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Structural Estimation at the Product Level: The impact of the Kobe Earthquake

Author

Listed:
  • Masashige HAMANO
  • Kongphop WONGKAEW
  • Yuki MURAKAMI
  • Toshihiro OKUBO

Abstract

This paper studies the link between product-level dynamics and macroeconomic fluctuations using rich census data from Kobe covering the period 1992-2013. The dataset includes two major disruptions—the 1995 Kobe earthquake and the 2008 global financial crisis—and provides annual information for more than 1,000 six-digit product categories. To isolate the effects of the earthquake, we construct counterfactual cities, such as Nagoya. We estimate a multi-product firm DSGE model using maximum likelihood with a computationally robust estimation strategy. The results reveal substantial heterogeneity in product-level responses to shocks, with important implications for aggregate dynamics, the propagation of large disasters, and the role of product-specific characteristics in shaping macroeconomic resilience.

Suggested Citation

  • Masashige HAMANO & Kongphop WONGKAEW & Yuki MURAKAMI & Toshihiro OKUBO, 2026. "Structural Estimation at the Product Level: The impact of the Kobe Earthquake," Discussion papers 26019, Research Institute of Economy, Trade and Industry (RIETI).
  • Handle: RePEc:eti:dpaper:26019
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    References listed on IDEAS

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    1. Vasco Carvalho & Xavier Gabaix, 2013. "The Great Diversification and Its Undoing," American Economic Review, American Economic Association, vol. 103(5), pages 1697-1727, August.
    2. Fabio Ghironi & Marc J. Melitz, 2005. "International Trade and Macroeconomic Dynamics with Heterogeneous Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(3), pages 865-915.
    3. Vasco M. Carvalho, 2014. "From Micro to Macro via Production Networks," Journal of Economic Perspectives, American Economic Association, vol. 28(4), pages 23-48, Fall.
    4. Horwich, George, 2000. "Economic Lessons of the Kobe Earthquake," Economic Development and Cultural Change, University of Chicago Press, vol. 48(3), pages 521-542, April.
    5. Mihaela Craioveanu & Dek Terrell, 2016. "The Impact of Storms on Firm Survival: A Bayesian Spatial Econometric Model for Firm Survival," Advances in Econometrics, in: Spatial Econometrics: Qualitative and Limited Dependent Variables, volume 37, pages 81-118, Emerald Group Publishing Limited.
    6. Noy, Ilan, 2009. "The macroeconomic consequences of disasters," Journal of Development Economics, Elsevier, vol. 88(2), pages 221-231, March.
    7. 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.
    8. Gabriel Chodorow-Reich, 2019. "Geographic Cross-Sectional Fiscal Spending Multipliers: What Have We Learned?," American Economic Journal: Economic Policy, American Economic Association, vol. 11(2), pages 1-34, May.
    9. 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(4), pages 993-1018, November.
    10. Andrew B. Bernard & Stephen J. Redding & Peter K. Schott, 2010. "Multiple-Product Firms and Product Switching," American Economic Review, American Economic Association, vol. 100(1), pages 70-97, March.
    11. Aubhik Khan & Julia K. Thomas, 2008. "Idiosyncratic Shocks and the Role of Nonconvexities in Plant and Aggregate Investment Dynamics," Econometrica, Econometric Society, vol. 76(2), pages 395-436, March.
    12. Masashige Hamano & Keita Oikawa, 2022. "Multi-Product Establishments and Product Dynamics," Working Papers e168, Tokyo Center for Economic Research.
    13. Minniti, Antonio & Turino, Francesco, 2013. "Multi-product firms and business cycle dynamics," European Economic Review, Elsevier, vol. 57(C), pages 75-97.
    14. Tanaka, Ayumu, 2015. "The impacts of natural disasters on plants' growth: Evidence from the Great Hanshin-Awaji (Kobe) earthquake," Regional Science and Urban Economics, Elsevier, vol. 50(C), pages 31-41.
    15. Xavier Gabaix, 2011. "The Granular Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 79(3), pages 733-772, May.
    16. Cavallo, Eduardo & Noy, Ilan, 2011. "Natural Disasters and the Economy — A Survey," International Review of Environmental and Resource Economics, now publishers, vol. 5(1), pages 63-102, May.
    17. Asim Ijaz Khwaja & Atif Mian, 2008. "Tracing the Impact of Bank Liquidity Shocks: Evidence from an Emerging Market," American Economic Review, American Economic Association, vol. 98(4), pages 1413-1442, September.
    18. 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.
    19. Christian Broda & David E. Weinstein, 2010. "Product Creation and Destruction: Evidence and Price Implications," American Economic Review, American Economic Association, vol. 100(3), pages 691-723, June.
    20. Emi Nakamura & J?n Steinsson, 2014. "Fiscal Stimulus in a Monetary Union: Evidence from US Regions," American Economic Review, American Economic Association, vol. 104(3), pages 753-792, March.
    21. Matthew A Cole & Robert J R Elliott & Toshihiro Okubo & Eric Strobl, 2019. "Natural disasters and spatial heterogeneity in damages: the birth, life and death of manufacturing plants," Journal of Economic Geography, Oxford University Press, vol. 19(2), pages 373-408.
    22. Masashige HAMANO & Toshihiro OKUBO, 2023. "Product Dynamics and Macroeconomic Shocks: Insights from a DSGE model and Japanese data," Discussion papers 23045, Research Institute of Economy, Trade and Industry (RIETI).
    23. David Rezza Baqaee & Emmanuel Farhi, 2019. "The Macroeconomic Impact of Microeconomic Shocks: Beyond Hulten's Theorem," Econometrica, Econometric Society, vol. 87(4), pages 1155-1203, July.
    24. Junior Maih, 2014. "Efficient Perturbation Methods for Solving Regime-Switching DSGE Models," Working Papers No 10/2014, Centre for Applied Macro- and Petroleum economics (CAMP), BI Norwegian Business School.
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