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Saving for a rainy day: The impact of storms on saving rates

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  • Mensah, Edouard
  • Filipski, Mateusz

Abstract

Over the period 1950–2019, 40% of estimated damages caused by natural disasters worldwide are attributed to storms (EM-DAT). While it is important to apprehend how people recover from these disasters, little is known about the role of saving in the process of disaster recovery. This paper empirically investigates dynamics in the saving behavior induced by storm events. Using an event study design and merging data from the Penn World Table with the EM-DAT database for 176 countries in a 69-year long period, we find a decrease in annual private saving rates by 1.85 and 2.29 percentage points four and five years following storms, respectively. Further results indicate that storms slow down per capita labor income growth by about 3 percentage points in the first two post-storm years. For intensely damaging storms, it follows a fall in saving rates by 3.19, 4.98, and 4.59 percentage points in the third, fourth, and fifth post-storm year, respectively. Declining international aid, financial access, coverage of social protection and labor programs, and rule of law within the first three post-storm years precede the falling saving rates. Robustness checks using the ifo GAME database reveal that the propensity to dis-save following the strike of a storm is instantaneous in developing countries, while it is delayed by up to three years in developed countries where people have a buffer against intense storms.

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  • Mensah, Edouard & Filipski, Mateusz, 2026. "Saving for a rainy day: The impact of storms on saving rates," Ecological Economics, Elsevier, vol. 239(C).
  • Handle: RePEc:eee:ecolec:v:239:y:2026:i:c:s0921800925002526
    DOI: 10.1016/j.ecolecon.2025.108769
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    1. Christopher D. Carroll, 1997. "Buffer-Stock Saving and the Life Cycle/Permanent Income Hypothesis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 1-55.
    2. Donatella Baiardi & Marco Magnani & Mario Menegatti, 2014. "Precautionary saving under many risks," Journal of Economics, Springer, vol. 113(3), pages 211-228, November.
    3. Felbermayr, Gabriel & Gröschl, Jasmin, 2014. "Naturally negative: The growth effects of natural disasters," Journal of Development Economics, Elsevier, vol. 111(C), pages 92-106.
    4. Yang Dean, 2008. "Coping with Disaster: The Impact of Hurricanes on International Financial Flows, 1970-2002," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 8(1), pages 1-45, June.
    5. Schmidheiny, Kurt & Siegloch, Sebastian, 2019. "On Event Study Designs and Distributed-Lag Models: Equivalence, Generalization and Practical Implications," IZA Discussion Papers 12079, IZA Network @ LISER.
    6. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    7. Jaap Abbring & James Heckman, 2008. "Dynamic policy analysis," CeMMAP working papers CWP05/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    8. Juncal Cunado & Susana Ferreira, 2014. "The Macroeconomic Impacts of Natural Disasters: The Case of Floods," Land Economics, University of Wisconsin Press, vol. 90(1), pages 149-168.
    9. Baiardi, Donatella & De Donno, Marzia & Magnani, Marco & Menegatti, Mario, 2015. "New results on precautionary saving under two risks," Economics Letters, Elsevier, vol. 130(C), pages 17-20.
    10. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    11. Cassar, Alessandra & Healy, Andrew & von Kessler, Carl, 2017. "Trust, Risk, and Time Preferences After a Natural Disaster: Experimental Evidence from Thailand," World Development, Elsevier, vol. 94(C), pages 90-105.
    12. Breckner, Miriam & Englmaier, Florian & Stowasser, Till & Sunde, Uwe, 2016. "Economic Development and Resilience to Natural Catastrophes – Insurance Penetration and Institutions," VfS Annual Conference 2016 (Augsburg): Demographic Change 145501, Verein für Socialpolitik / German Economic Association.
    13. Clément de Chaisemartin & Xavier D’Haultfœuille, 2023. "Two-way fixed effects and differences-in-differences with heterogeneous treatment effects: a survey," The Econometrics Journal, Royal Economic Society, vol. 26(3), pages 1-30.
    14. Abbring, Jaap H. & Heckman, James J., 2007. "Econometric Evaluation of Social Programs, Part III: Distributional Treatment Effects, Dynamic Treatment Effects, Dynamic Discrete Choice, and General Equilibrium Policy Evaluation," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 72, Elsevier.
    15. Thomas Fomby & Yuki Ikeda & Norman V. Loayza, 2013. "The Growth Aftermath Of Natural Disasters," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 28(3), pages 412-434, April.
    16. Gunning, Jan Willem, 2010. "Risk and savings: A taxonomy," Economics Letters, Elsevier, vol. 107(1), pages 39-41, April.
    17. Kurt Schmidheiny & Sebastian Siegloch, 2023. "On event studies and distributed‐lags in two‐way fixed effects models: Identification, equivalence, and generalization," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 38(5), pages 695-713, August.
    18. Hayne E. Leland, 1968. "Saving and Uncertainty: The Precautionary Demand for Saving," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 82(3), pages 465-473.
    19. Paul Raschky & Hannelore Weck-Hannemann, 2007. "Charity hazard - A real hazard to natural disaster insurance," Working Papers 2007-04, Faculty of Economics and Statistics, Universität Innsbruck.
    20. Jingyuan Li, 2012. "Precautionary saving in the presence of labor income and interest rate risks," Journal of Economics, Springer, vol. 106(3), pages 251-266, July.
    21. Noy, Ilan, 2009. "The macroeconomic consequences of disasters," Journal of Development Economics, Elsevier, vol. 88(2), pages 221-231, March.
    22. Alba Lugilde & Roberto Bande & Dolores Riveiro, 2019. "Precautionary Saving: A Review Of The Empirical Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 33(2), pages 481-515, April.
    23. Chie Hanaoka & Hitoshi Shigeoka & Yasutora Watanabe, 2018. "Do Risk Preferences Change? Evidence from the Great East Japan Earthquake," American Economic Journal: Applied Economics, American Economic Association, vol. 10(2), pages 298-330, April.
    24. Liu, Liqun, 2014. "Precautionary saving in the large: nth degree deteriorations in future income," Journal of Mathematical Economics, Elsevier, vol. 52(C), pages 169-172.
    25. Menegatti, Mario, 2015. "New results on high-order risk changes," European Journal of Operational Research, Elsevier, vol. 243(2), pages 678-681.
    26. Berlemann, Michael & Steinhardt, Max F. & Tutt, Jascha, 2015. "Do Natural Disasters Stimulate Individual Saving? Evidence from a Natural Experiment in a Highly Developed Country," IZA Discussion Papers 9026, IZA Network @ LISER.
    27. Paul Raschky & Reimund Schwarze & Manijeh Schwindt & Ferdinand Zahn, 2013. "Uncertainty of Governmental Relief and the Crowding out of Flood Insurance," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 54(2), pages 179-200, February.
    28. Kousky, Carolyn & Michel-Kerjan, Erwann O. & Raschky, Paul A., 2018. "Does federal disaster assistance crowd out flood insurance?," Journal of Environmental Economics and Management, Elsevier, vol. 87(C), pages 150-164.
    29. Miller, Bruce L., 1976. "The effect on optimal consumption of increased uncertainty in labor income in the multiperiod case," Journal of Economic Theory, Elsevier, vol. 13(1), pages 154-167, August.
    30. Breckner, Miriam & Englmaier, Florian & Stowasser, Till & Sunde, Uwe, 2016. "Resilience to natural disasters — Insurance penetration, institutions, and disaster types," Economics Letters, Elsevier, vol. 148(C), pages 106-110.
    31. Fafchamps, Marcel & Pender, John, 1997. "Precautionary Saving, Credit Constraints, and Irreversible Investment: Theory and Evidence from Semiarid India," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(2), pages 180-194, April.
    32. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    33. Skidmore, Mark, 2001. "Risk, natural disasters, and household savings in a life cycle model," Japan and the World Economy, Elsevier, vol. 13(1), pages 15-34, January.
    34. Eeckhoudt, Louis & Schlesinger, Harris, 2008. "Changes in risk and the demand for saving," Journal of Monetary Economics, Elsevier, vol. 55(7), pages 1329-1336, October.
    35. Hallegatte,Stephane & Bangalore,Mook & Vogt-Schilb,Adrien Camille, 2016. "Socioeconomic resilience : multi-hazard estimates in 117 countries," Policy Research Working Paper Series 7886, The World Bank.
    36. Brown, Philip & Daigneault, Adam J. & Tjernström, Emilia & Zou, Wenbo, 2018. "Natural disasters, social protection, and risk perceptions," World Development, Elsevier, vol. 104(C), pages 310-325.
    37. Hochrainer, Stefan, 2009. "Assessing the macroeconomic impacts of natural disasters : are there any ?," Policy Research Working Paper Series 4968, The World Bank.
    38. Goetz von Peter & Sebastian von Dahlen & Sweta C Saxena, 2012. "Unmitigated disasters? New evidence on the macroeconomic cost of natural catastrophes," BIS Working Papers 394, Bank for International Settlements.
    39. Eduardo Cavallo & Sebastian Galiani & Ilan Noy & Juan Pantano, 2013. "Catastrophic Natural Disasters and Economic Growth," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1549-1561, December.
    40. A. Sandmo, 1970. "The Effect of Uncertainty on Saving Decisions," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 37(3), pages 353-360.
    41. Callen, Michael, 2015. "Catastrophes and time preference: Evidence from the Indian Ocean Earthquake," Journal of Economic Behavior & Organization, Elsevier, vol. 118(C), pages 199-214.
    42. Noy, Ilan & duPont IV, William, 2018. "The Long-Term Consequences of Disasters: What Do We Know, and What We Still Don't," International Review of Environmental and Resource Economics, now publishers, vol. 12(4), pages 325-354, December.
    43. Baker, Andrew C. & Larcker, David F. & Wang, Charles C.Y., 2022. "How much should we trust staggered difference-in-differences estimates?," Journal of Financial Economics, Elsevier, vol. 144(2), pages 370-395.
    44. Arnaud Reynaud & Cécile Aubert & Manh-Hung Nguyen, 2013. "Living with Floods: Protective Behaviours and Risk Perception of Vietnamese Households," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 38(3), pages 547-579, July.
    45. Rebecca Newman & Ilan Noy, 2023. "The global costs of extreme weather that are attributable to climate change," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    46. Matthew E. Kahn, 2005. "The Death Toll from Natural Disasters: The Role of Income, Geography, and Institutions," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 271-284, May.
    47. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    48. Donatella Baiardi & Marco Magnani & Mario Menegatti, 2020. "The theory of precautionary saving: an overview of recent developments," Review of Economics of the Household, Springer, vol. 18(2), pages 513-542, June.
    49. Kunreuther, Howard, 1996. "Mitigating Disaster Losses through Insurance," Journal of Risk and Uncertainty, Springer, vol. 12(2-3), pages 171-187, May.
    50. Christopher D. Carroll, 1992. "The Buffer-Stock Theory of Saving: Some Macroeconomic Evidence," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 23(2), pages 61-156.
    51. Andor, Mark A. & Osberghaus, Daniel & Simora, Michael, 2020. "Natural Disasters and Governmental Aid: Is there a Charity Hazard?," Ecological Economics, Elsevier, vol. 169(C).
    52. Robert Shupp & Scott Loveridge & Mark Skidmore & Jungmin Lim & Cynthia Rogers, 2017. "Risk, Loss, and Ambiguity Aversion after a Natural Disaster," Economics of Disasters and Climate Change, Springer, vol. 1(2), pages 121-142, July.
    53. Eckel, Catherine C. & El-Gamal, Mahmoud A. & Wilson, Rick K., 2009. "Risk loving after the storm: A Bayesian-Network study of Hurricane Katrina evacuees," Journal of Economic Behavior & Organization, Elsevier, vol. 69(2), pages 110-124, February.
    54. Suresh De Mel & David McKenzie & Christopher Woodruff, 2012. "Enterprise Recovery Following Natural Disasters," Economic Journal, Royal Economic Society, vol. 122(559), pages 64-91, March.
    55. Derek Kellenberg & A. Mushfiq Mobarak, 2011. "The Economics of Natural Disasters," Annual Review of Resource Economics, Annual Reviews, vol. 3(1), pages 297-312, October.
    56. Stéphane Hallegatte, 2012. "An exploration of the link between development, economic growth, and natural risk," Post-Print hal-00802047, HAL.
    57. Deaton, Angus, 1991. "Saving and Liquidity Constraints," Econometrica, Econometric Society, vol. 59(5), pages 1221-1248, September.
    58. Abbring, Jaap H., 2003. "Dynamic Econometric Program Evaluation," IZA Discussion Papers 804, IZA Network @ LISER.
    59. Jing Cai, 2016. "The Impact of Insurance Provision on Household Production and Financial Decisions," American Economic Journal: Economic Policy, American Economic Association, vol. 8(2), pages 44-88, May.
    60. Jaap H. Abbring & Gerard J. van den Berg, 2003. "The Nonparametric Identification of Treatment Effects in Duration Models," Econometrica, Econometric Society, vol. 71(5), pages 1491-1517, September.
    61. Tatyana Deryugina, 2017. "The Fiscal Cost of Hurricanes: Disaster Aid versus Social Insurance," American Economic Journal: Economic Policy, American Economic Association, vol. 9(3), pages 168-198, August.
    62. Jonathan Roth, 2022. "Pretest with Caution: Event-Study Estimates after Testing for Parallel Trends," American Economic Review: Insights, American Economic Association, vol. 4(3), pages 305-322, September.
    63. Page, Lionel & Savage, David A. & Torgler, Benno, 2014. "Variation in risk seeking behaviour following large losses: A natural experiment," European Economic Review, Elsevier, vol. 71(C), pages 121-131.
    64. Schumacher, Ingmar & Strobl, Eric, 2011. "Economic development and losses due to natural disasters: The role of hazard exposure," Ecological Economics, Elsevier, vol. 72(C), pages 97-105.
    65. W J Wouter Botzen & Olivier Deschenes & Mark Sanders, 2019. "The Economic Impacts of Natural Disasters: A Review of Models and Empirical Studies," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 13(2), pages 167-188.
    66. David H. Autor, 2003. "Outsourcing at Will: The Contribution of Unjust Dismissal Doctrine to the Growth of Employment Outsourcing," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 1-42, January.
    67. Heckman, James J. & Navarro, Salvador, 2007. "Dynamic discrete choice and dynamic treatment effects," Journal of Econometrics, Elsevier, vol. 136(2), pages 341-396, February.
    68. Cl'ement de Chaisemartin & Xavier D'Haultf{oe}uille, 2020. "Difference-in-Differences Estimators of Intertemporal Treatment Effects," Papers 2007.04267, arXiv.org, revised Dec 2024.
    69. Paul A. Raschky & Manijeh Schwindt, 2016. "Aid, Catastrophes and the Samaritan's Dilemma," Economica, London School of Economics and Political Science, vol. 83(332), pages 624-645, October.
    70. Michelle Marcus & Pedro H. C. Sant’Anna, 2021. "The Role of Parallel Trends in Event Study Settings: An Application to Environmental Economics," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 8(2), pages 235-275.
    71. Vergara, Marcos, 2017. "Precautionary saving: A taxonomy of prudence," Economics Letters, Elsevier, vol. 150(C), pages 18-20.
    72. Kellenberg, Derek K. & Mobarak, Ahmed Mushfiq, 2008. "Does rising income increase or decrease damage risk from natural disasters?," Journal of Urban Economics, Elsevier, vol. 63(3), pages 788-802, May.
    73. Kimball, Miles S, 1990. "Precautionary Saving in the Small and in the Large," Econometrica, Econometric Society, vol. 58(1), pages 53-73, January.
    74. Toya, Hideki & Skidmore, Mark, 2007. "Economic development and the impacts of natural disasters," Economics Letters, Elsevier, vol. 94(1), pages 20-25, January.
    75. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    76. Lisa Cameron & Manisha Shah, 2015. "Risk-Taking Behavior in the Wake of Natural Disasters," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 484-515.
    77. Cantelmo, Alessandro & Melina, Giovanni & Papageorgiou, Chris, 2023. "Macroeconomic outcomes in disaster-prone countries," Journal of Development Economics, Elsevier, vol. 161(C).
    78. Clarke, Daniel J. & Dercon, Stefan, 2016. "Dull Disasters?: How planning ahead will make a difference," OUP Catalogue, Oxford University Press, number 9780198785576.
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    JEL classification:

    • D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming
    • E21 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Consumption; Saving; Wealth
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

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