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Exporters’ product vectors across markets

Author

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  • Lionel Fontagné

    (PSE - Paris School of Economics - UP1 - Université Paris 1 Panthéon-Sorbonne - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris Sciences et Lettres - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement, CEPII - Centre d'Etudes Prospectives et d'Informations Internationales - Centre d'analyse stratégique)

  • Angelo Secchi

    (PSE - Paris School of Economics - UP1 - Université Paris 1 Panthéon-Sorbonne - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris Sciences et Lettres - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement)

  • Chiara Tomasi

    (UNITN - Università degli Studi di Trento = University of Trento)

Abstract

The paper provides an original empirical approach to investigate multi-product firms' export patterns across destinations by considering the whole mix of products exported by a firm, formally defined as a product-vector. The proposed methodology allows to take into account a firm's choice of both exporting and non-exporting a product to a destination and to consider different forms of product complementarity that can generate product combinations. The empirical analysis uses a panel of transactions level data for the universe of Italian and French firms and complements the existing evidence along a few dimensions. First, we show that there is a high level of sparsity: selection of products at destination is indeed very severe. Second, we document that firms export several different combinations of product vectors across markets. Relatedly a high level of diversity is detected also when considering the intensive margin, pointing to a substantial departure from a stable global product hierarchy. Finally, we provide evidence that at the same time there exists a stable component in firms' product vectors across destinations composed by products which are not necessarily the most important in terms of sales, suggesting rich form of complementarities across goods. Products belonging to this stable component are less likely to be discarded as a consequence of an exogenous shock such as the dismantling of the MFA quotas after accession of China to the WTO.

Suggested Citation

  • Lionel Fontagné & Angelo Secchi & Chiara Tomasi, 2018. "Exporters’ product vectors across markets," PSE-Ecole d'économie de Paris (Postprint) hal-01870888, HAL.
  • Handle: RePEc:hal:pseptp:hal-01870888
    DOI: 10.1016/j.euroecorev.2018.08.002
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    as
    1. Di Comite, Francesco & Thisse, Jacques-François & Vandenbussche, Hylke, 2014. "Verti-zontal differentiation in export markets," Journal of International Economics, Elsevier, vol. 93(1), pages 50-66.
    2. repec:clu:wpaper:0708-12 is not listed on IDEAS
    3. Qiu, Larry D. & Zhou, Wen, 2013. "Multiproduct firms and scope adjustment in globalization," Journal of International Economics, Elsevier, vol. 91(1), pages 142-153.
    4. Thierry Mayer & Marc J. Melitz & Gianmarco I. P. Ottaviano, 2021. "Market Size, Competition, and the Product Mix of Exporters," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 5, pages 109-150, World Scientific Publishing Co. Pte. Ltd..
    5. Osharin, Alexander & Thisse, Jacques-François & Ushchev, Philip & Verbus, Valery, 2014. "Monopolistic competition and income dispersion," Economics Letters, Elsevier, vol. 122(2), pages 348-352.
    6. Swati Dhingra, 2013. "Trading Away Wide Brands for Cheap Brands," American Economic Review, American Economic Association, vol. 103(6), pages 2554-2584, October.
    7. Lisandra Flach & Eckhard Janeba, 2017. "Income inequality and export prices across countries," Canadian Journal of Economics, Canadian Economics Association, vol. 50(1), pages 162-200, February.
    8. 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.
    9. Hale Utar, 2014. "When the Floodgates Open: "Northern" Firms' Response to Removal of Trade Quotas on Chinese Goods," American Economic Journal: Applied Economics, American Economic Association, vol. 6(4), pages 226-250, October.
    10. Eckel, Carsten & Iacovone, Leonardo & Javorcik, Beata & Neary, J. Peter, 2015. "Multi-product firms at home and away: Cost- versus quality-based competence," Journal of International Economics, Elsevier, vol. 95(2), pages 216-232.
    11. Costas Arkolakis & Marc-Andreas Muendler, 2013. "Exporters and Their Products: A Collection of Empirical Regularities," CESifo Economic Studies, CESifo Group, vol. 59(2), pages 223-248, June.
    12. Emanuele Forlani & Ralf Martin & Giordano Mion & Mirabelle Muûls, 2023. "Unraveling Firms: Demand, Productivity and Markups Heterogeneity," The Economic Journal, Royal Economic Society, vol. 133(654), pages 2251-2302.
    13. Nicholas Bloom & Mirko Draca & John Van Reenen, 2016. "Trade Induced Technical Change? The Impact of Chinese Imports on Innovation, IT and Productivity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(1), pages 87-117.
    14. Amit Khandelwal, 2010. "The Long and Short (of) Quality Ladders," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(4), pages 1450-1476.
    15. Andrew Bernard & J Bradford Jensen & Stephen Redding & Peter Schott, 2009. "The Margins of U.S. Trade (Long Version)," Working Papers 09-18, Center for Economic Studies, U.S. Census Bureau.
    16. Parenti, Mathieu & Ushchev, Philip & Thisse, Jacques-François, 2017. "Toward a theory of monopolistic competition," Journal of Economic Theory, Elsevier, vol. 167(C), pages 86-115.
    17. Irene Brambilla & Amit K. Khandelwal & Peter K. Schott, 2010. "China's Experience under the Multi-Fiber Arrangement (MFA) and the Agreement on Textiles and Clothing (ATC)," NBER Chapters, in: China's Growing Role in World Trade, pages 345-387, National Bureau of Economic Research, Inc.
    18. 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.
    19. Juan Carlos Hallak & Peter K. Schott, 2011. "Estimating Cross-Country Differences in Product Quality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(1), pages 417-474.
    20. Gaulier, Guillaume & Zignago, Soledad, 2004. "Notes on BACI (analytical database of international trade). 1989-2002 version," MPRA Paper 32401, University Library of Munich, Germany.
    21. John Sutton & Daniel Trefler, 2016. "Capabilities, Wealth, and Trade," Journal of Political Economy, University of Chicago Press, vol. 124(3), pages 826-878.
    22. Andrew B. Bernard & Marco Grazzi & Chiara Tomasi, 2010. "Intermediaries in International Trade: direct versus indirect modes of export," LEM Papers Series 2010/19, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    23. Baldwin, Richard E. & Ottaviano, Gianmarco I. P., 2001. "Multiproduct multinationals and reciprocal FDI dumping," Journal of International Economics, Elsevier, vol. 54(2), pages 429-448, August.
    24. Eric A. Verhoogen, 2008. "Trade, Quality Upgrading, and Wage Inequality in the Mexican Manufacturing Sector," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(2), pages 489-530.
    25. Roc Armenter & Mikl?s Koren, 2014. "A Balls-and-Bins Model of Trade," American Economic Review, American Economic Association, vol. 104(7), pages 2127-2151, July.
    26. Arpita Chatterjee & Rafael Dix-Carneiro & Jade Vichyanond, 2013. "Multi-product Firms and Exchange Rate Fluctuations," American Economic Journal: Economic Policy, American Economic Association, vol. 5(2), pages 77-110, May.
    27. Elhanan Helpman & Marc Melitz & Yona Rubinstein, 2008. "Estimating Trade Flows: Trading Partners and Trading Volumes," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(2), pages 441-487.
    28. Thierry Mayer & Marc J. Melitz & Gianmarco I. P. Ottaviano, 2021. "Product Mix and Firm Productivity Responses to Trade Competition," The Review of Economics and Statistics, MIT Press, vol. 103(5), pages 874-891, December.
    29. Maurice Kugler & Eric Verhoogen, 2012. "Prices, Plant Size, and Product Quality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(1), pages 307-339.
    30. Carsten Eckel & J. Peter Neary, 2010. "Multi-Product Firms and Flexible Manufacturing in the Global Economy," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(1), pages 188-217.
    31. Manova, Kalina & Yu, Zhihong, 2017. "Multi-product firms and product quality," Journal of International Economics, Elsevier, vol. 109(C), pages 116-137.
    32. 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.
    33. Kalina Manova & Zhiwei Zhang, 2012. "Export Prices Across Firms and Destinations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(1), pages 379-436.
    34. repec:hal:wpspec:info:hdl:2441/c8dmi8nm4pdjkuc9g8m210prh is not listed on IDEAS
    35. Bailey, Elizabeth E & Friedlaender, Ann F, 1982. "Market Structure and Multiproduct Industries," Journal of Economic Literature, American Economic Association, vol. 20(3), pages 1024-1048, September.
    36. Mary Amiti & Oleg Itskhoki & Jozef Konings, 2014. "Importers, Exporters, and Exchange Rate Disconnect," American Economic Review, American Economic Association, vol. 104(7), pages 1942-1978, July.
    37. repec:hal:spmain:info:hdl:2441/6g0gsihsjmn5snc9pb0jo6hhp is not listed on IDEAS
    38. Whinston, Michael D, 1990. "Tying, Foreclosure, and Exclusion," American Economic Review, American Economic Association, vol. 80(4), pages 837-859, September.
    39. Loren Brandt & Johannes Van Biesebroeck & Luhang Wang & Yifan Zhang, 2017. "WTO Accession and Performance of Chinese Manufacturing Firms," American Economic Review, American Economic Association, vol. 107(9), pages 2784-2820, September.
    40. 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.
    41. 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.
    42. Martin, Julien & Mejean, Isabelle, 2014. "Low-wage country competition and the quality content of high-wage country exports," Journal of International Economics, Elsevier, vol. 93(1), pages 140-152.
    43. Lisandra Flach & Eckhard Janeba, 2017. "Income inequality and export prices across countries," Canadian Journal of Economics, Canadian Economics Association, vol. 50(1), pages 162-200, February.
    44. 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.
    45. Leonardo Iacovone & BeataS. Javorcik, 2010. "Multi-Product Exporters: Product Churning, Uncertainty and Export Discoveries," Economic Journal, Royal Economic Society, vol. 120(544), pages 481-499, May.
    46. repec:hal:spmain:info:hdl:2441/c8dmi8nm4pdjkuc9g8m210prh is not listed on IDEAS
    47. repec:hal:spmain:info:hdl:2441/2adadp8ijs8ij8c4htsg0puqid is not listed on IDEAS
    48. Volker Nocke & Stephen Yeaple, 2014. "Globalization And Multiproduct Firms," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55, pages 993-1018, November.
    49. Carliss Y. Baldwin & C. Jason Woodard, 2009. "The Architecture of Platforms: A Unified View," Chapters, in: Annabelle Gawer (ed.), Platforms, Markets and Innovation, chapter 2, Edward Elgar Publishing.
    50. Rosario Crinò & Paolo Epifani, 2012. "Productivity, Quality and Export Behaviour," Economic Journal, Royal Economic Society, vol. 122(565), pages 1206-1243, December.
    51. repec:hal:spmain:info:hdl:2441/6apm7lruv088iagm4rv2c33jtg is not listed on IDEAS
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    More about this item

    Keywords

    fickleness; stability; product vectors; sparsity; multi-product multi-country firms;
    All these keywords.

    JEL classification:

    • 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
    • L22 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Organization and Market Structure

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