A Balls-and-Bins Model of Trade
Abstract
A number of stylized facts have been documented about the extensive margin of trade - which firms export, and how many products they send to how many destinations. We argue that the sparse nature of trade data is crucial to understanding these stylized facts. Typically the number of observations - that is, total shipments - is low relative to the number of possible classifications - e.g., countries and product codes. We propose a statistical model to account for the sparsity of trade data. We formalize the assignment of shipments to categories as balls falling into bins. The balls-and-bins model quantitatively reproduces the prevalence of zero product-level trade flows across export destinations. The model also accounts for firm-level facts: as in the data, most firms export a single product to a single country but these firms represent a tiny fraction of total exports. In contrast, the balls-and-bins model cannot reproduce the small fraction of exporters among U.S. firms. We discuss the implications for identifying the relevant model of the extensive margin in trade.Download Info
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Paper provided by C.E.P.R. Discussion Papers in its series CEPR Discussion Papers with number 7783.Length:
Date of creation: Apr 2010
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Handle: RePEc:cpr:ceprdp:7783
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Keywords: extensive margin; international trade; sparse trade;Other versions of this item:
- Roc Armenter & Miklós Koren, 2008. "A Balls-and-Bins Model of Trade," CeFiG Working Papers 3, Center for Firms in the Global Economy, revised 01 May 2008.
- Miklos Koren & Roc Armenter, 2008. "A Balls-and-Bins Model of Trade," 2008 Meeting Papers 365, Society for Economic Dynamics.
- F10 - International Economics - - Trade - - - General
References
References listed on IDEASPlease report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Bernard, Andrew B. & Bradford Jensen, J., 1999.
"Exceptional exporter performance: cause, effect, or both?,"
Journal of International Economics,
Elsevier, vol. 47(1), pages 1-25, February.
- Andrew B. Bernard & J. Bradford Jensen, 1997. "Exceptional Exporter Performance: Cause, Effect, or Both?," NBER Working Papers 6272, National Bureau of Economic Research, Inc.
- Bernard, A., 1997. "Exceptional Exporter Performance: Cause, Effect, or Both?," Working papers 97-21, Massachusetts Institute of Technology (MIT), Department of Economics.
- László Halpern & Miklós Koren & Adam Szeidl, 2011. "Imported Inputs and Productivity," CeFiG Working Papers 8, Center for Firms in the Global Economy, revised 16 Sep 2011.
- Jonathan Eaton, Marcela Eslava, Maurice Kugler,James Tybout, 1970.
"Export Dynamics in Colombia: Firm-Level Evidence,"
Working Papers
eg0036, Wilfrid Laurier University, Department of Economics, revised 1970.
- Jonathan Eaton, Marcela Eslava, Maurice Kugler, and James Tybout, 2007. "Export Dynamics in Colombia: Firm-Level Evidence," Working Papers eg0038, Wilfrid Laurier University, Department of Economics, revised 2007.
- Eaton, Jonathan & Eslava, Marcela & Kugler, Maurice & Tybout, James, 2007. "Export Dynamics in Colombia: Firm-Level Evidence," Working Paper Series rwp07-050, Harvard University, John F. Kennedy School of Government.
- Jonathan Eaton & Marcela Eslava & Maurice Kugler & James Tybout, 2007. "Export Dynamics in Colombia: Firm-Level Evidence," NBER Working Papers 13531, National Bureau of Economic Research, Inc.
- Jonathan Eaton & Marcela Eslava & Maurice Kugler & James Tybout, 2007. "Export Dynamics in Colombia:Firm-Level Evidence," BORRADORES DE ECONOMIA 003957, BANCO DE LA REPÚBLICA.
- Halpern, László & Koren, Miklós & Szeidl, Adam, 2005.
"Imports and Productivity,"
CEPR Discussion Papers
5139, C.E.P.R. Discussion Papers.
- Laszlo Halpern & Miklos Koren & Adam Szeidl, 2005. "Import and Productivity," IEHAS Discussion Papers 0509, Institute of Economics, Hungarian Academy of Sciences.
- Laszlo Halpern & Miklos Koren & Adam Szeidl, 2006. "Imports and Productivity," 2006 Meeting Papers 796, Society for Economic Dynamics.
- James E. Anderson & Eric van Wincoop, 2003.
"Gravity with Gravitas: A Solution to the Border Puzzle,"
American Economic Review,
American Economic Association, vol. 93(1), pages 170-192, March.
- James E. Anderson & Eric van Wincoop, 2001. "Gravity with Gravitas: A Solution to the Border Puzzle," NBER Working Papers 8079, National Bureau of Economic Research, Inc.
- James E. Anderson & Eric van Wincoop, 2000. "Gravity with Gravitas: A Solution to the Border Puzzle," Boston College Working Papers in Economics 485, Boston College Department of Economics.
- Ghosh, Sucharita & Yamarik, Steven, 2004. "Does trade creation measure up? A reexamination of the effects of regional trading arrangements," Economics Letters, Elsevier, vol. 82(2), pages 213-219, February.
- Jonathan Eaton & Samuel Kortum & Francis Kramarz, 2004.
"Dissecting Trade: Firms, Industries, and Export Destinations,"
NBER Working Papers
10344, National Bureau of Economic Research, Inc.
- Jonathan Eaton & Samuel Kortum & Francis Kramarz, 2004. "Dissecting Trade: Firms, Industries, and Export Destinations," American Economic Review, American Economic Association, vol. 94(2), pages 150-154, May.
- Jonathan Eaton & Samuel Kortum & Francis Kramarz, 2004. "Dissecting trade: firms, industries, and export destinations," Staff Report 332, Federal Reserve Bank of Minneapolis.
- Ellison, Glenn & Glaeser, Edward L, 1997.
"Geographic Concentration in U.S. Manufacturing Industries: A Dartboard Approach,"
Journal of Political Economy,
University of Chicago Press, vol. 105(5), pages 889-927, October.
- Ellison, G. & Glaeser, E.L., 1994. "Geographic Concentration in U.S. Manufacturing Industries: A Dartboard Approach," Working papers 94-27, Massachusetts Institute of Technology (MIT), Department of Economics.
- Glenn Ellison & Edward L. Glaeser, 1994. "Geographic Concentration in U.S. Manufacturing Industries: A Dartboard Approach," NBER Working Papers 4840, National Bureau of Economic Research, Inc.
- Baldwin, Richard & Harrigan, James, 2007.
"Zeros, Quality and Space: Trade Theory and Trade Evidence,"
CEPR Discussion Papers
6368, C.E.P.R. Discussion Papers.
- Richard Baldwin & James Harrigan, 2011. "Zeros, Quality, and Space: Trade Theory and Trade Evidence," American Economic Journal: Microeconomics, American Economic Association, vol. 3(2), pages 60-88, May.
- Richard Baldwin & James Harrigan, 2007. "Zeros, Quality and Space: Trade Theory and Trade Evidence," NBER Working Papers 13214, National Bureau of Economic Research, Inc.
- Simon J. Evenett & Wolfgang Keller, 1998.
"On Theories Explaining the Success of the Gravity Equation,"
NBER Working Papers
6529, National Bureau of Economic Research, Inc.
- Simon J. Evenett & Wolfgang Keller, 2002. "On Theories Explaining the Success of the Gravity Equation," Journal of Political Economy, University of Chicago Press, vol. 110(2), pages 281-316, April.
- Simon J. Evenett & Wolfgang Keller, 1996. "On Theories Explaining the Success of the Gravity Equation," International Trade 9608001, EconWPA, revised 13 Jun 1997.
- Ghosh, Sucharita & Yamarik, Steven, 2004. "Are regional trading arrangements trade creating?: An application of extreme bounds analysis," Journal of International Economics, Elsevier, vol. 63(2), pages 369-395, July.
- Elhanan Helpman & Marc Melitz & Yona Rubinstein, 2008.
"Estimating Trade Flows: Trading Partners and Trading Volumes,"
The Quarterly Journal of Economics,
MIT Press, vol. 123(2), pages 441-487, 05.
- Elhanan Helpman & Marc Melitz & Yona Rubinstein, 2007. "Estimating Trade Flows: Trading Partners and Trading Volumes," NBER Working Papers 12927, National Bureau of Economic Research, Inc.
- Rubinstein, Yona & Helpman, Elhanan & Melitz, Marc, 2008. "Estimating Trade Flows: Trading Partners and Trading Volumes," Scholarly Articles 3228230, Harvard University Department of Economics.
- Jon Haveman & David Hummels, 2004. "Alternative hypotheses and the volume of trade: the gravity equation and the extent of specialization," Canadian Journal of Economics, Canadian Economics Association, vol. 37(1), pages 199-218, February.
- Carolyn L. Evans & James Harrigan, 2005. "Distance, Time, and Specialization: Lean Retailing in General Equilibrium," American Economic Review, American Economic Association, vol. 95(1), pages 292-313, March.
- Simeon Djankov & Caroline Freund & Cong S. Pham, 2010.
"Trading on Time,"
The Review of Economics and Statistics,
MIT Press, vol. 92(1), pages 166-173, February.
- Djankov, Simeon & Freund, Caroline & Pham, Cong S., 2006. "Trading on time," Policy Research Working Paper Series 3909, The World Bank.
- Jože P. Damijan & Sašo Polanec & Janez Prašnikar, 2007. "Outward FDI and Productivity: Micro-evidence from Slovenia," The World Economy, Wiley Blackwell, vol. 30(1), pages 135-155, 01.
- Hummels, David & Lugovskyy, Volodymyr & Skiba, Alexandre, 2009.
"The trade reducing effects of market power in international shipping,"
Journal of Development Economics,
Elsevier, vol. 89(1), pages 84-97, May.
- David Hummels & Volodymyr Lugovskyy & Alexandre Skiba, 2007. "The Trade Reducing Effects of Market Power in International Shipping," NBER Working Papers 12914, National Bureau of Economic Research, Inc.
- 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.
- Costas Arkolakis, 2008. "Market Penetration Costs and the New Consumers Margin in International Trade," NBER Working Papers 14214, National Bureau of Economic Research, Inc.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.Cited by:
- Cecília Hornok & Miklós Koren, 2011. "Lumpy Trade and the Welfare Effects of Administrative Barriers," CeFiG Working Papers 14, Center for Firms in the Global Economy, revised 22 Sep 2011.
- Thomas Chaney, 2011.
"The Network Structure of International Trade,"
NBER Working Papers
16753, National Bureau of Economic Research, Inc.
- Chaney, Thomas, 2011. "The Network Structure of International Trade," CEPR Discussion Papers 8240, C.E.P.R. Discussion Papers.
- Roc Armenter & Miklós Koren, 2009.
"Economies of Scale and the Size of Exporters,"
CeFiG Working Papers
7, Center for Firms in the Global Economy, revised 12 Mar 2009.
- Roc Armenter & Miklos Koren, 2009. "Economies of scale and the size of exporters," Working Papers 09-15, Federal Reserve Bank of Philadelphia.
- Miklos Koren & Roc Armenter, 2009. "Economies of Scale and the Size of Exporters," 2009 Meeting Papers 1269, Society for Economic Dynamics.
- Gábor Békés & Balázs Muraközy, 2011.
"Temporary trade and heterogeneous firms,"
CeFiG Working Papers
6, Center for Firms in the Global Economy, revised 13 Feb 2011.
- Békés, Gábor & Muraközy, Balázs, 2012. "Temporary trade and heterogeneous firms," Journal of International Economics, Elsevier, vol. 87(2), pages 232-246.
- Giorgio Fagiolo & Tiziano Squartini & Diego Garlaschelli, 2011.
"Null Models of Economic Networks: The Case of the World Trade Web,"
Papers
1112.2895, arXiv.org, revised Sep 2012.
- Giorgio Fagiolo & Tiziano Squartini & Diego Garlaschelli, 2011. "Null Models of Economic Networks: The Case of the World Trade Web," LEM Papers Series 2011/26, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
- Fabrice Defever & Benedikt Heid & Mario Larch, 2011.
"Spatial Exporters,"
CEP Discussion Papers
dp1100, Centre for Economic Performance, LSE.
- Fabrice Defever & Benedikt Heid & Mario Larch, 2011. "Spatial Exporters," CESifo Working Paper Series 3672, CESifo Group Munich.
- Massimo Riccaboni & Stefano Schiavo, 2010.
"The Structure and Growth of International Trade,"
DEGIT Conference Papers
c015_032, DEGIT, Dynamics, Economic Growth, and International Trade.
- Massimo Riccaboni & Stefano Schiavo, 2009. "The Structure and Growth of International Trade," Documents de Travail de l'OFCE 2009-24, Observatoire Francais des Conjonctures Economiques (OFCE).
- Massimo Riccaboni & Stefano Schiavo, 2010. "The Structure and Growth of International Trade," Department of Economics Working Papers 1005, Department of Economics, University of Trento, Italia.
- J.M.C. Santos Silva & Silvana Tenreyro & Kehai Wei, 2012. "Estimating the Extensive Margin of Trade," Economics Discussion Papers 721, University of Essex, Department of Economics.
- Balazs Murakozy & Gabor Bekes, 2009. "Temporary Trade," IEHAS Discussion Papers 0909, Institute of Economics, Hungarian Academy of Sciences.
- Bernard, Andrew & Redding, Stephen J & Schott, Peter, 2006.
"Multi-Product Firms and Product Switching,"
CEPR Discussion Papers
5708, C.E.P.R. Discussion Papers.
- Andrew Bernard & Stephen Redding & Peter Schott, 2008. "Multi-Product Firms and Product Switching," Working Papers 08-24, Center for Economic Studies, U.S. Census Bureau.
- Andrew B. Bernard & Stephen Redding & Peter K. Schott, 2006. "Multi-Product Firms and Product Switching," CEP Discussion Papers dp0736, Centre for Economic Performance, LSE.
- Andrew B. Bernard & Stephen J. Redding & Peter K. Schott, 2006. "Multi-Product Firms and Product Switching," NBER Working Papers 12293, National Bureau of Economic Research, Inc.
- Brent Neiman & Gita Gopinath, 2011.
"Trade Adjustment and Productivity in Large Crises,"
2011 Meeting Papers
975, Society for Economic Dynamics.
- Gita Gopinath & Brent Neiman, 2011. "Trade adjustment and productivity in large crises," Working Papers 11-9, Federal Reserve Bank of Boston.
- Gita Gopinath & Brent Neiman, 2011. "Trade Adjustment and Productivity in Large Crises," NBER Working Papers 16958, National Bureau of Economic Research, Inc.
- Cecília Hornok & Miklós Koren, 2011. "Administrative Barriers and the Lumpiness of Trade," CEU Working Papers 2012_6, Department of Economics, Central European University, revised 01 Sep 2011.
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