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Idiosyncratic shocks: estimation and the impact on aggregate fluctuations

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  • Svetlana Popova

    (Bank of Russia, Russian Federation)

Abstract

Recently, economic granularity has been the focus of researchers' attention. Latest empirical works evaluate the granularity of various economies in terms of whether shocks to individual companies can affect volatility of macroeconomic variables. Studies of developed countries show that a large part of aggregate fluctuations arises from idiosyncratic shocks to companies because of their size or close linkages between them. Using the microdata of Russian firms on sales over the period from 1999 to 2017, we test the hypothesis that the Russian economy is granular. Here we found that idiosyncratic shocks contribute significantly to total sales volatility. It was also revealed that the effect of linkages is more important in aggregate volatility estimation, but not for the top-100 largest firms. These findings are important for understanding business cycle drivers and for estimation the impact of macroeconomic policies.

Suggested Citation

  • Svetlana Popova, 2019. "Idiosyncratic shocks: estimation and the impact on aggregate fluctuations," Bank of Russia Working Paper Series wps46, Bank of Russia.
    • Handle: RePEc:bkr:wpaper:wps46
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    References listed on IDEAS

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    1. Andrew T. Foerster & Pierre-Daniel G. Sarte & Mark W. Watson, 2011. "Sectoral versus Aggregate Shocks: A Structural Factor Analysis of Industrial Production," Journal of Political Economy, University of Chicago Press, vol. 119(1), pages 1-38.
    2. John Haltiwanger, 1997. "Measuring and analyzing aggregate fluctuations: the importance of building from microeconomic evidence," Review, Federal Reserve Bank of St. Louis, issue May, pages 55-78.
    3. Julian di Giovanni & Andrei A. Levchenko & Isabelle Mejean, 2014. "Firms, Destinations, and Aggregate Fluctuations," Econometrica, Econometric Society, vol. 82(4), pages 1303-1340, July.
    4. Meghana Ayyagari & Thorsten Beck & Maria Soledad Martinez Peria, 2018. "The Micro Impact of Macroprudential Policies: Firm-Level Evidence," IMF Working Papers 2018/267, International Monetary Fund.
    5. Rui Castro & Gian Luca Clementi & Yoonsoo Lee, 2015. "Cross Sectoral Variation in the Volatility of Plant Level Idiosyncratic Shocks," Journal of Industrial Economics, Wiley Blackwell, vol. 63(1), pages 1-29, March.
    6. Julian di Giovanni & Andrei A. Levchenko & Isabelle Mejean, 2017. "Large Firms and International Business Cycle Comovement," American Economic Review, American Economic Association, vol. 107(5), pages 598-602, May.
    7. Xavier Gabaix & Rustam Ibragimov, 2011. "Rank - 1 / 2: A Simple Way to Improve the OLS Estimation of Tail Exponents," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 29(1), pages 24-39, January.
    8. Fornaro, Paolo & Luomaranta, Henri, 2018. "Aggregate fluctuations and the effect of large corporations: Evidence from Finnish monthly data," Economic Modelling, Elsevier, vol. 70(C), pages 245-258.
    9. Xavier Gabaix, 2011. "The Granular Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 79(3), pages 733-772, May.
    10. Leonid Karasik & Danny Leung & Ben Tomlin, 2016. "Firm-Specific Shocks and Aggregate Fluctuations," Staff Working Papers 16-51, Bank of Canada.
    11. Stella, Andrea, 2015. "Firm dynamics and the origins of aggregate fluctuations," Journal of Economic Dynamics and Control, Elsevier, vol. 55(C), pages 71-88.
    12. Mr. Christian H Ebeke & Kodjovi M. Eklou, 2017. "The Granular Origins of Macroeconomic Fluctuations in Europe," IMF Working Papers 2017/229, International Monetary Fund.
    13. Gabaix, Xavier & Ibragimov, Rustam, 2011. "Rank − 1 / 2: A Simple Way to Improve the OLS Estimation of Tail Exponents," Journal of Business & Economic Statistics, American Statistical Association, vol. 29(1), pages 24-39.
    14. Blanco-Arroyo, Omar & Ruiz-Buforn, Alba & Vidal-Tomás, David & Alfarano, Simone, 2018. "On the determination of the granular size of the economy," Economics Letters, Elsevier, vol. 173(C), pages 35-38.
    15. Nicolò Gnocato & Concetta Rondinelli, 2018. "Granular sources of the Italian business cycle," Temi di discussione (Economic working papers) 1190, Bank of Italy, Economic Research and International Relations Area.
    16. Friberg, Richard & Sanctuary, Mark, 2016. "The contribution of firm-level shocks to aggregate fluctuations: The case of Sweden," Economics Letters, Elsevier, vol. 147(C), pages 8-11.
    17. Michael Horvath, 1998. "Cyclicality and Sectoral Linkages: Aggregate Fluctuations from Independent Sectoral Shocks," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 1(4), pages 781-808, October.
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    Cited by:

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    2. Jozef Konings & Galiya Sagyndykova & Venkat Subramanian & Astrid Volckaert, 2023. "The granular nature of emerging market economies: The case of Kazakhstan," Economics of Transition and Institutional Change, John Wiley & Sons, vol. 31(2), pages 429-464, April.
    3. Stelios Giannoulakis & Plutarchos Sakellaris, 2023. "Financial crises, firm‐level shocks and large downturns: Evidence from Greece," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(2), pages 1549-1562, April.
    4. Evguenia Bessonova & Anna Tsvetkova, 2022. "Do Productivity Laggards Ever Catch Up With Leaders?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 68(S1), pages 71-107, April.

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    More about this item

    Keywords

    firm-level dynamics; granular residuals; idiosyncratic shocks; aggregate fluctuations; industrial production.;
    All these keywords.

    JEL classification:

    • D20 - Microeconomics - - Production and Organizations - - - General
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • L14 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Transactional Relationships; Contracts and Reputation

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