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Demand learning and firm dynamics: evidence from exporters
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Demand learning and firm dynamics: evidence from exporters

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Abstract

This paper provides evidence that learning about demand is an important driver of firms' dynamics. We present a simple model with Bayesian learning in which firms are uncertain about their idiosyncratic demand parameter in each of the markets they serve, and update their beliefs as noisy information arrives in each period. The model predicts that firms update more their beliefs following a new demand shock, the younger they are. To test this learning mechanism, we make use of a specific feature of exporter-level data which contains both the values and the quantities sold by a given firm for the same product in different destination markets. This allows us to derive a methodology that identifies separately the demand shocks faced by the firms and their beliefs about future demand. We find strong support for our main prediction: The updating process appears especially strong in the first years after entry. However, the bulk of accumulated knowledge is lost during short periods of exit. Second, we consider implications of this prediction for firm growth rates and survival. Consistent with the learning model, we find that: (i) the absolute value of the mean growth rate for firms' beliefs decreases with age, as does the variance within cohorts; (ii) exit probability decreases with firms' beliefs and the demand shock the firm faces. Further, demand shocks trigger more exit in younger cohorts.

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  • Nicolas Berman & Vincent Rebeyrol & Vincent Vicard, 2015. "Demand learning and firm dynamics: evidence from exporters," IHEID Working Papers 03-2015, Economics Section, The Graduate Institute of International Studies.
    • Handle: RePEc:gii:giihei:heidwp03-2015
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    1. N. Bloom, 2016. "Fluctuations in uncertainty," Voprosy Ekonomiki, NP Voprosy Ekonomiki, issue 4.
    2. Lawless, Martina, 2009. "Firm export dynamics and the geography of trade," Journal of International Economics, Elsevier, vol. 77(2), pages 245-254, April.
    3. Nicolas Berman & José de Sousa & Philippe Martin & Thierry Mayer, 2013. "Time to Ship during Financial Crises," NBER International Seminar on Macroeconomics, University of Chicago Press, vol. 9(1), pages 225-260.
    4. Jean Imbs & Isabelle Mejean, 2015. "Elasticity Optimism," American Economic Journal: Macroeconomics, American Economic Association, vol. 7(3), pages 43-83, July.
    5. Christian Broda & David E. Weinstein, 2006. "Globalization and the Gains From Variety," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(2), pages 541-585.
    6. Nathan Nunn, 2007. "Relationship-Specificity, Incomplete Contracts, and the Pattern of Trade," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(2), pages 569-600.
    7. Nicholas Bloom & Max Floetotto & Nir Jaimovich & Itay Saporta†Eksten & Stephen J. Terry, 2018. "Really Uncertain Business Cycles," Econometrica, Econometric Society, vol. 86(3), pages 1031-1065, May.
    8. Yaniv Yedid-Levi & Stefanie Haller & Doireann Fitzgerald, 2016. "How Exporters Grow," 2016 Meeting Papers 499, Society for Economic Dynamics.
    9. Berthou, A. & Vicard, V., 2013. "Firms' Export Dynamics: Experience vs. Size," Working papers 445, Banque de France.
    10. 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.
    11. Paulo Guimarães & Pedro Portugal, 2010. "A simple feasible procedure to fit models with high-dimensional fixed effects," Stata Journal, StataCorp LP, vol. 10(4), pages 628-649, December.
    12. 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.
    13. Kim J. Ruhl & Jonathan L. Willis, 2017. "New Exporter Dynamics," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 58(3), pages 703-726, August.
    14. Olsen, Randall J, 1980. "A Least Squares Correction for Selectivity Bias," Econometrica, Econometric Society, vol. 48(7), pages 1815-1820, November.
    15. 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.
    16. Costas Arkolakis, 2016. "A Unified Theory of Firm Selection and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(1), pages 89-155.
    17. Mark J Roberts & Daniel Yi Xu & Xiaoyan Fan & Shengxing Zhang, 2018. "The Role of Firm Factors in Demand, Cost, and Export Market Selection for Chinese Footwear Producers," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 85(4), pages 2429-2461.
    18. Defever, Fabrice & Heid, Benedikt & Larch, Mario, 2015. "Spatial exporters," Journal of International Economics, Elsevier, vol. 95(1), pages 145-156.
    19. Martina Lawless, 2014. "Age or size? Contributions to job creation," Small Business Economics, Springer, vol. 42(4), pages 815-830, April.
    20. 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.
    21. 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.
    22. 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.
    23. Richard Ericson & Ariel Pakes, 1995. "Markov-Perfect Industry Dynamics: A Framework for Empirical Work," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 62(1), pages 53-82.
    24. 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.
    25. Albornoz, Facundo & Calvo Pardo, Héctor F. & Corcos, Gregory & Ornelas, Emanuel, 2012. "Sequential exporting," Journal of International Economics, Elsevier, vol. 88(1), pages 17-31.
    26. 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.
    27. Gian Luca Clementi & Hugo A. Hopenhayn, 2006. "A Theory of Financing Constraints and Firm Dynamics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(1), pages 229-265.
    28. 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.
    29. 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).
    30. 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.
    31. Jovanovic, Boyan, 1982. "Selection and the Evolution of Industry," Econometrica, Econometric Society, vol. 50(3), pages 649-670, May.
    32. Thomas F. Cooley & Vincenzo Quadrini, 2001. "Financial Markets and Firm Dynamics," American Economic Review, American Economic Association, vol. 91(5), pages 1286-1310, December.
    33. Lucia Foster & John Haltiwanger & Chad Syverson, 2016. "The Slow Growth of New Plants: Learning about Demand?," Economica, London School of Economics and Political Science, vol. 83(329), pages 91-129, January.
    34. 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.
    35. Erzo G. J. Luttmer, 2011. "On the Mechanics of Firm Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 78(3), pages 1042-1068.
    36. 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.
    37. 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.
    38. Daniel Yi Xu & Mark Roberts, 2012. "A Structural Model of Dmand, Cost, and Export Market Selection for Chinese Footwear Producers," 2012 Meeting Papers 294, Society for Economic Dynamics.
    39. 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.
    40. 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.
    41. 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.
    42. Andrew B. Bernard & J. Bradford Jensen & Stephen J. Redding & Peter K. Schott, 2009. "The Margins of US Trade," American Economic Review, American Economic Association, vol. 99(2), pages 487-493, May.
    43. Doireann Fitzgerald & Stefanie Haller & Yaniv Yedid, 2024. "How Exporters Grow," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 91(4), pages 2276-2306.
    44. Ines Buono & Harald Fadinger & Stefan Berger, 2008. "The Micro Dynamic of Exporting-Evidence from French Firms," Vienna Economics Papers vie0901, University of Vienna, Department of Economics.
    45. Barnett,William A. & Powell,James & Tauchen,George E. (ed.), 1991. "Nonparametric and Semiparametric Methods in Econometrics and Statistics," Cambridge Books, Cambridge University Press, number 9780521370905, October.
    46. 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.
    47. Chamberlain, Gary, 1986. "Asymptotic efficiency in semi-parametric models with censoring," Journal of Econometrics, Elsevier, vol. 32(2), pages 189-218, July.
    48. 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.
    49. Erzo G. J. Luttmer, 2007. "Selection, Growth, and the Size Distribution of Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(3), pages 1103-1144.
    50. Eduardo Morales & Gloria Sheu & Andrés Zahler, 2019. "Extended Gravity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(6), pages 2668-2712.
    51. Timoshenko, Olga A., 2015. "Product switching in a model of learning," Journal of International Economics, Elsevier, vol. 95(2), pages 233-249.
    52. Timothy Dunne & Mark J. Roberts & Larry Samuelson, 1989. "The Growth and Failure of U. S. Manufacturing Plants," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 104(4), pages 671-698.
    53. Barnett,William A. & Powell,James & Tauchen,George E. (ed.), 1991. "Nonparametric and Semiparametric Methods in Econometrics and Statistics," Cambridge Books, Cambridge University Press, number 9780521424318, October.
    54. 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.
    55. Munch, Jakob R. & Nguyen, Daniel X., 2014. "Decomposing firm-level sales variation," Journal of Economic Behavior & Organization, Elsevier, vol. 106(C), pages 317-334.
    56. Ayyagari, Meghana & Demirguc-Kunt, Asli & Maksimovic, Vojislav, 2011. "Small vs. young firms across the world : contribution to employment, job creation, and growth," Policy Research Working Paper Series 5631, The World Bank.
    57. repec:hal:spmain:info:hdl:2441/58gkob9fur9g692gbiqnqb3mdj is not listed on IDEAS
    58. Hopenhayn, Hugo A, 1992. "Entry, Exit, and Firm Dynamics in Long Run Equilibrium," Econometrica, Econometric Society, vol. 60(5), pages 1127-1150, September.
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    More about this item

    Keywords

    firm growth; learning; demand; uncertainty.;
    All these keywords.

    JEL classification:

    • 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
    • F12 - International Economics - - Trade - - - Models of Trade with Imperfect Competition and Scale Economies; Fragmentation
    • F14 - International Economics - - Trade - - - Empirical Studies of Trade

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