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Crop and income diversification for rural adaptation: Insights from Ugandan panel data

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  • Antonelli, Chiara
  • Coromaldi, Manuela
  • Pallante, Giacomo

Abstract

Ugandan territory is a challenging environment for agriculture due to extreme climate events. These are likely to harm the development of rural communities. Crop diversification and off-farm activities are considered potential adaptation strategies to reduce the impacts of climate risk. This paper explores three main issues. The first one is the frequency and the intensity of climate shocks that push households to diversify their portfolio of livelihood options. The second one is about the market and the institutional factors that enhance the context where farmers can effectively diversify against adverse climate events. The last issue concerns the mix of crop and income diversification that minimises the welfare variability and the downside risk. To address these points, the study exploits four rounds of the Ugandan National Panel Survey and the SPEI climatic index to estimate a panel multinomial endogenous switching model. Results demonstrate that farmers' diversification response to the climate shocks is not linear. Moreover, the empirical analysis shows that a medium crop diversification maximises mean welfare, while a mix of high crop and income diversification generates the largest impact on the downside risk reduction. Social and human capital are crucial to improve the chance of an effective diversification-based adaptation.

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  • Antonelli, Chiara & Coromaldi, Manuela & Pallante, Giacomo, 2022. "Crop and income diversification for rural adaptation: Insights from Ugandan panel data," Ecological Economics, Elsevier, vol. 195(C).
  • Handle: RePEc:eee:ecolec:v:195:y:2022:i:c:s0921800922000520
    DOI: 10.1016/j.ecolecon.2022.107390
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    1. Aart Kraay & David McKenzie, 2014. "Do Poverty Traps Exist? Assessing the Evidence," Journal of Economic Perspectives, American Economic Association, vol. 28(3), pages 127-148, Summer.
    2. Jean‐Paul Chavas & Salvatore Di Falco, 2012. "On the Role of Risk Versus Economies of Scope in Farm Diversification With an Application to Ethiopian Farms," Journal of Agricultural Economics, Wiley Blackwell, vol. 63(1), pages 25-55, February.
    3. Martin, Sarah M. & Lorenzen, Kai, 2016. "Livelihood Diversification in Rural Laos," World Development, Elsevier, vol. 83(C), pages 231-243.
    4. Asfaw, Solomon & Pallante, Giacomo & Palma, Alessandro, 2018. "Diversification Strategies and Adaptation Deficit: Evidence from Rural Communities in Niger," World Development, Elsevier, vol. 101(C), pages 219-234.
    5. Jeffrey M. Wooldridge, 2005. "Simple solutions to the initial conditions problem in dynamic, nonlinear panel data models with unobserved heterogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(1), pages 39-54, January.
    6. Tavneet Suri, 2011. "Selection and Comparative Advantage in Technology Adoption," Econometrica, Econometric Society, vol. 79(1), pages 159-209, January.
    7. Mulwa, Chalmers K. & Visser, Martine, 2020. "Farm diversification as an adaptation strategy to climatic shocks and implications for food security in northern Namibia," World Development, Elsevier, vol. 129(C).
    8. Dercon, Stefan, 2004. "Growth and shocks: evidence from rural Ethiopia," Journal of Development Economics, Elsevier, vol. 74(2), pages 309-329, August.
    9. Wouterse, Fleur & Taylor, J. Edward, 2008. "Migration and Income Diversification:: Evidence from Burkina Faso," World Development, Elsevier, vol. 36(4), pages 625-640, April.
    10. Frank Ellis, 2000. "The Determinants of Rural Livelihood Diversification in Developing Countries," Journal of Agricultural Economics, Wiley Blackwell, vol. 51(2), pages 289-302, May.
    11. john M. Antle, 2010. "Asymmetry, Partial Moments, and Production Risk," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 92(5), pages 1294-1309.
    12. David Wuepper & Habtamu Yesigat Ayenew & Johannes Sauer, 2018. "Social Capital, Income Diversification and Climate Change Adaptation: Panel Data Evidence from Rural Ethiopia," Journal of Agricultural Economics, Wiley Blackwell, vol. 69(2), pages 458-475, June.
    13. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    14. 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.
    15. François Bourguignon & Martin Fournier & Marc Gurgand, 2007. "Selection Bias Corrections Based On The Multinomial Logit Model: Monte Carlo Comparisons," Journal of Economic Surveys, Wiley Blackwell, vol. 21(1), pages 174-205, February.
    16. Salvatore Di Falco & Jean-Paul Chavas, 2006. "Crop genetic diversity, farm productivity and the management of environmental risk in rainfed agriculture," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 33(3), pages 289-314, September.
    17. Hill, Ruth Vargas & Porter, Catherine, 2017. "Vulnerability to Drought and Food Price Shocks: Evidence from Ethiopia," World Development, Elsevier, vol. 96(C), pages 65-77.
    18. Ulrike Rippke & Julian Ramirez-Villegas & Andy Jarvis & Sonja J. Vermeulen & Louis Parker & Flora Mer & Bernd Diekkrüger & Andrew J. Challinor & Mark Howden, 2016. "Timescales of transformational climate change adaptation in sub-Saharan African agriculture," Nature Climate Change, Nature, vol. 6(6), pages 605-609, June.
    19. Bekele Shiferaw & Tewodros Kebede & Menale Kassie & Monica Fisher, 2015. "Market imperfections, access to information and technology adoption in Uganda: challenges of overcoming multiple constraints," Agricultural Economics, International Association of Agricultural Economists, vol. 46(4), pages 475-488, July.
    20. Ampaire, Edidah L. & Jassogne, Laurence & Providence, Happy & Acosta, Mariola & Twyman, Jennifer & Winowiecki, Leigh & van Asten, Piet, 2017. "Institutional challenges to climate change adaptation: A case study on policy action gaps in Uganda," Environmental Science & Policy, Elsevier, vol. 75(C), pages 81-90.
    21. Samuel Pironon & Thomas R. Etherington & James S. Borrell & Nicola Kühn & Marc Macias-Fauria & Ian Ondo & Carolina Tovar & Paul Wilkin & Katherine J. Willis, 2019. "Potential adaptive strategies for 29 sub-Saharan crops under future climate change," Nature Climate Change, Nature, vol. 9(10), pages 758-763, October.
    22. Frank Ellis, 1998. "Household strategies and rural livelihood diversification," Journal of Development Studies, Taylor & Francis Journals, vol. 35(1), pages 1-38.
    23. Robert Mendelsohn & Ariel Dinar, 2009. "Climate Change and Agriculture," Books, Edward Elgar Publishing, number 12990.
    24. Pascual, Unai & Narloch, Ulf & Nordhagen, Stella & Drucker, Adam G., 2011. "The economics of agrobiodiversity conservation for food security under climate change," Economia Agraria y Recursos Naturales, Spanish Association of Agricultural Economists, vol. 11(01), pages 1-30, November.
    25. Coromaldi, Manuela & Pallante, Giacomo & Savastano, Sara, 2015. "Adoption of modern varieties, farmers' welfare and crop biodiversity: Evidence from Uganda," Ecological Economics, Elsevier, vol. 119(C), pages 346-358.
    26. Barrett, C. B. & Reardon, T. & Webb, P., 2001. "Nonfarm income diversification and household livelihood strategies in rural Africa: concepts, dynamics, and policy implications," Food Policy, Elsevier, vol. 26(4), pages 315-331, August.
    27. Lovo, Stefania & Veronesi, Marcella, 2019. "Crop Diversification and Child Health: Empirical Evidence From Tanzania," Ecological Economics, Elsevier, vol. 158(C), pages 168-179.
    28. Gao, Jianfeng & Mills, Bradford F., 2018. "Weather Shocks, Coping Strategies, and Consumption Dynamics in Rural Ethiopia," World Development, Elsevier, vol. 101(C), pages 268-283.
    29. Menale Kassie & Hailemariam Teklewold & Paswel Marenya & Moti Jaleta & Olaf Erenstein, 2015. "Production Risks and Food Security under Alternative Technology Choices in Malawi: Application of a Multinomial Endogenous Switching Regression," Journal of Agricultural Economics, Wiley Blackwell, vol. 66(3), pages 640-659, September.
    30. Aslihan Arslan & Romina Cavatassi & Federica Alfani & Nancy Mccarthy & Leslie Lipper & Misael Kokwe, 2018. "Diversification Under Climate Variability as Part of a CSA Strategy in Rural Zambia," Journal of Development Studies, Taylor & Francis Journals, vol. 54(3), pages 457-480, March.
    31. 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.
    32. Hyland, Marie & Russ, Jason, 2019. "Water as destiny – The long-term impacts of drought in sub-Saharan Africa," World Development, Elsevier, vol. 115(C), pages 30-45.
    33. Marenya, Paswel P. & Gebremariam, Gebrelibanos & Jaleta, Moti & Rahut, Dil B., 2020. "Sustainable intensification among smallholder maize farmers in Ethiopia: Adoption and impacts under rainfall and unobserved heterogeneity," Food Policy, Elsevier, vol. 95(C).
    34. Mahmud Yesuf & Randall A. Bluffstone, 2009. "Poverty, Risk Aversion, and Path Dependence in Low-Income Countries: Experimental Evidence from Ethiopia," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 91(4), pages 1022-1037.
    35. Maddison, David, 2007. "The perception of and adaptation to climate change in Africa," Policy Research Working Paper Series 4308, The World Bank.
    36. Andrew Dillon & Kevin McGee & Gbemisola Oseni, 2015. "Agricultural Production, Dietary Diversity and Climate Variability," Journal of Development Studies, Taylor & Francis Journals, vol. 51(8), pages 976-995, August.
    37. Solomon Asfaw & Giuseppe Maggio, 2018. "Gender, Weather Shocks and Welfare: Evidence from Malawi," Journal of Development Studies, Taylor & Francis Journals, vol. 54(2), pages 271-291, February.
    38. Nguyen, Trung Thanh & Nguyen, Loc Duc & Lippe, Rattiya Suddeephong & Grote, Ulrike, 2017. "Determinants of Farmers’ Land Use Decision-Making: Comparative Evidence From Thailand and Vietnam," World Development, Elsevier, vol. 89(C), pages 199-213.
    39. Menale Kassie & Paswel Marenya & Yohannis Tessema & Moti Jaleta & Di Zeng & Olaf Erenstein & Dil Rahut, 2018. "Measuring Farm and Market Level Economic Impacts of Improved Maize Production Technologies in Ethiopia: Evidence from Panel Data," Journal of Agricultural Economics, Wiley Blackwell, vol. 69(1), pages 76-95, February.
    40. Pender, John & Nkonya, Ephraim & Jagger, Pamela & Sserunkuuma, Dick & Ssali, Henry, 2004. "Strategies to increase agricultural productivity and reduce land degradation: evidence from Uganda," Agricultural Economics, Blackwell, vol. 31(2-3), pages 181-195, December.
    41. Ellis, Frank, 2000. "Rural Livelihoods and Diversity in Developing Countries," OUP Catalogue, Oxford University Press, number 9780198296966.
    42. Christopher B. Barrett & Teevrat Garg & Linden McBride, 2016. "Well-Being Dynamics and Poverty Traps," Annual Review of Resource Economics, Annual Reviews, vol. 8(1), pages 303-327, October.
    43. Asfaw, Solomon & Pallante, Giacomo & Palma, Alessandro, 2020. "Distributional impacts of soil erosion on agricultural productivity and welfare in Malawi," Ecological Economics, Elsevier, vol. 177(C).
    44. Sarah Alobo Loison, 2015. "Rural Livelihood Diversification in Sub-Saharan Africa: A Literature Review," Journal of Development Studies, Taylor & Francis Journals, vol. 51(9), pages 1125-1138, September.
    45. Mintewab Bezabih & Mare Sarr, 2012. "Risk Preferences and Environmental Uncertainty: Implications for Crop Diversification Decisions in Ethiopia," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 53(4), pages 483-505, December.
    46. Donkor, Emmanuel & Onakuse, Stephen & Bogue, Joe & De Los Rios-Carmenado, Ignacio, 2019. "Fertiliser adoption and sustainable rural livelihood improvement in Nigeria," Land Use Policy, Elsevier, vol. 88(C).
    47. de Janvry, Alain & Sadoulet, Elisabeth, 1996. "Household Modeling For The Design Of Poverty Alleviation Strategies," CUDARE Working Papers 25121, University of California, Berkeley, Department of Agricultural and Resource Economics.
    48. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    49. Rosa-Schleich, Julia & Loos, Jacqueline & Mußhoff, Oliver & Tscharntke, Teja, 2019. "Ecological-economic trade-offs of Diversified Farming Systems – A review," Ecological Economics, Elsevier, vol. 160(C), pages 251-263.
    50. Wondimagegn Tesfaye & Garrick Blalock & Nyasha Tirivayi, 2021. "Climate‐Smart Innovations and Rural Poverty in Ethiopia: Exploring Impacts and Pathways," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(3), pages 878-899, May.
    51. Davis, Benjamin & Winters, Paul & Carletto, Gero & Covarrubias, Katia & Quiñones, Esteban J. & Zezza, Alberto & Stamoulis, Kostas & Azzarri, Carlo & DiGiuseppe, Stefania, 2010. "A Cross-Country Comparison of Rural Income Generating Activities," World Development, Elsevier, vol. 38(1), pages 48-63, January.
    52. Kazianga, Harounan & Udry, Christopher, 2006. "Consumption smoothing? Livestock, insurance and drought in rural Burkina Faso," Journal of Development Economics, Elsevier, vol. 79(2), pages 413-446, April.
    53. Salvatore Di Falco & Felice Adinolfi & Martina Bozzola & Fabian Capitanio, 2014. "Crop Insurance as a Strategy for Adapting to Climate Change," Journal of Agricultural Economics, Wiley Blackwell, vol. 65(2), pages 485-504, June.
    54. Kraay, Aart & McKenzie, David, 2014. "Do poverty traps exist ?," Policy Research Working Paper Series 6835, The World Bank.
    55. Elodie Blanc & Wolfram Schlenker, 2017. "The Use of Panel Models in Assessments of Climate Impacts on Agriculture," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 11(2), pages 258-279.
    56. McArthur, John W. & McCord, Gordon C., 2017. "Fertilizing growth: Agricultural inputs and their effects in economic development," Journal of Development Economics, Elsevier, vol. 127(C), pages 133-152.
    57. Antle, John M, 1983. "Infrastructure and Aggregate Agricultural Productivity: International Evidence," Economic Development and Cultural Change, University of Chicago Press, vol. 31(3), pages 609-619, April.
    58. Jonathan Morduch, 1995. "Income Smoothing and Consumption Smoothing," Journal of Economic Perspectives, American Economic Association, vol. 9(3), pages 103-114, Summer.
    59. A. J. Challinor & J. Watson & D. B. Lobell & S. M. Howden & D. R. Smith & N. Chhetri, 2014. "A meta-analysis of crop yield under climate change and adaptation," Nature Climate Change, Nature, vol. 4(4), pages 287-291, April.
    60. Makaiko G. Khonje & Julius Manda & Petros Mkandawire & Adane Hirpa Tufa & Arega D. Alene, 2018. "Adoption and welfare impacts of multiple agricultural technologies: evidence from eastern Zambia," Agricultural Economics, International Association of Agricultural Economists, vol. 49(5), pages 599-609, September.
    61. Di Falco, Salvatore & Perrings, Charles, 2005. "Crop biodiversity, risk management and the implications of agricultural assistance," Ecological Economics, Elsevier, vol. 55(4), pages 459-466, December.
    62. Tesfaye, Wondimagegn & Tirivayi, Nyasha, 2020. "Crop diversity, household welfare and consumption smoothing under risk: Evidence from rural Uganda," World Development, Elsevier, vol. 125(C).
    63. Call, Maia & Gray, Clark & Jagger, Pamela, 2019. "Smallholder responses to climate anomalies in rural Uganda," World Development, Elsevier, vol. 115(C), pages 132-144.
    64. Bozzola, Martina & Smale, Melinda, 2020. "The welfare effects of crop biodiversity as an adaptation to climate shocks in Kenya," World Development, Elsevier, vol. 135(C).
    65. Trædal, Leif Tore & Vedeld, Pål, 2018. "Cultivating forests: The role of forest land in household livelihood adaptive strategies in the Bac Kan Province of northern Vietnam," Land Use Policy, Elsevier, vol. 73(C), pages 249-258.
    66. Asfaw, S., 2018. "Market Participation, Weather Shocks and Welfare: Evidence from Malawi," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277029, International Association of Agricultural Economists.
    67. Jeffrey M. Wooldridge, 2015. "Control Function Methods in Applied Econometrics," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 420-445.
    68. Niehof, Anke, 2004. "The significance of diversification for rural livelihood systems," Food Policy, Elsevier, vol. 29(4), pages 321-338, August.
    69. Asfaw, Solomon & Scognamillo, Antonio & Caprera, Gloria Di & Sitko, Nicholas & Ignaciuk, Adriana, 2019. "Heterogeneous impact of livelihood diversification on household welfare: Cross-country evidence from Sub-Saharan Africa," World Development, Elsevier, vol. 117(C), pages 278-295.
    70. Wichern, Jannike & Descheemaeker, Katrien & Giller, Ken E. & Ebanyat, Peter & Taulya, Godfrey & van Wijk, Mark T., 2019. "Vulnerability and adaptation options to climate change for rural livelihoods – A country-wide analysis for Uganda," Agricultural Systems, Elsevier, vol. 176(C).
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