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The workforce paradox: Do extreme natural disasters accelerate or undermine labour productivity?

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  • McCloud, Nadine
  • Ivey, Wendel
  • Taylor, Ajornie

Abstract

Using Jamaica as a testing ground, this study applies synthetic control methods to decouple and estimate the causal, short-run and long-run dynamic effects of Hurricane Gilbert, which made landfall in 1988, on the country’s labour productivity using aggregated data. The findings reveal a non-linear impact: labour productivity increased by an average of 14.6% in the short run (2 to 4 years post-Gilbert) but declined significantly in the long run by an average of 33.70%. On average, labour productivity would have been approximately 21.1% higher without Gilbert and its aftermath. Moreover, Gilbert exerted a more harmful effect on the output than the employment channel, whereas exchange rate depreciation, increases in remittance inflows and stronger migration pull factors are adverse moderators. Despite the current donor retreat from providing foreign assistance, the findings suggest external aid is crucial in the immediate aftermath of a natural disaster to stave off labour productivity reduction.

Suggested Citation

  • McCloud, Nadine & Ivey, Wendel & Taylor, Ajornie, 2026. "The workforce paradox: Do extreme natural disasters accelerate or undermine labour productivity?," Economic Modelling, Elsevier, vol. 154(C).
  • Handle: RePEc:eee:ecmode:v:154:y:2026:i:c:s0264999325003566
    DOI: 10.1016/j.econmod.2025.107361
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    1. McCloud, Nadine & Ivey, Wendel, 2025. "Do international capital flows discourage labour productivity in the Caribbean? An empirical investigation of Jamaica," International Economics, Elsevier, vol. 182(C).
    2. Nicholas Bloom, 2014. "Fluctuations in Uncertainty," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 153-176, Spring.
    3. Marto, Ricardo & Papageorgiou, Chris & Klyuev, Vladimir, 2018. "Building resilience to natural disasters: An application to small developing states," Journal of Development Economics, Elsevier, vol. 135(C), pages 574-586.
    4. Pecha, Camilo, 2017. "The Effects of Natural Disasters on the Labour Market: Do Hurricanes Increase Informality?," IDB Publications (Working Papers) 8691, Inter-American Development Bank.
    5. Richard Hornbeck, 2012. "The Enduring Impact of the American Dust Bowl: Short- and Long-Run Adjustments to Environmental Catastrophe," American Economic Review, American Economic Association, vol. 102(4), pages 1477-1507, June.
    6. Hallegatte, Stéphane & Dumas, Patrice, 2009. "Can natural disasters have positive consequences? Investigating the role of embodied technical change," Ecological Economics, Elsevier, vol. 68(3), pages 777-786, January.
    7. Felbermayr, Gabriel & Gröschl, Jasmin, 2014. "Naturally negative: The growth effects of natural disasters," Journal of Development Economics, Elsevier, vol. 111(C), pages 92-106.
    8. Vivek Ghosal & Yang Ye, 2015. "Uncertainty and the employment dynamics of small and large businesses," Small Business Economics, Springer, vol. 44(3), pages 529-558, March.
    9. Benjamin D. Keen & Michael R. Pakko, 2011. "Monetary Policy and Natural Disasters in a DSGE Model," Southern Economic Journal, Southern Economic Association, vol. 77(4), pages 973-990, April.
    10. 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.
    11. Xiangyuan Meng & Haoge Guo & Jie Li, 2023. "Economic policy uncertainty and corporate investment: evidence from China," Economic Change and Restructuring, Springer, vol. 56(6), pages 4491-4529, December.
    12. Spencer, Nekeisha & Polachek, Solomon, 2015. "Hurricane watch: Battening down the effects of the storm on local crop production," Ecological Economics, Elsevier, vol. 120(C), pages 234-240.
    13. Nicholas Bloom & Philip Bunn & Scarlet Chen & Paul Mizen & Pawel Smietanka & Gregory Thwaites, 2019. "The Impact of Brexit on UK Firms," NBER Working Papers 26218, National Bureau of Economic Research, Inc.
    14. Sheng, Yu & Xu, Xinpeng, 2019. "The productivity impact of climate change: Evidence from Australia's Millennium drought," Economic Modelling, Elsevier, vol. 76(C), pages 182-191.
    15. Pelli, Martino & Tschopp, Jeanne & Bezmaternykh, Natalia & Eklou, Kodjovi M., 2023. "In the eye of the storm: Firms and capital destruction in India," Journal of Urban Economics, Elsevier, vol. 134(C).
    16. Eli Ben-Michael & Avi Feller & Jesse Rothstein, 2021. "The Augmented Synthetic Control Method," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 116(536), pages 1789-1803, October.
    17. Morikawa, Masayuki, 2016. "Business uncertainty and investment: Evidence from Japanese companies," Journal of Macroeconomics, Elsevier, vol. 49(C), pages 224-236.
    18. Noy, Ilan & duPont IV, William, 2016. "The long-term consequences of natural disasters — A summary of the literature," Working Paper Series 4981, Victoria University of Wellington, School of Economics and Finance.
    19. Hiroyasu Inoue & Yasuyuki Todo, 2019. "Firm-level propagation of shocks through supply-chain networks," Nature Sustainability, Nature, vol. 2(9), pages 841-847, September.
    20. Nicholas Bloom & Max Floetotto & Nir Jaimovich & Itay Saporta†Eksten & Stephen J. Terry, 2018. "Really Uncertain Business Cycles," Econometrica, Econometric Society, vol. 86(3), pages 1031-1065, May.
    21. Eduardo Cavallo & Ilan Noy, 2009. "The Economics of Natural Disasters: A Survey," Research Department Publications 4649, Inter-American Development Bank, Research Department.
    22. Noy, Ilan, 2009. "The macroeconomic consequences of disasters," Journal of Development Economics, Elsevier, vol. 88(2), pages 221-231, March.
    23. repec:rnp:ecopol:09111 is not listed on IDEAS
    24. Coffman, Makena & Noy, Ilan, 2012. "Hurricane Iniki: measuring the long-term economic impact of a natural disaster using synthetic control," Environment and Development Economics, Cambridge University Press, vol. 17(2), pages 187-205, April.
    25. Mark Skidmore & Hideki Toya, 2002. "Do Natural Disasters Promote Long-Run Growth?," Economic Inquiry, Western Economic Association International, vol. 40(4), pages 664-687, October.
    26. Eric Strobl, 2011. "The Economic Growth Impact of Hurricanes: Evidence from U.S. Coastal Counties," The Review of Economics and Statistics, MIT Press, vol. 93(2), pages 575-589, May.
    27. Mr. Boileau Loko & Mame Astou Diouf, 2009. "Revisiting the Determinants of Productivity Growth - What’s new?," IMF Working Papers 2009/225, International Monetary Fund.
    28. Strobl, Eric, 2012. "The economic growth impact of natural disasters in developing countries: Evidence from hurricane strikes in the Central American and Caribbean regions," Journal of Development Economics, Elsevier, vol. 97(1), pages 130-141.
    29. Alessandri, Piergiorgio & Mumtaz, Haroon, 2019. "Financial regimes and uncertainty shocks," Journal of Monetary Economics, Elsevier, vol. 101(C), pages 31-46.
    30. Andrea Leiter & Harald Oberhofer & Paul Raschky, 2009. "Creative Disasters? Flooding Effects on Capital, Labour and Productivity Within European Firms," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 43(3), pages 333-350, July.
    31. Ross Levine, 1997. "Financial Development and Economic Growth: Views and Agenda," Journal of Economic Literature, American Economic Association, vol. 35(2), pages 688-726, June.
    32. Susanto Basu & Brent Bundick, 2017. "Uncertainty Shocks in a Model of Effective Demand," Econometrica, Econometric Society, vol. 85, pages 937-958, May.
    33. Boustan, Leah Platt & Kahn, Matthew E. & Rhode, Paul W. & Yanguas, Maria Lucia, 2020. "The effect of natural disasters on economic activity in US counties: A century of data," Journal of Urban Economics, Elsevier, vol. 118(C).
    34. Firpo Sergio & Possebom Vitor, 2018. "Synthetic Control Method: Inference, Sensitivity Analysis and Confidence Sets," Journal of Causal Inference, De Gruyter, vol. 6(2), pages 1-26, September.
    35. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    36. Wang, Yizhong & Chen, Carl R. & Huang, Ying Sophie, 2014. "Economic policy uncertainty and corporate investment: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 26(C), pages 227-243.
    37. Alberto Abadie & Alexis Diamond & Jens Hainmueller, 2015. "Comparative Politics and the Synthetic Control Method," American Journal of Political Science, John Wiley & Sons, vol. 59(2), pages 495-510, February.
    38. Alberto Abadie & Javier Gardeazabal, 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country," American Economic Review, American Economic Association, vol. 93(1), pages 113-132, March.
    39. Bruno Ferman & Cristine Pinto, 2021. "Synthetic controls with imperfect pretreatment fit," Quantitative Economics, Econometric Society, vol. 12(4), pages 1197-1221, November.
    40. Adam Rose, 2004. "Economic Principles, Issues, and Research Priorities in Hazard Loss Estimation," Advances in Spatial Science, in: Yasuhide Okuyama & Stephanie E. Chang (ed.), Modeling Spatial and Economic Impacts of Disasters, chapter 2, pages 13-36, Springer.
    41. 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.
    42. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "Varieties of Crises and Their Dates," Introductory Chapters, in: This Time Is Different: Eight Centuries of Financial Folly, Princeton University Press.
    43. Carmen M. Reinhart & Kenneth S. Rogoff, 2014. "Recovery from Financial Crises: Evidence from 100 Episodes," American Economic Review, American Economic Association, vol. 104(5), pages 50-55, May.
    44. Alberto Abadie, 2021. "Using Synthetic Controls: Feasibility, Data Requirements, and Methodological Aspects," Journal of Economic Literature, American Economic Association, vol. 59(2), pages 391-425, June.
    45. Hainmueller, Jens & Hazlett, Chad, 2014. "Kernel Regularized Least Squares: Reducing Misspecification Bias with a Flexible and Interpretable Machine Learning Approach," Political Analysis, Cambridge University Press, vol. 22(2), pages 143-168, April.
    46. Thomas K.J. McDermott & Frank Barry & Richard S.J. Tol, 2014. "Disasters and development: natural disasters, credit constraints, and economic growth," Oxford Economic Papers, Oxford University Press, vol. 66(3), pages 750-773.
    47. Leduc, Sylvain & Liu, Zheng, 2016. "Uncertainty shocks are aggregate demand shocks," Journal of Monetary Economics, Elsevier, vol. 82(C), pages 20-35.
    48. Sebastian Galiani & Brian Quistorff, 2017. "The synth runner package: Utilities to automate synthetic control estimation using synth," Stata Journal, StataCorp LLC, vol. 17(4), pages 834-849, December.
    49. Jeffrey A. Groen & Mark J. Kutzbach & Anne E. Polivka, 2020. "Storms and Jobs: The Effect of Hurricanes on Individuals’ Employment and Earnings over the Long Term," Journal of Labor Economics, University of Chicago Press, vol. 38(3), pages 653-685.
    50. Andreas Billmeier & Tommaso Nannicini, 2013. "Assessing Economic Liberalization Episodes: A Synthetic Control Approach," The Review of Economics and Statistics, MIT Press, vol. 95(3), pages 983-1001, July.
    51. Cheng Hsiao & H. Steve Ching & Shui Ki Wan, 2012. "A Panel Data Approach For Program Evaluation: Measuring The Benefits Of Political And Economic Integration Of Hong Kong With Mainland China," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 27(5), pages 705-740, August.
    52. Eduardo Cavallo & Ilan Noy, 2009. "The Economics of Natural Disasters: A Survey," Research Department Publications 4649, Inter-American Development Bank, Research Department.
    53. Barattieri, Alessandro & Borda, Patrice & Brugnoli, Alberto & Pelli, Martino & Tschopp, Jeanne, 2023. "The short-run, dynamic employment effects of natural disasters: New insights from Puerto Rico," Ecological Economics, Elsevier, vol. 205(C).
    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. Noy, Ilan & duPont IV, William, 2016. "The long-term consequences of natural disasters — A summary of the literature," Working Paper Series 19397, Victoria University of Wellington, School of Economics and Finance.
    56. Hallegatte, Stéphane & Jooste, Charl & McIsaac, Florent, 2024. "Modeling the macroeconomic consequences of natural disasters: Capital stock, recovery dynamics, and monetary policy," Economic Modelling, Elsevier, vol. 139(C).
    57. Zheng, Shanshan & Wang, Derek D., 2024. "The local economic impacts of mega nuclear accident: A synthetic control analysis of Fukushima," Economic Modelling, Elsevier, vol. 136(C).
    58. Loayza, Norman V. & Olaberría, Eduardo & Rigolini, Jamele & Christiaensen, Luc, 2012. "Natural Disasters and Growth: Going Beyond the Averages," World Development, Elsevier, vol. 40(7), pages 1317-1336.
    59. Stephane Hallegatte, 2019. "Disasters’ impacts on supply chains," Nature Sustainability, Nature, vol. 2(9), pages 791-792, September.
    60. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    61. V. Mueller & C. Gray & K. Kosec, 2014. "Heat stress increases long-term human migration in rural Pakistan," Nature Climate Change, Nature, vol. 4(3), pages 182-185, March.
    62. Bilenkisi, Fikret, 2024. "Uncertainty, labour force participation and job search," Economic Modelling, Elsevier, vol. 139(C).
    63. Runkel, Corey, 2021. "Jamaica Financial Sector Adjustment Company (FINSAC)--Loan Recovery and Asset Disposal Units," Journal of Financial Crises, Yale Program on Financial Stability (YPFS), vol. 3(2), pages 341-356, April.
    64. Bruno Ferman & Cristine Pinto & Vitor Possebom, 2020. "Cherry Picking with Synthetic Controls," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 39(2), pages 510-532, March.
    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. Sangyup Choi & Myungkyu Shim, 2019. "Financial vs. Policy Uncertainty in Emerging Market Economies," Open Economies Review, Springer, vol. 30(2), pages 297-318, April.
    67. Xiangyuan Meng & Haoge Guo & Jie Li, 2023. "Author Correction: Economic policy uncertainty and corporate investment: evidence from China," Economic Change and Restructuring, Springer, vol. 56(6), pages 4745-4745, December.
    68. Alberto Abadie & Jérémy L’Hour, 2021. "A Penalized Synthetic Control Estimator for Disaggregated Data," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 116(536), pages 1817-1834, October.
    69. Pami Dua & Niti Khandelwal Garg, 2019. "Determinants of labour productivity: Comparison between developing and developed countries of Asia‐Pacific," Pacific Economic Review, Wiley Blackwell, vol. 24(5), pages 686-704, December.
    70. Nicholas Bloom, 2009. "The Impact of Uncertainty Shocks," Econometrica, Econometric Society, vol. 77(3), pages 623-685, May.
    71. Tam B. Vu & Ilan Noy, 2018. "Natural Disasters and Firms in Vietnam," Pacific Economic Review, Wiley Blackwell, vol. 23(3), pages 426-452, August.
    72. 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.
    73. Benjamin D. Keen & Michael R. Pakko, 2011. "Monetary Policy and Natural Disasters in a DSGE Model," Southern Economic Journal, John Wiley & Sons, vol. 77(4), pages 973-990, April.
    74. Hallegatte, Stephane, 2011. "How economic growth and rational decisions can make disaster losses grow faster than wealth," Policy Research Working Paper Series 5617, The World Bank.
    75. Huseyin Gulen & Mihai Ion, 2016. "Editor's Choice Policy Uncertainty and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 29(3), pages 523-564.
    76. Cantelmo, Alessandro & Melina, Giovanni & Papageorgiou, Chris, 2023. "Macroeconomic outcomes in disaster-prone countries," Journal of Development Economics, Elsevier, vol. 161(C).
    77. Elliott, Robert J.R. & Liu, Yi & Strobl, Eric & Tong, Meng, 2019. "Estimating the direct and indirect impact of typhoons on plant performance: Evidence from Chinese manufacturers," Journal of Environmental Economics and Management, Elsevier, vol. 98(C).
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    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • E22 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Investment; Capital; Intangible Capital; Capacity
    • E23 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Production
    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development
    • O57 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Comparative Studies of Countries

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