IDEAS home Printed from https://ideas.repec.org/p/hal/cesptp/hal-02111159.html
   My bibliography  Save this paper

Demand Learning and Firm Dynamics: Evidence from Exporters

Author

Listed:
  • Nicolas Berman

    (AMSE - Aix-Marseille Sciences Economiques - EHESS - École des hautes études en sciences sociales - AMU - Aix Marseille Université - ECM - École Centrale de Marseille - CNRS - Centre National de la Recherche Scientifique)

  • Vincent Rebeyrol

    () (CES - Centre d'économie de la Sorbonne - UP1 - Université Paris 1 Panthéon-Sorbonne - CNRS - Centre National de la Recherche Scientifique)

  • Vincent Vicard

    () (Centre de recherche de la Banque de France - Banque de France)

Abstract

This paper provides direct evidence that learning about demand is an important driver of firms' dynamics. We present a model of Bayesian learning in which firms are uncertain about idiosyncratic demand in each market and update their beliefs as noisy information arrives. Firms update their beliefs to a given demand shock more, the younger they are. We test and empirically confirm this prediction, using the structure of the model, together with exporter-level data, to identify demand shocks and the firms' beliefs about future demand. Consistent with theory, we also find the learning process to be weakened in more uncertain environments.

Suggested Citation

  • Nicolas Berman & Vincent Rebeyrol & Vincent Vicard, 2019. "Demand Learning and Firm Dynamics: Evidence from Exporters," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-02111159, HAL.
  • Handle: RePEc:hal:cesptp:hal-02111159
    DOI: 10.1162/rest_a_00731
    Note: View the original document on HAL open archive server: https://hal-amu.archives-ouvertes.fr/hal-02111159
    as

    Download full text from publisher

    File URL: https://hal-amu.archives-ouvertes.fr/hal-02111159/document
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Lawless, Martina, 2009. "Firm export dynamics and the geography of trade," Journal of International Economics, Elsevier, vol. 77(2), pages 245-254, April.
    2. Jean Imbs & Isabelle Mejean, 2015. "Elasticity Optimism," American Economic Journal: Macroeconomics, American Economic Association, vol. 7(3), pages 43-83, July.
    3. Yaniv Yedid-Levi & Stefanie Haller & Doireann Fitzgerald, 2016. "How Exporters Grow," 2016 Meeting Papers 499, Society for Economic Dynamics.
    4. 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.
    5. Berthou, A. & Vicard, V., 2013. "Firms' Export Dynamics: Experience vs. Size," Working papers 445, Banque de France.
    6. 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.
    7. Olsen, Randall J, 1980. "A Least Squares Correction for Selectivity Bias," Econometrica, Econometric Society, vol. 48(7), pages 1815-1820, November.
    8. Evans, David S, 1987. "Tests of Alternative Theories of Firm Growth," Journal of Political Economy, University of Chicago Press, vol. 95(4), pages 657-674, August.
    9. Costas Arkolakis, 2016. "A Unified Theory of Firm Selection and Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 131(1), pages 89-155.
    10. Martina Lawless, 2014. "Age or size? Contributions to job creation," Small Business Economics, Springer, vol. 42(4), pages 815-830, April.
    11. Defever, Fabrice & Heid, Benedikt & Larch, Mario, 2015. "Spatial exporters," Journal of International Economics, Elsevier, vol. 95(1), pages 145-156.
    12. Criscuolo, Chiara & Gal, Peter N. & Menon, Carlo, 2014. "The dynamics of employment growth: new evidence from 18 countries," LSE Research Online Documents on Economics 60286, London School of Economics and Political Science, LSE Library.
    13. Lucia Foster & John Haltiwanger & Chad Syverson, 2008. "Reallocation, Firm Turnover, and Efficiency: Selection on Productivity or Profitability?," American Economic Review, American Economic Association, vol. 98(1), pages 394-425, March.
    14. 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.
    15. Costas Arkolakis & Theodore Papageorgiou & Olga Timoshenko, 2018. "Firm Learning and Growth," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 27, pages 146-168, January.
    16. Albornoz, Facundo & Calvo Pardo, Héctor F. & Corcos, Gregory & Ornelas, Emanuel, 2012. "Sequential exporting," Journal of International Economics, Elsevier, vol. 88(1), pages 17-31.
    17. Luís M B Cabral & José Mata, 2003. "On the Evolution of the Firm Size Distribution: Facts and Theory," American Economic Review, American Economic Association, vol. 93(4), pages 1075-1090, September.
    18. Gian Luca Clementi & Hugo A. Hopenhayn, 2006. "A Theory of Financing Constraints and Firm Dynamics," The Quarterly Journal of Economics, Oxford University Press, vol. 121(1), pages 229-265.
    19. Martina Lawless & Karl Whelan, 2014. "Where Do Firms Export, How Much and Why?," The World Economy, Wiley Blackwell, vol. 37(8), pages 1027-1050, August.
    20. Guimaraes, Paulo & Portugal, Pedro, 2009. "A Simple Feasible Alternative Procedure to Estimate Models with High-Dimensional Fixed Effects," IZA Discussion Papers 3935, Institute of Labor Economics (IZA).
    21. 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.
    22. Jovanovic, Boyan, 1982. "Selection and the Evolution of Industry," Econometrica, Econometric Society, vol. 50(3), pages 649-670, May.
    23. 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.
    24. Erzo G. J. Luttmer, 2011. "On the Mechanics of Firm Growth," Review of Economic Studies, Oxford University Press, vol. 78(3), pages 1042-1068.
    25. Esteban Rossi-Hansberg & Mark L. J. Wright, 2007. "Establishment Size Dynamics in the Aggregate Economy," American Economic Review, American Economic Association, vol. 97(5), pages 1639-1666, December.
    26. Bernard, Andrew B. & Massari, Renzo & Reyes, Jose-Daniel & Taglioni, Daria, 2013. "Exporter dynamics, firm size and growth, and partial year effects," Policy Research Working Paper Series 6711, The World Bank.
    27. Richard E. Caves, 1998. "Industrial Organization and New Findings on the Turnover and Mobility of Firms," Journal of Economic Literature, American Economic Association, vol. 36(4), pages 1947-1982, December.
    28. Pakes, Ariel & Ericson, Richard, 1998. "Empirical Implications of Alternative Models of Firm Dynamics," Journal of Economic Theory, Elsevier, vol. 79(1), pages 1-45, March.
    29. Marcela Eslava & James Tybout & David Jinkins & C. Krizan & Jonathan Eaton, 2015. "A Search and Learning Model of Export Dynamics," 2015 Meeting Papers 1535, Society for Economic Dynamics.
    30. Ines Buono & Harald Fadinger & Stefan Berger, 2008. "The Micro Dynamic of Exporting-Evidence from French Firms," Vienna Economics Papers 0901, University of Vienna, Department of Economics.
    31. Chamberlain, Gary, 1986. "Asymptotic efficiency in semi-parametric models with censoring," Journal of Econometrics, Elsevier, vol. 32(2), pages 189-218, July.
    32. Ana Fernandes & Heiwai Tang, 2012. "Learning from Neighbors' Export Activities: Evidence from Exporters' Survival," Development Working Papers 337, Centro Studi Luca d'Agliano, University of Milano, revised 16 Jul 2012.
    33. Erzo G. J. Luttmer, 2007. "Selection, Growth, and the Size Distribution of Firms," The Quarterly Journal of Economics, Oxford University Press, vol. 122(3), pages 1103-1144.
    34. Eduardo Morales & Gloria Sheu & Andrés Zahler, 2019. "Extended Gravity," Review of Economic Studies, Oxford University Press, vol. 86(6), pages 2668-2712.
    35. Timoshenko, Olga A., 2015. "Product switching in a model of learning," Journal of International Economics, Elsevier, vol. 95(2), pages 233-249.
    36. John Haltiwanger & Ron S. Jarmin & Javier Miranda, 2013. "Who Creates Jobs? Small versus Large versus Young," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 347-361, May.
    37. Munch, Jakob R. & Nguyen, Daniel X., 2014. "Decomposing firm-level sales variation," Journal of Economic Behavior & Organization, Elsevier, vol. 106(C), pages 317-334.
    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. Matthieu Crozet & Julian Hinz, 2016. "Collateral Damage: The impact of the Russia sanctions on sanctioning countries’ exports," Working Papers 2016-16, CEPII research center.
    2. Arne J. Nagengast & Robert Stehrer, 2016. "The Great Collapse in Value Added Trade," Review of International Economics, Wiley Blackwell, vol. 24(2), pages 392-421, May.
    3. Gábor Békés & Lionel Fontagné & Balázs Muraközy & Vincent Vicard, 2017. "Shipment frequency of exporters and demand uncertainty," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 153(4), pages 779-807, November.
    4. Matthieu Crozet & Julian Hinz, 0. "Friendly fire: the trade impact of the Russia sanctions and counter-sanctions," Economic Policy, CEPR;CES;MSH, vol. 35(101), pages 97-146.
    5. Andrea Ariu & Elena Biewen & Sven Blank & Guillaume Gaulier & María Jesus González & Philipp Meinen & Daniel Mirza & Cesar Martín & Patry Tello, 2019. "Firm heterogeneity and aggregate business services exports: Micro evidence from Belgium, France, Germany and Spain," The World Economy, Wiley Blackwell, vol. 42(2), pages 564-589, February.
    6. Antoine Berthou & Hélène Ehrhart, 2017. "Trade networks and colonial trade spillovers," Review of International Economics, Wiley Blackwell, vol. 25(4), pages 891-923, September.
    7. Yaniv Yedid-Levi & Stefanie Haller & Doireann Fitzgerald, 2016. "How Exporters Grow," 2016 Meeting Papers 499, Society for Economic Dynamics.
    8. CHEN Cheng & SUN Chang & ZHANG Hongyong, 2019. "Learning and Information Transmission within Multinational Corporations," Discussion papers 19053, Research Institute of Economy, Trade and Industry (RIETI).
    9. E. Dhyne & C. Duprez & C. Fuss, 2015. "Main CompNet research results," Economic Review, National Bank of Belgium, issue iii, pages 103-116, December.
    10. Federico Esposito, 2017. "Entrepreneurial Risk and Diversification through Trade," Working Papers w201714, Banco de Portugal, Economics and Research Department.
    11. Esposito, Federico, 2019. "Demand Risk and Diversification through Trade," MPRA Paper 99875, University Library of Munich, Germany.
    12. 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.
    13. Kasahara, Hiroyuki & Tang, Heiwai, 2019. "Excessive entry and exit in export markets," Journal of the Japanese and International Economies, Elsevier, vol. 53(C), pages 1-1.
    14. Benjamin L. Collier & Andrew F. Haughwout & Howard C. Kunreuther & Erwann O. Michel‐Kerjan, 2020. "Firms’ Management of Infrequent Shocks," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 52(6), pages 1329-1359, September.
    15. Olga A. Timoshenko & Erick Sager, 2017. "Uncertainty and Trade Elasticities," Working Papers 2017-8, The George Washington University, Institute for International Economic Policy.
    16. W. Steingress, 2015. "Entry barriers to international trade: product versus firm fixed costs," Working papers 544, Banque de France.
    17. 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.
    18. Hinz, Julian & Stammann, Amrei & Wanner, Joschka, 2019. "Persistent zeros: The extensive margin of trade," Kiel Working Papers 2139, Kiel Institute for the World Economy (IfW).
    19. Pau Roldán & Sonia Gilbukh, 2018. "Firm dynamics and pricing under customer capital accumulation," Working Papers 1838, Banco de España;Working Papers Homepage.
    20. Walter Steingress, 2019. "Market size and entry in international trade: Product versus firm fixed costs," Review of International Economics, Wiley Blackwell, vol. 27(5), pages 1351-1370, November.
    21. Andrea Ariu & Florian Mayneris & Mathieu Parenti, 2016. "Providing Services to Boost Goods Exports: Theory and Evidence," Working Papers ECARES ECARES 2016-43, ULB -- Universite Libre de Bruxelles.
    22. Li, Shengyu, 2018. "A structural model of productivity, uncertain demand, and export dynamics," Journal of International Economics, Elsevier, vol. 115(C), pages 1-15.
    23. Esposito, Federico, 2020. "Demand Risk and Diversification through International Trade," MPRA Paper 100865, University Library of Munich, Germany.
    24. Julian Hinz & Amrei Stammann & Joschka Wanner, 2020. "State Dependence and Unobserved Heterogeneity in the Extensive Margin of Trade," Papers 2004.12655, arXiv.org.
    25. Crozet, Matthieu & Hinz, Julian & Stammann, Amrei Luise & Wanner, Joschka, 2020. "Worth the pain? Firms' exporting behavior to countries under sanctions," Kiel Working Papers 2160, Kiel Institute for the World Economy (IfW).

    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. Paulo Bastos & Daniel A. Dias & Olga A. Timoshenko, 2018. "Learning, prices and firm dynamics," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 51(4), pages 1257-1311, November.
    2. Gumpert, Anna & Li, Haishi & Moxnes, Andreas & Ramondo, Natalia & Tintelnot, Felix, 2020. "The life-cycle dynamics of exporters and multinational firms," Journal of International Economics, Elsevier, vol. 126(C).
    3. Costas Arkolakis, 2016. "A Unified Theory of Firm Selection and Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 131(1), pages 89-155.
    4. Li, Shengyu, 2018. "A structural model of productivity, uncertain demand, and export dynamics," Journal of International Economics, Elsevier, vol. 115(C), pages 1-15.
    5. Pau Roldan & Sophia Gilbukh, 2017. "Firm Dynamics and Pricing under Customer Capital Accumulation," 2017 Meeting Papers 1235, Society for Economic Dynamics.
    6. Timoshenko, Olga A., 2015. "Product switching in a model of learning," Journal of International Economics, Elsevier, vol. 95(2), pages 233-249.
    7. Albornoz, Facundo & Calvo Pardo, Héctor F. & Corcos, Gregory & Ornelas, Emanuel, 2012. "Sequential exporting," Journal of International Economics, Elsevier, vol. 88(1), pages 17-31.
    8. João Amador & Luca Opromolla, 2013. "Product and destination mix in export markets," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 149(1), pages 23-53, March.
    9. Erzo G.J. Luttmer, 2010. "Models of Growth and Firm Heterogeneity," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 547-576, September.
    10. Brendan Epstein & Alan Finkelstein Shapiro & Andres Gonzalez Gomez, 2017. "Financial Disruptions and the Cyclical Upgrading of Labor," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 26, pages 204-224, October.
    11. Antoine Berthou & Vincent Vicard, 2015. "Firms' Export Dynamics: Experience Versus Size," The World Economy, Wiley Blackwell, vol. 38(7), pages 1130-1158, July.
    12. Costas Arkolakis & Theodore Papageorgiou & Olga Timoshenko, 2018. "Firm Learning and Growth," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 27, pages 146-168, January.
    13. Bee, Marco & Riccaboni, Massimo & Schiavo, Stefano, 2017. "Where Gibrat meets Zipf: Scale and scope of French firms," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 481(C), pages 265-275.
    14. Alex Coad, 2018. "Firm age: a survey," Journal of Evolutionary Economics, Springer, vol. 28(1), pages 13-43, January.
    15. Thomas Chaney, 2014. "The Network Structure of International Trade," American Economic Review, American Economic Association, vol. 104(11), pages 3600-3634, November.
    16. Berthou, Antoine & Vicard, Vincent, 2013. "Firms' export dynamics: experience vs. size," Working Paper Series 1616, European Central Bank.
    17. Petr Sedlacek & Benjamin Pugsley & Vincent Sterk, 2017. "The Nature of Firm Growth," 2017 Meeting Papers 196, Society for Economic Dynamics.
    18. Nguyen, Daniel X., 2012. "Demand uncertainty: Exporting delays and exporting failures," Journal of International Economics, Elsevier, vol. 86(2), pages 336-344.
    19. Jakub Growiec & Fabio Pammolli & Massimo Riccaboni, 2020. "Innovation and Corporate Dynamics: A Theoretical Framework," Central European Journal of Economic Modelling and Econometrics, Central European Journal of Economic Modelling and Econometrics, vol. 12(1), pages 1-45, March.
    20. Şeker, Murat, 2012. "A structural model of firm and industry evolution: Evidence from Chile," Journal of Economic Dynamics and Control, Elsevier, vol. 36(6), pages 891-913.

    More about this item

    Keywords

    exports; demand; firm growth; belief updating; uncertainty;
    All these keywords.

    JEL classification:

    • F12 - International Economics - - Trade - - - Models of Trade with Imperfect Competition and Scale Economies; Fragmentation
    • F14 - International Economics - - Trade - - - Empirical Studies of Trade
    • L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms
    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance

    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:hal:cesptp:hal-02111159. See general information about how to correct material in RePEc.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (CCSD). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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 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.

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service hosted by the Research Division of the Federal Reserve Bank of St. Louis . RePEc uses bibliographic data supplied by the respective publishers.