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Heavy tailed but not Zipf: Firm and establishment size in the United States

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  • Illenin O. Kondo
  • Logan T. Lewis
  • Andrea Stella

Abstract

Heavy tails play an important role in modern macroeconomics and international economics. Previous work often assumes a Pareto distribution for firm size, typically with a shape parameter approaching Zipf's law. This convenient approximation has dramatic consequences for the importance of large firms in the economy. But we show that a lognormal distribution, or better yet, a convolution of a lognormal and a non‐Zipf Pareto distribution, provides a better description of the US economy, using confidential Census Bureau data. These findings hold even far in the upper tail and suggest that heterogeneous firm models should more systematically explore deviations from Zipf's law.

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  • Illenin O. Kondo & Logan T. Lewis & Andrea Stella, 2023. "Heavy tailed but not Zipf: Firm and establishment size in the United States," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 38(5), pages 767-785, August.
  • Handle: RePEc:wly:japmet:v:38:y:2023:i:5:p:767-785
    DOI: 10.1002/jae.2976
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    1. Pierre‐Philippe Combes & Gilles Duranton & Laurent Gobillon & Diego Puga & Sébastien Roux, 2012. "The Productivity Advantages of Large Cities: Distinguishing Agglomeration From Firm Selection," Econometrica, Econometric Society, vol. 80(6), pages 2543-2594, November.
    2. Erick Sager & Olga A. Timoshenko, 2019. "The double EMG distribution and trade elasticities," Canadian Journal of Economics, Canadian Economics Association, vol. 52(4), pages 1523-1557, November.
    3. di Giovanni, Julian & Levchenko, Andrei A. & Rancière, Romain, 2011. "Power laws in firm size and openness to trade: Measurement and implications," Journal of International Economics, Elsevier, vol. 85(1), pages 42-52, September.
    4. 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.
    5. Reed, William J., 2001. "The Pareto, Zipf and other power laws," Economics Letters, Elsevier, vol. 74(1), pages 15-19, December.
    6. 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.
    7. Nigai, Sergey, 2017. "A tale of two tails: Productivity distribution and the gains from trade," Journal of International Economics, Elsevier, vol. 104(C), pages 44-62.
    8. 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.
    9. Vuong, Quang H, 1989. "Likelihood Ratio Tests for Model Selection and Non-nested Hypotheses," Econometrica, Econometric Society, vol. 57(2), pages 307-333, March.
    10. Rodrigo Adao & Costas Arkolakis & Sharat Ganapati, 2020. "Aggregate Implications of Firm Heterogeneity: A Nonparametric Analysis of Monopolistic Competition Trade Models," Cowles Foundation Discussion Papers 2265, Cowles Foundation for Research in Economics, Yale University.
    11. Monika Mrázová & J. Peter Neary & Mathieu Parenti, 2021. "Sales and Markup Dispersion: Theory and Empirics," Econometrica, Econometric Society, vol. 89(4), pages 1753-1788, July.
    12. Stella, Andrea, 2015. "Firm dynamics and the origins of aggregate fluctuations," Journal of Economic Dynamics and Control, Elsevier, vol. 55(C), pages 71-88.
    13. Xavier Gabaix, 2009. "Power Laws in Economics and Finance," Annual Review of Economics, Annual Reviews, vol. 1(1), pages 255-294, May.
    14. Xavier Gabaix, 2011. "The Granular Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 79(3), pages 733-772, May.
    15. 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.
    16. 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.
    17. Lucia Foster & Cheryl Grim & John Haltiwanger, 2016. "Reallocation in the Great Recession: Cleansing or Not?," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 293-331.
    18. Cecile Gaubert & Oleg Itskhoki, 2021. "Granular Comparative Advantage," Journal of Political Economy, University of Chicago Press, vol. 129(3), pages 871-939.
    19. repec:hal:pseose:hal-00812695 is not listed on IDEAS
    20. 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.
    21. 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.
    22. Jan Eeckhout, 2009. "Gibrat's Law for (All) Cities: Reply," American Economic Review, American Economic Association, vol. 99(4), pages 1676-1683, September.
    23. 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.
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    Cited by:

    1. ARATA Yoshiyuki, 2023. "Zipf's Law without the Stationarity Assumption," Discussion papers 23085, Research Institute of Economy, Trade and Industry (RIETI).
    2. Xian Jiang & Hannah Rubinton, 2024. "The Adoption of Non-Rival Inputs and Firm Scope," Working Papers 2024-005, Federal Reserve Bank of St. Louis, revised Mar 2024.
    3. Xian Jiang & Hannah Rubinton, 2024. "The Adoption of Non-Rival Inputs and Firm Scope," CESifo Working Paper Series 11028, CESifo.
    4. Yoshiki Ando, 2024. "Dynamics of High-Growth Young Firms and the Role of Venture Capitalists," PIER Working Paper Archive 24-012, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.

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