IDEAS home Printed from https://ideas.repec.org/p/red/sed016/302.html
   My bibliography  Save this paper

Risk Diversification and International Trade

Author

Listed:
  • Federico Esposito

    (Yale University)

Abstract

Firms face considerable uncertainty about consumers' demand. In presence of incomplete financial markets, entrepreneurs may not be able to insure against unexpected demand fluctuations. The key insight of my paper is that firms can hedge demand risk through geographical diversification. I first develop a general equilibrium trade model characterized by stochastic demand and risk-averse entrepreneurs, who exploit the imperfect correlation of demand across countries to lower the variance of their total sales. I show that: i) a firm's exporting decision does not obey a hierarchical structure as in standard models with fixed costs, because it depends on the global diversification strategy of the firm, and ii) the intensity of trade flows to a market are affected by its risk-return profile. To quantify the risk diversification benefits of international trade I calibrate the model with the Method of Moments, using Portuguese firm-level data. One of the counterfactual exercises reveals that the welfare gains from trade can be significantly higher than the gains predicted by models neglecting firm level risk. After a trade liberalization, risk-averse firms boost exports to countries offering better diversification benefits. Hence, in these markets competition among firms is stronger, lowering the price level more and raising welfare gains.

Suggested Citation

  • Federico Esposito, 2016. "Risk Diversification and International Trade," 2016 Meeting Papers 302, Society for Economic Dynamics.
  • Handle: RePEc:red:sed016:302
    as

    Download full text from publisher

    File URL: https://red-files-public.s3.amazonaws.com/meetpapers/2016/paper_302.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Hui Chen & Jianjun Miao & Neng Wang, 2010. "Entrepreneurial Finance and Nondiversifiable Risk," Review of Financial Studies, Society for Financial Studies, vol. 23(12), pages 4348-4388, December.
    2. Chris Edmond & Virgiliu Midrigan & Daniel Yi Xu, 2011. "Competition , Markups, and the Gains from," Department of Economics - Working Papers Series 1183, The University of Melbourne, revised 2014.
    3. Andrew B. Bernard & Jonathan Eaton & J. Bradford Jensen & Samuel Kortum, 2003. "Plants and Productivity in International Trade," American Economic Review, American Economic Association, vol. 93(4), pages 1268-1290, September.
    4. Thomas Chaney, 2008. "Distorted Gravity: The Intensive and Extensive Margins of International Trade," American Economic Review, American Economic Association, vol. 98(4), pages 1707-1721, September.
    5. Berman, Nicolas & Berthou, Antoine & Héricourt, Jérôme, 2015. "Export dynamics and sales at home," Journal of International Economics, Elsevier, vol. 96(2), pages 298-310.
    6. Rebekka Christopoulou & Philip Vermeulen, 2012. "Markups in the Euro area and the US over the period 1981–2004: a comparison of 50 sectors," Empirical Economics, Springer, vol. 42(1), pages 53-77, February.
    7. Mark Gertler & Simon Gilchrist, 1994. "Monetary Policy, Business Cycles, and the Behavior of Small Manufacturing Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 309-340.
    8. Francesco Caselli & Miklós Koren & Milan Lisicky & Silvana Tenreyro, 2020. "Diversification Through Trade," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(1), pages 449-502.
    9. Roc Armenter & Miklós Koren, 2015. "Economies Of Scale And The Size Of Exporters," Journal of the European Economic Association, European Economic Association, vol. 13(3), pages 482-511, June.
    10. Chris Edmond & Virgiliu Midrigan & Daniel Yi Xu, 2015. "Competition, Markups, and the Gains from International Trade," American Economic Review, American Economic Association, vol. 105(10), pages 3183-3221, October.
    11. Simonovska, Ina & Waugh, Michael E., 2014. "The elasticity of trade: Estimates and evidence," Journal of International Economics, Elsevier, vol. 92(1), pages 34-50.
    12. José L. Fillat & Stefania Garetto, 2015. "Risk, Returns, and Multinational Production," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 2027-2073.
    13. Miklós Koren & Silvana Tenreyro, 2007. "Volatility and Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 243-287.
    14. Impullitti, Giammario & Irarrazabal, Alfonso A. & Opromolla, Luca David, 2013. "A theory of entry into and exit from export markets," Journal of International Economics, Elsevier, vol. 90(1), pages 75-90.
    15. Mathias Hoffmann & Iryna Shcherbakova-Stewen, 2011. "Consumption Risk Sharing over the Business Cycle: The Role of Small Firms' Access to Credit Markets," The Review of Economics and Statistics, MIT Press, vol. 93(4), pages 1403-1416, November.
    16. Hanan G. Jacoby & Emmanuel Skoufias, 1997. "Risk, Financial Markets, and Human Capital in a Developing Country," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(3), pages 311-335.
    17. Nuno Limão & Giovanni Maggi, 2018. "Uncertainty and Trade Agreements," World Scientific Book Chapters, in: Policy Externalities and International Trade Agreements, chapter 3, pages 47-88, World Scientific Publishing Co. Pte. Ltd..
    18. Dennis Novy & Alan M. Taylor, 2020. "Trade and Uncertainty," The Review of Economics and Statistics, MIT Press, vol. 102(4), pages 749-765, October.
    19. Jonathan Eaton & Samuel Kortum & Francis Kramarz, 2011. "An Anatomy of International Trade: Evidence From French Firms," Econometrica, Econometric Society, vol. 79(5), pages 1453-1498, September.
    20. Julian di Giovanni & Andrei A. Levchenko, 2012. "The Risk Content of Exports: A Portfolio View of International Trade," NBER International Seminar on Macroeconomics, University of Chicago Press, vol. 8(1), pages 97-151.
    21. Ravi Jagannathan & Tongshu Ma, 2003. "Risk Reduction in Large Portfolios: Why Imposing the Wrong Constraints Helps," Journal of Finance, American Finance Association, vol. 58(4), pages 1651-1683, August.
    22. Natalia Ramondo & Veronica Rappoport & Kim J. Ruhl, 2013. "The Proximity-Concentration Tradeoff under Uncertainty," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1582-1621.
    23. Elhanan Helpman & Marc J. Melitz & Stephen R. Yeaple, 2004. "Export Versus FDI with Heterogeneous Firms," American Economic Review, American Economic Association, vol. 94(1), pages 300-316, March.
    24. Nikolai Roussanov, 2010. "Diversification and Its Discontents: Idiosyncratic and Entrepreneurial Risk in the Quest for Social Status," Journal of Finance, American Finance Association, vol. 65(5), pages 1755-1788, October.
    25. Mion, Giordano & Opromolla, Luca David, 2014. "Managers' mobility, trade performance, and wages," Journal of International Economics, Elsevier, vol. 94(1), pages 85-101.
    26. Vannoorenberghe, Gonzague & Wang, Zheng & Yu, Zhihong, 2016. "Volatility and diversification of exports: Firm-level theory and evidence," European Economic Review, Elsevier, vol. 89(C), pages 216-247.
    27. Jonathan Eaton & Gene M. Grossman, 1985. "Tariffs as Insurance: Optimal Commercial Policy When Domestic Markets Are Incomplete," Canadian Journal of Economics, Canadian Economics Association, vol. 18(2), pages 258-272, May.
    28. Miklós Koren, 2003. "Financial Globalization, Portfolio Diversification, and the Pattern of International Trade," IMF Working Papers 2003/233, International Monetary Fund.
    29. Kihlstrom, Richard E & Laffont, Jean-Jacques, 1979. "A General Equilibrium Entrepreneurial Theory of Firm Formation Based on Risk Aversion," Journal of Political Economy, University of Chicago Press, vol. 87(4), pages 719-748, August.
    30. 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.
    31. Mara Faccio & Maria-Teresa Marchica & Roberto Mura, 2011. "Large Shareholder Diversification and Corporate Risk-Taking," Review of Financial Studies, Society for Financial Studies, vol. 24(11), pages 3601-3641.
    32. Costinot, Arnaud & Rodríguez-Clare, Andrés, 2014. "Trade Theory with Numbers: Quantifying the Consequences of Globalization," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 197-261, Elsevier.
    33. Teresa C Fort & John Haltiwanger & Ron S Jarmin & Javier Miranda, 2013. "How Firms Respond to Business Cycles: The Role of Firm Age and Firm Size," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 61(3), pages 520-559, August.
    34. Kyle Handley & Nuno Limão, 2018. "Trade and Investment under Policy Uncertainty: Theory and Firm Evidence," World Scientific Book Chapters, in: Policy Externalities and International Trade Agreements, chapter 4, pages 89-122, World Scientific Publishing Co. Pte. Ltd..
    35. Neus Herranz & Stefan Krasa & Anne P. Villamil, 2015. "Entrepreneurs, Risk Aversion, and Dynamic Firms," Journal of Political Economy, University of Chicago Press, vol. 123(5), pages 1133-1176.
    36. Handley, Kyle, 2014. "Exporting under trade policy uncertainty: Theory and evidence," Journal of International Economics, Elsevier, vol. 94(1), pages 50-66.
    37. Bricongne, Jean-Charles & Fontagné, Lionel & Gaulier, Guillaume & Taglioni, Daria & Vicard, Vincent, 2012. "Firms and the global crisis: French exports in the turmoil," Journal of International Economics, Elsevier, vol. 87(1), pages 134-146.
    38. Greenwood, Jeremy & Smith, Bruce D., 1997. "Financial markets in development, and the development of financial markets," Journal of Economic Dynamics and Control, Elsevier, vol. 21(1), pages 145-181, January.
    39. Knight, Malcolm, 1998. "Developing Countries and the Globalization of Financial Markets," World Development, Elsevier, vol. 26(7), pages 1185-1200, July.
    40. Costas Arkolakis, 2010. "Market Penetration Costs and the New Consumers Margin in International Trade," Journal of Political Economy, University of Chicago Press, vol. 118(6), pages 1151-1199.
    41. John Heaton & Deborah Lucas, 2000. "Portfolio Choice and Asset Prices: The Importance of Entrepreneurial Risk," Journal of Finance, American Finance Association, vol. 55(3), pages 1163-1198, June.
    42. G. F. Mathewson, 1972. "A Note on the Price Effects of Market Power in the Canadian Newspaper Industry," Canadian Journal of Economics, Canadian Economics Association, vol. 5(2), pages 298-301, May.
    43. Vannoorenberghe, G., 2012. "Firm-level volatility and exports," Journal of International Economics, Elsevier, vol. 86(1), pages 57-67.
    44. Costas Arkolakis & Svetlana Demidova & Peter J. Klenow & Andres Rodriguez-Clare, 2008. "Endogenous Variety and the Gains from Trade," American Economic Review, American Economic Association, vol. 98(2), pages 444-450, May.
    45. Elhanan Helpman & Assaf Razin, 1978. "Uncertainty and International Trade in the Presence of Stock Markets," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 45(2), pages 239-250.
    46. Joaquin Blaum & Claire Lelarge & Michael Peters, 2018. "The Gains from Input Trade with Heterogeneous Importers," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(4), pages 77-127, October.
    47. Colin J. Hottman & Stephen J. Redding & David E. Weinstein, 2016. "Quantifying the Sources of Firm Heterogeneity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(3), pages 1291-1364.
    48. Richard H. Thaler & Shlomo Benartzi, 2001. "Naive Diversification Strategies in Defined Contribution Saving Plans," American Economic Review, American Economic Association, vol. 91(1), pages 79-98, March.
    49. Mathias Hoffmann, 2014. "The Consumption–Income Ratio, Entrepreneurial Risk, and the U.S. Stock Market," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(6), pages 1259-1292, September.
    50. Bricongne, Jean-Charles & Fontagné, Lionel & Gaulier, Guillaume & Taglioni, Daria & Vicard, Vincent, 2012. "Firms and the global crisis: French exports in the turmoil," Journal of International Economics, Elsevier, vol. 87(1), pages 134-146.
    51. Harry Markowitz, 1952. "Portfolio Selection," Journal of Finance, American Finance Association, vol. 7(1), pages 77-91, March.
    52. 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.
    53. Luo, Yulei & Gong, Liutang & Zou, Heng-fu, 2010. "A Note On Entrepreneurial Risk, Capital Market Imperfections, And Heterogeneity," Macroeconomic Dynamics, Cambridge University Press, vol. 14(2), pages 269-284, April.
    54. repec:hal:spmain:info:hdl:2441/6apm7lruv088iagm4rv2c33jtg is not listed on IDEAS
    55. Costas Arkolakis & Arnaud Costinot & Andres Rodriguez-Clare, 2012. "New Trade Models, Same Old Gains?," American Economic Review, American Economic Association, vol. 102(1), pages 94-130, February.
    56. Tobias J. Moskowitz & Annette Vissing-Jørgensen, 2002. "The Returns to Entrepreneurial Investment: A Private Equity Premium Puzzle?," American Economic Review, American Economic Association, vol. 92(4), pages 745-778, September.
    57. William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, September.
    58. Julian di Giovanni & Andrei A. Levchenko, 2012. "Country Size, International Trade, and Aggregate Fluctuations in Granular Economies," Journal of Political Economy, University of Chicago Press, vol. 120(6), pages 1083-1132.
    59. Thomas Chaney, 2008. "Distorted Gravity: The Intensive and Extensive Margins of International Trade," Post-Print hal-03579844, HAL.
    60. David M. G. Newbery & Joseph E. Stiglitz, 1984. "Pareto Inferior Trade," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(1), pages 1-12.
    61. Munch, Jakob R. & Nguyen, Daniel X., 2014. "Decomposing firm-level sales variation," Journal of Economic Behavior & Organization, Elsevier, vol. 106(C), pages 317-334.
    62. Ana Rute Cardoso & Pedro Portugal, 2005. "Contractual Wages and the Wage Cushion under Different Bargaining Settings," Journal of Labor Economics, University of Chicago Press, vol. 23(4), pages 875-902, October.
    63. Mr. Malcolm D. Knight, 1998. "Developing Countries and the Globalization of Financial Markets," IMF Working Papers 1998/105, International Monetary Fund.
    64. Arnaud Costinot & Dave Donaldson & Ivana Komunjer, 2012. "What Goods Do Countries Trade? A Quantitative Exploration of Ricardo's Ideas," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(2), pages 581-608.
    65. Julie Agnew & Pierluigi Balduzzi & Annika Sundén, 2003. "Portfolio Choice and Trading in a Large 401(k) Plan," American Economic Review, American Economic Association, vol. 93(1), pages 193-215, March.
    66. Nguyen, Daniel X., 2012. "Demand uncertainty: Exporting delays and exporting failures," Journal of International Economics, Elsevier, vol. 86(2), pages 336-344.
    67. Rulon Pope & Jean-Paul Chavas & Richard E. Just, 1983. "Economic Welfare Evaluations for Producers under Uncertainty," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 65(1), pages 98-107.
    68. Francis Kramarz & Isabelle Mejean & Julien Martin, 2014. "Diversification in the Small and in the Large: Evidence from Trade Networks," 2014 Meeting Papers 663, Society for Economic Dynamics.
    69. Jonathan Eaton & Samuel Kortum, 2002. "Technology, Geography, and Trade," Econometrica, Econometric Society, vol. 70(5), pages 1741-1779, September.
    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. De Sousa, José & Disdier, Anne-Célia & Gaigné, Carl, 2020. "Export decision under risk," European Economic Review, Elsevier, vol. 121(C).
    2. Heiland, Inga, 2016. "Global Risk Sharing Through Trade in Goods and Assets: Theory and Evidence," VfS Annual Conference 2016 (Augsburg): Demographic Change 145821, Verein für Socialpolitik / German Economic Association.
    3. Ashraf, Badar Nadeem & Qian, Ningyu & Shen, Yinjie (Victor), 2021. "The impact of trade and financial openness on bank loan pricing: Evidence from emerging economies," Emerging Markets Review, Elsevier, vol. 47(C).
    4. Héricourt, Jérôme & Nedoncelle, Clément, 2018. "Multi-destination firms and the impact of exchange-rate risk on trade," Journal of Comparative Economics, Elsevier, vol. 46(4), pages 1178-1193.
    5. Urška Čede & Bogdan Chiriacescu & Péter Harasztosi & Tibor Lalinsky & Jaanika Meriküll, 2018. "Export characteristics and output volatility: comparative firm-level evidence for CEE countries," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 154(2), pages 347-376, May.
    6. Héricourt, Jérôme & Nedoncelle, Clément, 2018. "Multi-destination firms and the impact of exchange-rate risk on trade," Journal of Comparative Economics, Elsevier, vol. 46(4), pages 1178-1193.
    7. Antoine Gervais, 2021. "Global sourcing under uncertainty," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 54(3), pages 1103-1135, November.

    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. Esposito, Federico, 2022. "Demand risk and diversification through international trade," Journal of International Economics, Elsevier, vol. 135(C).
    2. Esposito, Federico, 2019. "Demand Risk and Diversification through Trade," MPRA Paper 99875, University Library of Munich, Germany.
    3. Federico Esposito, 2017. "Entrepreneurial Risk and Diversification through Trade," Working Papers w201714, Banco de Portugal, Economics and Research Department.
    4. De Sousa, José & Disdier, Anne-Célia & Gaigné, Carl, 2020. "Export decision under risk," European Economic Review, Elsevier, vol. 121(C).
    5. Head, Keith & Mayer, Thierry, 2014. "Gravity Equations: Workhorse,Toolkit, and Cookbook," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 131-195, Elsevier.
    6. Costinot, Arnaud & Rodríguez-Clare, Andrés, 2014. "Trade Theory with Numbers: Quantifying the Consequences of Globalization," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 197-261, Elsevier.
    7. repec:hal:wpspec:info:hdl:2441/dambferfb7dfprc9m01g1j1k2 is not listed on IDEAS
    8. Ziran Ding, 2022. "Firm heterogeneity, variable markups, and multinational production: A review from trade policy perspective," Journal of Economic Surveys, Wiley Blackwell, vol. 36(5), pages 1311-1357, December.
    9. Melitz, Marc J. & Redding, Stephen J., 2014. "Heterogeneous Firms and Trade," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 1-54, Elsevier.
    10. repec:hal:spmain:info:hdl:2441/dambferfb7dfprc9m01g1j1k2 is not listed on IDEAS
    11. Andrew B. Bernard & J. Bradford Jensen & Stephen J. Redding & Peter K. Schott, 2018. "Global Firms," Journal of Economic Literature, American Economic Association, vol. 56(2), pages 565-619, June.
    12. Bolatto, Stefano & Moramarco, Graziano, 2023. "Gains from trade and their quantification: Does sectoral disaggregation matter?," International Economics, Elsevier, vol. 174(C), pages 44-68.
    13. Crinò, Rosario & Bonfiglioli, Alessandra & Gancia, Gino, 2021. "International Trade with Heterogeneous Firms: Theory and Evidence," CEPR Discussion Papers 16249, C.E.P.R. Discussion Papers.
    14. Hillberry, Russell & Hummels, David, 2013. "Trade Elasticity Parameters for a Computable General Equilibrium Model," Handbook of Computable General Equilibrium Modeling, in: Peter B. Dixon & Dale Jorgenson (ed.), Handbook of Computable General Equilibrium Modeling, edition 1, volume 1, chapter 0, pages 1213-1269, Elsevier.
    15. Macedoni, Luca & Weinberger, Ariel, 2022. "Quality heterogeneity and misallocation: The welfare benefits of raising your standards," Journal of International Economics, Elsevier, vol. 134(C).
    16. Vannoorenberghe, Gonzague & Wang, Zheng & Yu, Zhihong, 2016. "Volatility and diversification of exports: Firm-level theory and evidence," European Economic Review, Elsevier, vol. 89(C), pages 216-247.
    17. Felbermayr, Gabriel & Jung, Benjamin & Larch, Mario, 2015. "The welfare consequences of import tariffs: A quantitative perspective," Journal of International Economics, Elsevier, vol. 97(2), pages 295-309.
    18. Jung, Jae Wook & Simonovska, Ina & Weinberger, Ariel, 2019. "Exporter heterogeneity and price discrimination: A quantitative view," Journal of International Economics, Elsevier, vol. 116(C), pages 103-124.
    19. di Giovanni, Julian & Levchenko, Andrei A., 2013. "Firm entry, trade, and welfare in Zipf's world," Journal of International Economics, Elsevier, vol. 89(2), pages 283-296.
    20. Emmanuel Dhyne & Ayumu Ken Kikkawa & Magne Mogstad & Felix Tintelnot, 2021. "Trade and Domestic Production Networks," Review of Economic Studies, Oxford University Press, vol. 88(2), pages 643-668.
    21. Treb Allen & Costas Arkolakis & Yuta Takahashi, 2020. "Universal Gravity," Journal of Political Economy, University of Chicago Press, vol. 128(2), pages 393-433.
    22. Stefano Bolatto & Massimo Sbracia, 2016. "Deconstructing the Gains from Trade: Selection of Industries vs Reallocation of Workers," Review of International Economics, Wiley Blackwell, vol. 24(2), pages 344-363, May.

    More about this item

    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:red:sed016:302. 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: Christian Zimmermann (email available below). General contact details of provider: https://edirc.repec.org/data/sedddea.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.