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The Impacts of Weather Shocks on Employment Outcomes: Evidence from South Africa

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  • Harriet Brookes Gray
  • Vis Taraz
  • Simon D. Halliday

Abstract

As climate change accelerates, the frequency of extreme weather conditions will increase. We assess the impact of rising temperatures and drought on the employment outcomes of working–age individuals in South Africa between 2008 and 2017. We merge high-resolution weather data with panel survey data that contains individual labor market outcomes and estimate causal impacts using a fixed effects framework. We find that drought conditions decrease the likelihood that an individual is employed by approximately 3.2 percentage points. These effects are concentrated in the service sector and in provinces that are more reliant on tourism. The employment outcomes of women, part-time workers, and workers without a high school diploma appear to especially sensitive to drought. Taken together, our results suggest that the impacts of climate change will be felt unequally by South Africa’s workers

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  • Harriet Brookes Gray & Vis Taraz & Simon D. Halliday, 2021. "The Impacts of Weather Shocks on Employment Outcomes: Evidence from South Africa," Bristol Economics Discussion Papers 21/752, School of Economics, University of Bristol, UK.
    • Handle: RePEc:bri:uobdis:21/752
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    1. Benjamin F. Jones & Benjamin A. Olken, 2010. "Climate Shocks and Exports," American Economic Review, American Economic Association, vol. 100(2), pages 454-459, May.
    2. Marshall Burke & Solomon M. Hsiang & Edward Miguel, 2015. "Global non-linear effect of temperature on economic production," Nature, Nature, vol. 527(7577), pages 235-239, November.
    3. Geeta Kingdon & John Knight, 2007. "Unemployment in South Africa, 1995--2003: Causes, Problems and Policies," Journal of African Economies, Centre for the Study of African Economies, vol. 16(5), pages 813-848, November.
    4. Joshua Graff Zivin & Matthew Neidell, 2014. "Temperature and the Allocation of Time: Implications for Climate Change," Journal of Labor Economics, University of Chicago Press, vol. 32(1), pages 1-26.
    5. Riccardo Colacito & Bridget Hoffmann & Toan Phan, 2019. "Temperature and Growth: A Panel Analysis of the United States," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 51(2-3), pages 313-368, March.
    6. Achyuta Adhvaryu & Namrata Kala & Anant Nyshadham, 2019. "Management and Shocks to Worker Productivity," NBER Working Papers 25865, National Bureau of Economic Research, Inc.
    7. Emerick, Kyle, 2018. "Agricultural productivity and the sectoral reallocation of labor in rural India," Journal of Development Economics, Elsevier, vol. 135(C), pages 488-503.
    8. Marshall Burke & Kyle Emerick, 2016. "Adaptation to Climate Change: Evidence from US Agriculture," American Economic Journal: Economic Policy, American Economic Association, vol. 8(3), pages 106-140, August.
    9. Oliveira, Jaqueline & Palialol, Bruno & Pereda, Paula, 2021. "Do temperature shocks affect non-agriculture wages in Brazil? Evidence from individual-level panel data," Environment and Development Economics, Cambridge University Press, vol. 26(5-6), pages 450-465, October.
    10. E. Somanathan & Rohini Somanathan & Anant Sudarshan & Meenu Tewari, 2021. "The Impact of Temperature on Productivity and Labor Supply: Evidence from Indian Manufacturing," Journal of Political Economy, University of Chicago Press, vol. 129(6), pages 1797-1827.
    11. Anuska Jain & Roisin O'Sullivan & Vis Taraz, 2020. "Temperature and economic activity: evidence from India," Journal of Environmental Economics and Policy, Taylor & Francis Journals, vol. 9(4), pages 430-446, October.
    12. Rafael Dix‐Carneiro, 2014. "Trade Liberalization and Labor Market Dynamics," Econometrica, Econometric Society, vol. 82(3), pages 825-885, May.
    13. Dassanayake, Wijaya & Mohapatra, Sandeep & Luckert, Martin K. & Adamowicz, Wiktor, 2018. "Households' responses to climate change: contingent behavior evidence from rural South Africa," Environment and Development Economics, Cambridge University Press, vol. 23(1), pages 37-62, February.
    14. Jonathan Colmer, 2021. "Temperature, Labor Reallocation, and Industrial Production: Evidence from India," American Economic Journal: Applied Economics, American Economic Association, vol. 13(4), pages 101-124, October.
    15. Acevedo, Sebastian & Mrkaic, Mico & Novta, Natalija & Pugacheva, Evgenia & Topalova, Petia, 2020. "The Effects of Weather Shocks on Economic Activity: What are the Channels of Impact?," Journal of Macroeconomics, Elsevier, vol. 65(C).
    16. Anthony Louis D'Agostino & Wolfram Schlenker, 2016. "Recent weather fluctuations and agricultural yields: implications for climate change," Agricultural Economics, International Association of Agricultural Economists, vol. 47(S1), pages 159-171, November.
    17. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2014. "What Do We Learn from the Weather? The New Climate-Economy Literature," Journal of Economic Literature, American Economic Association, vol. 52(3), pages 740-798, September.
    18. David H. Autor & David Dorn & Gordon H. Hanson & Jae Song, 2014. "Trade Adjustment: Worker-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1799-1860.
    19. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2012. "Temperature Shocks and Economic Growth: Evidence from the Last Half Century," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(3), pages 66-95, July.
    20. Park, Jisung & Bangalore, Mook & Hallegatte, Stephane & Sandhoefner, Evan, 2018. "Households and heat stress: estimating the distributional consequences of climate change," Environment and Development Economics, Cambridge University Press, vol. 23(3), pages 349-368, June.
    21. Shane Godfrey & Jan Theron & Margareet Visser, 2007. "The State of Collective Bargaining in South Africa: An Empirical and Conceptual Study of Collective Bargaining," Working Papers 07130, University of Cape Town, Development Policy Research Unit.
    22. Winsemius, Hessel C. & Jongman, Brenden & Veldkamp, Ted I.E. & Hallegatte, Stephane & Bangalore, Mook & Ward, Philip J., 2018. "Disaster risk, climate change, and poverty: assessing the global exposure of poor people to floods and droughts," Environment and Development Economics, Cambridge University Press, vol. 23(3), pages 328-348, June.
    23. Daron Acemoglu & Vasco M. Carvalho & Asuman Ozdaglar & Alireza Tahbaz‐Salehi, 2012. "The Network Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 80(5), pages 1977-2016, September.
    24. Pinelopi Koujianou Goldberg & Nina Pavcnik, 2007. "Distributional Effects of Globalization in Developing Countries," Journal of Economic Literature, American Economic Association, vol. 45(1), pages 39-82, March.
    25. Alfani, Federica & Arslan, Aslihan & McCarthy, Nancy & Cavatassi, Romina & Sitko, Nicholas, 2021. "Climate resilience in rural Zambia: evaluating farmers’ response to El Niño-induced drought," Environment and Development Economics, Cambridge University Press, vol. 26(5-6), pages 582-604, October.
    26. Taraz, Vis, 2017. "Adaptation to climate change: historical evidence from the Indian monsoon," Environment and Development Economics, Cambridge University Press, vol. 22(5), pages 517-545, October.
    27. Henderson, J. Vernon & Storeygard, Adam & Deichmann, Uwe, 2017. "Has climate change driven urbanization in Africa?," Journal of Development Economics, Elsevier, vol. 124(C), pages 60-82.
    28. Mendelsohn, Robert & Dinar, Ariel, 1999. "Climate Change, Agriculture, and Developing Countries: Does Adaptation Matter?," The World Bank Research Observer, World Bank, vol. 14(2), pages 277-293, August.
    29. Jaqueline Oliveira & Bruno Palialol & Paula Pereda, 2021. "Do temperature shocks affect non-agriculture wages in Brazil? Evidence from individual-level panel data," Working Papers, Department of Economics 2021_13, University of São Paulo (FEA-USP).
    30. Tatyana Deryugina & Solomon Hsiang, 2017. "The Marginal Product of Climate," NBER Working Papers 24072, National Bureau of Economic Research, Inc.
    31. Vargas, Renato & Cabrera, Maynor & Cicowiez, Martin & Escobar, Pamela & Hernández, Violeta & Cabrera, Javier & Guzmán, Vivian, 2018. "Climate risk and food availability in Guatemala," Environment and Development Economics, Cambridge University Press, vol. 23(5), pages 558-579, October.
    32. Kerstin K. Zander & Wouter J. W. Botzen & Elspeth Oppermann & Tord Kjellstrom & Stephen T. Garnett, 2015. "Heat stress causes substantial labour productivity loss in Australia," Nature Climate Change, Nature, vol. 5(7), pages 647-651, July.
    33. Taraz, Vis, 2018. "Can farmers adapt to higher temperatures? Evidence from India," World Development, Elsevier, vol. 112(C), pages 205-219.
    34. Antonelli, Chiara & Coromaldi, Manuela & Dasgupta, Shouro & Emmerling, Johannes & Shayegh, Soheil, 2021. "Climate impacts on nutrition and labor supply disentangled – an analysis for rural areas of Uganda," Environment and Development Economics, Cambridge University Press, vol. 26(5-6), pages 512-537, October.
    35. Joshi, Kuhu, 2019. "The impact of drought on human capital in rural India," Environment and Development Economics, Cambridge University Press, vol. 24(4), pages 413-436, August.
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    Cited by:

    1. Yonas T. Bahta & Vuyiseka A. Myeki, 2022. "The Impact of Agricultural Drought on Smallholder Livestock Farmers: Empirical Evidence Insights from Northern Cape, South Africa," Agriculture, MDPI, vol. 12(4), pages 1-24, March.
    2. Castells-Quintana, David & Lopez-Uribe, Maria del Pilar & McDermott, Thomas K.J., 2022. "Population displacement and urban conflict: Global evidence from more than 3300 flood events," Journal of Development Economics, Elsevier, vol. 158(C).

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