks and skills," Journal of International Economics, Elsevier, vol. 90(1), pages 91-106.
    18. Semih Akcomak & Henri de Groot & Stefan Groot, 2013. "The impact of trade, offshoring and multinationals on job loss and job finding," CPB Discussion Paper 252.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    19. Rosario Crinò, 2010. "Service Offshoring and White-Collar Employment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(2), pages 595-632.
    20. Joanna Wolszczak-Derlacz & Aleksandra Parteka, 2018. "The effects of offshoring to low-wage countries on domestic wages: a worldwide industrial analysis," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 45(1), pages 129-163, February.

    More about this item

    JEL classification:

    • F16 - International Economics - - Trade - - - Trade and Labor Market Interactions

    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:nbr:nberwo:17559. 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://edirc.repec.org/data/nberrus.html .

    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.