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The role of social protection in mitigating the effects of rainfall shocks. Evidence from Ethiopia

Author

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  • Silvio Daidone

    (Food and Agriculture Organization of the United Nations)

  • Francisco Pereira Fontes

    (Food and Agriculture Organization of the United Nations)

Abstract

We study how participation in various social protection schemes can mitigate the negative relationship between adverse rainfall shocks and agricultural production, thus acting as a tool for climate change adaptation. We use panel data from Ethiopia, analyzing the influence of these programs on the technical efficiency of smallholder farmers and how these effects on agricultural production change in the presence adverse rainfall shocks. We find heterogeneous effects of social protection. Public works are negatively associated with productive efficiency, especially in the presence of negative shocks. Recipients of free food display higher sales and profits while cash transfers are more neutral to production and positively associated with farming profitability.

Suggested Citation

  • Silvio Daidone & Francisco Pereira Fontes, 2023. "The role of social protection in mitigating the effects of rainfall shocks. Evidence from Ethiopia," Journal of Productivity Analysis, Springer, vol. 60(3), pages 315-332, December.
  • Handle: RePEc:kap:jproda:v:60:y:2023:i:3:d:10.1007_s11123-023-00688-x
    DOI: 10.1007/s11123-023-00688-x
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    as
    1. Gustavo Anríquez & Silvio Daidone, 2010. "Linkages between the farm and nonfarm sectors at the household level in rural Ghana: a consistent stochastic distance function approach," Agricultural Economics, International Association of Agricultural Economists, vol. 41(1), pages 51-66, January.
    2. de Janvry, Alain & Finan, Frederico & Sadoulet, Elisabeth & Vakis, Renos, 2006. "Can conditional cash transfer programs serve as safety nets in keeping children at school and from working when exposed to shocks?," Journal of Development Economics, Elsevier, vol. 79(2), pages 349-373, April.
    3. Prifti, Ervin & Daidone, Silvio & Pace, Noemi & Davis, Benjamin, 2019. "Unconditional cash transfers, risk attitudes and modern inputs demand," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 53, pages 100-118.
    4. Ligia Alba Melo-Becerra & Antonio José Orozco-Gallo, 2017. "Technical efficiency for Colombian small crop and livestock farmers: A stochastic metafrontier approach for different production systems," Journal of Productivity Analysis, Springer, vol. 47(1), pages 1-16, February.
    5. Achyuta Adhvaryu & Teresa Molina & Anant Nyshadham & Jorge Tamayo, 2024. "Helping Children Catch Up: Early Life Shocks and the PROGRESA Experiment," The Economic Journal, Royal Economic Society, vol. 134(657), pages 1-22.
    6. Nathan Nunn & Nancy Qian, 2014. "US Food Aid and Civil Conflict," American Economic Review, American Economic Association, vol. 104(6), pages 1630-1666, June.
    7. Benjamin Schwab, 2019. "Comparing the Productive Effects of Cash and Food Transfers in a Crisis Setting: Evidence from a Randomised Experiment in Yemen," Journal of Development Studies, Taylor & Francis Journals, vol. 55(S1), pages 29-54, December.
    8. John Hoddinott & Tseday J. Mekasha, 2020. "Social Protection, Household Size, and Its Determinants: Evidence from Ethiopia," Journal of Development Studies, Taylor & Francis Journals, vol. 56(10), pages 1818-1837, October.
    9. Alberto Abadie & Susan Athey & Guido W Imbens & Jeffrey M Wooldridge, 2023. "When Should You Adjust Standard Errors for Clustering?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 138(1), pages 1-35.
    10. Sun Ling Wang & Eldon Ball & Richard Nehring & Ryan Williams & Truong Chau, 2018. "Impacts of Climate Change and Extreme Weather on US Agricultural Productivity: Evidence and Projection," NBER Chapters, in: Agricultural Productivity and Producer Behavior, pages 41-75, National Bureau of Economic Research, Inc.
    11. Daniel Gilligan & John Hoddinott & Alemayehu Seyoum Taffesse, 2009. "The Impact of Ethiopia's Productive Safety Net Programme and its Linkages," Journal of Development Studies, Taylor & Francis Journals, vol. 45(10), pages 1684-1706.
    12. Federico Belotti & Silvio Daidone & Giuseppe Ilardi & Vincenzo Atella, 2013. "Stochastic frontier analysis using Stata," Stata Journal, StataCorp LP, vol. 13(4), pages 718-758, December.
    13. Abdulaziz Shehu & Shaufique F. Sidique, 2015. "The Effect of Shocks on Household Consumption in Rural Nigeria," Journal of Developing Areas, Tennessee State University, College of Business, vol. 49(3), pages 353-364, July-Sepe.
    14. Ervin Prifti & Silvio Daidone & Noemi Pace & Benjamin Davis, 2020. "Stuck exchange: Can cash transfers push smallholders out of autarky?," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 29(5), pages 495-509, July.
    15. Salvatore Di Falco & Marcella Veronesi & Mahmud Yesuf, 2011. "Does Adaptation to Climate Change Provide Food Security? A Micro-Perspective from Ethiopia," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 93(3), pages 825-842.
    16. Wang, Jirong & Cramer, Gail L. & Wailes, Eric J., 1996. "Production efficiency of Chinese agriculture: evidence from rural household survey data," Agricultural Economics, Blackwell, vol. 15(1), pages 17-28, September.
    17. Mark R. Rosenzweig & Christopher Udry, 2014. "Rainfall Forecasts, Weather, and Wages over the Agricultural Production Cycle," American Economic Review, American Economic Association, vol. 104(5), pages 278-283, May.
    18. Rachel Sabates-Wheeler & Kalle Hirvonen & Jeremy Lind & John Hoddinott, 2022. "Expanding Social Protection Coverage with Humanitarian Aid: Lessons on Targeting and Transfer Values from Ethiopia," Journal of Development Studies, Taylor & Francis Journals, vol. 58(10), pages 1981-2000, October.
    19. Marc F. Bellemare & Casey J. Wichman, 2020. "Elasticities and the Inverse Hyperbolic Sine Transformation," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(1), pages 50-61, February.
    20. Clément Imbert & John Papp, 2015. "Labor Market Effects of Social Programs: Evidence from India's Employment Guarantee," American Economic Journal: Applied Economics, American Economic Association, vol. 7(2), pages 233-263, April.
    21. del Ninno, Carlo & Lundberg, Mattias, 2005. "Treading water: The long-term impact of the 1998 flood on nutrition in Bangladesh," Economics & Human Biology, Elsevier, vol. 3(1), pages 67-96, March.
    22. Sarah Baird & David McKenzie & Berk Özler, 2018. "The effects of cash transfers on adult labor market outcomes," IZA Journal of Migration and Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 8(1), pages 1-20, December.
    23. 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.
    24. 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.
    25. Olivier Deschênes & Michael Greenstone, 2007. "The Economic Impacts of Climate Change: Evidence from Agricultural Output and Random Fluctuations in Weather," American Economic Review, American Economic Association, vol. 97(1), pages 354-385, March.
    26. Ryan Boone & Katia Covarrubias & Benjamin Davis & Paul Winters, 2013. "Cash transfer programs and agricultural production: the case of Malawi," Agricultural Economics, International Association of Agricultural Economists, vol. 44(3), pages 365-378, May.
    27. Mueller, Valerie & Gray, Clark & Handa, Sudhanshu & Seidenfeld, David, 2020. "Do social protection programs foster short-term and long-term migration adaptation strategies?," Environment and Development Economics, Cambridge University Press, vol. 25(2), pages 135-158, April.
    28. Silvio Daidone & Benjamin Davis & Sudhanshu Handa & Paul Winters, 2019. "The Household and Individual-Level Productive Impacts of Cash Transfer Programs in Sub-Saharan Africa," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 101(5), pages 1401-1431.
    29. Nigel Key & Stacy Sneeringer, 2014. "Potential Effects of Climate Change on the Productivity of U.S. Dairies," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(4), pages 1136-1156.
    30. Prifti Ervin & Estruch Elisenda & Daidone Silvio & Davis Benjamin & Van Ufford Paul & Michelo Stanfeld & Handa Sudhanshu & Seidenfeld David & Tembo Gelson, 2017. "Learning About Labour Impacts of Cash Transfers in Zambia," Journal of African Economies, Centre for the Study of African Economies, vol. 26(4), pages 433-442.
    31. Meeusen, Wim & van den Broeck, Julien, 1977. "Efficiency Estimation from Cobb-Douglas Production Functions with Composed Error," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 18(2), pages 435-444, June.
    32. Kutlu, Levent, 2010. "Battese-coelli estimator with endogenous regressors," Economics Letters, Elsevier, vol. 109(2), pages 79-81, November.
    33. Amsler, Christine & Prokhorov, Artem & Schmidt, Peter, 2017. "Endogenous environmental variables in stochastic frontier models," Journal of Econometrics, Elsevier, vol. 199(2), pages 131-140.
    34. John Hoddinott & Guush Berhane & Daniel O. Gilligan & Neha Kumar & Alemayehu Seyoum Taffesse, 2012. "The Impact of Ethiopia's Productive Safety Net Programme and Related Transfers on Agricultural Productivity," Journal of African Economies, Centre for the Study of African Economies, vol. 21(5), pages -786, November.
    35. MaCurdy, Thomas E & Pencavel, John H, 1986. "Testing between Competing Models of Wage and Employment Determination in Unionized Markets," Journal of Political Economy, University of Chicago Press, vol. 94(3), pages 3-39, June.
    36. Cliff Huang & Hung-pin Lai, 2012. "Estimation of stochastic frontier models based on multimodel inference," Journal of Productivity Analysis, Springer, vol. 38(3), pages 273-284, December.
    37. Mustafa U. Karakaplan & Levent Kutlu, 2017. "Handling Endogeneity in Stochastic Frontier Analysis," Economics Bulletin, AccessEcon, vol. 37(2), pages 889-901.
    38. David A. Hennessy, 1998. "The Production Effects of Agricultural Income Support Policies under Uncertainty," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 80(1), pages 46-57.
    39. Ravallion, Martin & Wodon, Quentin, 2000. "Does Child Labour Displace Schooling? Evidence on Behavioural Responses to an Enrollment Subsidy," Economic Journal, Royal Economic Society, vol. 110(462), pages 158-175, March.
    40. Danyelle Branco & José Féres, 2021. "Weather Shocks and Labor Allocation: Evidence from Rural Brazil," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(4), pages 1359-1377, August.
    41. Kumbhakar, Subal C & Ghosh, Soumendra & McGuckin, J Thomas, 1991. "A Generalized Production Frontier Approach for Estimating Determinants of Inefficiency in U.S. Dairy Farms," Journal of Business & Economic Statistics, American Statistical Association, vol. 9(3), pages 279-286, July.
    42. 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.
    43. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
    44. Kefyalew Endale & Alexander Pick & Tassew Woldehanna, 2019. "Financing social protection in Ethiopia: A long-term perspective," OECD Development Policy Papers 15, OECD Publishing.
    45. Jirong Wang & Gail L. Cramer & Eric J. Wailes, 1996. "Production efficiency of Chinese agriculture: evidence from rural household survey data," Agricultural Economics, International Association of Agricultural Economists, vol. 15(1), pages 17-28, September.
    46. Knippenberg, Erwin & Hoddinott, John F., 2017. "Shocks, social protection, and resilience: Evidence from Ethiopia," ESSP working papers 109, International Food Policy Research Institute (IFPRI).
    47. Kutlu, Levent & Tran, Kien C. & Tsionas, Mike G., 2019. "A time-varying true individual effects model with endogenous regressors," Journal of Econometrics, Elsevier, vol. 211(2), pages 539-559.
    48. Kalle Hirvonen & John Hoddinott, 2021. "Beneficiary Views on Cash and In-Kind Payments: Evidence from Ethiopia's Productive Safety Net Programme," The World Bank Economic Review, World Bank, vol. 35(2), pages 398-413.
    49. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
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