Vol. 78 No. 1 (2023)
Research Articles

Food security beyond global warming: economic and policy perspectives from Uganda

Chiara Perelli
Department of Economics, Engineering, Society and Business Organization (DEIM), Tuscia University
Giacomo Branca
Department of Economics, Engineering, Society and Business Organization (DEIM), Tuscia University

Published 2023-09-26

Keywords

  • climate change,
  • food and nutrition security,
  • smallholder farming,
  • generalized ordered regression,
  • East Africa

How to Cite

Perelli, C., & Branca, G. (2023). Food security beyond global warming: economic and policy perspectives from Uganda. Italian Review of Agricultural Economics, 78(1), 17–32. https://doi.org/10.36253/rea-13583

Abstract

Climate change has severe and pervasive impacts on natural systems and affects many aspects of human life. Increasing temperatures and alterations in the regimes of precipitations are adding pressure to global agricultural systems, which are already struggling to respond to expanding global demand for food. This directly translates into additional risks for poor people living in developing countries who already face precarious food security conditions. Focusing on the case of Uganda and using household data from the National Panel Survey merged with climatic data from the US National Oceanic and Atmospheric Administration, this paper explores the link between climate change and households’ food insecurity. By applying a generalized ordered logit model, this work provides quantitative evidence about the impact of climate variability on food and nutrition security of clustered food consumption groups of smallholder farmers. Among the different socio-economic and environmental variables affecting the households’ food security conditions, time and cross-sectional variations in the regime of precipitations play a crucial role. The results highlight that adaptation programmes aimed to reduce climate-induced food insecurity and improve coping abilities of rural communities should be site-specific and involve local communities with the aim of considering the specific risk exposure of the different agro-ecological areas.

Downloads

Download data is not yet available.

Metrics

Metrics Loading ...

References

  1. Abdoulaye T., Sanders J.H. (2005). Stages and determinants of fertilizer use in semiarid African agriculture: the Niger experience. Agricultural economics, 32(2): 167-179. DOI: https://doi.org/10.1111/j.0169-5150.2005.00011.x
  2. Adger W.N., Huq S., Brown K., Conway D., Hulme M. (2003). Adaptation to climate change in the developing world. Progress in development studies, 3(3): 179-195. DOI: https://doi.org/10.1191/1464993403ps060oa
  3. Adhikari U., Nejadhashemi A.P., Woznicki S.A. (2015). Climate change and eastern Africa: a review of impact on major crops. Food and Energy Security, 4(2): 110-132. DOI: https://doi.org/10.1002/fes3.61
  4. Al Dirani A., Abebe G.K., Bahn R.A., Martiniello G., Bashour I. (2021). Exploring climate change adaptation practices and household food security in the Middle Eastern context: a case of small family farms in Central Bekaa, Lebanon. Food Security, 13(4): 1029-1047. DOI: 10.1007/s12571-021-01188-2
  5. Ampaire E.L., Jassogne L., Providence H., Acosta M., Twyman J., Winowiecki L., Van Asten P. (2017). Institutional challenges to climate change adaptation: A case study on policy action gaps in Uganda. Environmental Science & Policy, 75: 81-90. DOI: https://doi.org/10.1016/j.envsci.2017.05.013
  6. Ansah I.G.K., Gardebroek C., Ihle R. (2019). Resilience and household food security: a review of concepts, methodological approaches and empirical evidence. Food Security, 11(6): 1187-1203. DOI: https://doi.org/10.1007/s12571-019-00968-1
  7. Aweke C.S., Lahiff E., Hassen J.Y. (2020). The contribution of agriculture to household dietary diversity: evidence from smallholders in East Hararghe, Ethiopia. Food Security, 12(3): 625-636. DOI: https://doi.org/10.1007/s12571-020-01027-w
  8. Ayinde O.E., Muchie M., Olatunji G.B. (2011). Effect of climate change on agricultural productivity in Nigeria: a co-integration model approach. Journal of Human Ecology, 35(3): 189-194. DOI: https://doi.org/10.1080/09709274.2011.11906406
  9. Bandara J.S., Cai Y. (2014). The impact of climate change on food crop productivity, food prices and food security in South Asia. Economic Analysis and Policy, 44(4): 451-465. DOI: https://doi.org/10.1016/j.eap.2014.09.005
  10. Bertelli O. (2019). Food Security Measures in Sub-Saharan Africa. A Validation of the LSMS-ISA Scale. Journal of African Economies, 29(1): 90-120. DOI: https://doi.org/10.1093/jae/ejz011
  11. Bett B., Kiunga P., Gachohi J., Sindato C., Mbotha D., Robinson T., Lindahl J., Grace D. (2017). Effects of climate change on the occurrence and distribution of livestock diseases. Preventive veterinary medicine, 137: 119-129. DOI: https://doi.org/10.1016/j.prevetmed.2016.11.019
  12. Bita C.E., Gerats T. (2013). Plant tolerance to high temperature in a changing environment: scientific fundamentals and production of heat stress-tolerant crops. Frontiers in Plant Science, 4: 273. DOI: https://doi.org/10.3389/fpls.2013.00273
  13. Boyce R., Reyes R., Matte M., Ntaro M., Mulogo E., Metlay J.P., Band L., Siedner M.J. (2016). Severe flooding and malaria transmission in the western Ugandan Highlands: implications for disease control in an era of global climate change. The Journal of infectious diseases, 214(9): 1403-1410. DOI: 10.1093/infdis/jiw363
  14. Branca G., Paolantonio A., Grewer U., Cavatassi R., Longwe A., Cattaneo A., Vetter S., Lipper L. (2016). Linking food security, climate change adaptation and mitigation: the case of sustainable land management in Malawi. Italian Review of Agricultural Economics, 71(1): 521-532. DOI: https://doi.org/10.13128/REA-18669
  15. Burke M., Lobell D. (2010). Climate effects on food security: an overview. Climate Change and Food Security, 37: 13-30. DOI: https://doi.org/10.1007/978-90-481-2953-9_2
  16. Cafiero C., Melgar-Quinonez H.R., Ballard T.J., Kepple A.W. (2014). Validity and reliability of food security measures. Annals of the New York Academy of Sciences, 1331(1): 230-248. DOI: 10.1111/nyas.12594
  17. Calzadilla A., Zhu T., Rehdanz K., Tol R.S., Ringler C. (2014). Climate change and agriculture: Impacts and adaptation options in South Africa. Water Resources and Economics, 5: 24-48. DOI: https://doi.org/10.1016/j.wre.2014.03.001
  18. Cameron A.C., Trivedi P.K. (2013). Regression analysis of count data, (Vol. 53). Cambridge university press.
  19. Campbell B.M., Vermeulen S.J., Aggarwal P.K., Corner-Dolloff C., Girvetz E., Loboguerrero A.M., Ramirez-Villegas J., Rosenstock T., Sebastian L., Thornton P.K., Wollenberg E. (2016). Reducing risks to food security from climate change. Global Food Security, 11: 34-43. DOI: https://doi.org/10.1016/j.gfs.2016.06.002
  20. Challinor A.J., Watson J., Lobell D.B., Howden S.M., Smith D.R., Chhetri N. (2014). A meta-analysis of crop yield under climate change and adaptation. Nature Climate Change, 4(4): 287-291. DOI: https://doi.org/10.1038/nclimate2153
  21. Chipanshi A.C., Chanda R., Totolo O. (2003). Vulnerability assessment of the maize and sorghum crops to climate change in Botswana. Climatic change, 61(3): 339-360. DOI: https://doi.org/10.1023/B:CLIM.0000004551.55871.eb
  22. Collier P., Conway G., Venables T. (2008). Climate change and Africa. Oxford Review of Economic Policy, 24(2): 337-353. https://www.jstor.org/stable/23606648
  23. Cook K.H., Vizy E.K. (2015). Detection and analysis of an amplified warming of the Sahara Desert. Journal of Climate, 28(16): 6560-6580. DOI: https://doi.org/10.1175/JCLI-D-14-00230.1
  24. Cooper P.J.M., Dimes J., Rao K.P.C., Shapiro B., Shiferaw B., Twomlow S. (2008). Coping better with current climatic variability in the rain-fed farming systems of sub-Saharan Africa: An essential first step in adapting to future climate change? Agriculture, Ecosystems and Environment, 126: 24-35. DOI: http://dx.doi.org/10.1016/j.agee.2008.01.007
  25. Cox D.R. (1984). Interaction. International Statistical Review/Revue Internationale de Statistique, 52(1): 1-24. DOI: https://doi.org/10.2307/1403235
  26. Demeke A.B., Keil A., Zeller M. (2011). Using panel data to estimate the effect of rainfall shocks on smallholders food security and vulnerability in rural Ethiopia. Climatic change, 108(1): 185-206. DOI: https://doi.org/10.1007/s10584-010-9994-3
  27. Dixon J., Gulliver A., Gibbon D. (2001). Farming systems and poverty: improving farmers’ livelihoods in a changing world. Food Agriculture Organization of the United Nations and World Bank. Rome and Washington, D.C.,.
  28. Lord D., Qin X., Geedipally S.R. (2021). Highway Safety Analytics and Modeling. Elsevier.
  29. Dougill A.J., Fraser E.D.G., Reed M.S. (2010). Anticipating vulnerability to climate change in dryland pastoral systems: Using dynamic systems models for the Kalahari. Ecology and Society, 15(2): 17. https://www.jstor.org/stable/26268132
  30. Ebi K.L., Ndebele-Murisa M.R., Newsham A.J., Schleyer (2014). Africa. In: Climate Change 2014: Impacts, Adaptation, and Vulnerability. Part B: Regional Aspects. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press.
  31. Emmanuel D., Owusu-Sekyere E., Owusu V., Jordaan H. (2016). Impact of agricultural extension service on adoption of chemical fertilizer: Implications for rice productivity and development in Ghana. NJAS-Wageningen Journal of Life Sciences, 79: 41-49. DOI: https://doi.org/10.1016/j.njas.2016.10.002
  32. Esham M., Jacobs B., Rosairo H.S.R., Siddighi B.B. (2017). Climate change and food security: a Sri Lankan perspective. Environment, Development and Sustainability, 20: 1017-1036. DOI: https://doi.org/10.1007/s10668-017-9945-5
  33. FAO (2015). Climate change and food systems: global assessment and implications for food security and trade. Food Agriculture Organization of the United Nations, Rome.
  34. FAO (2016). The FAO Hunger Map 2015, World Food Program, Rome.
  35. FAO (2018). National gender profile of agriculture and rural livelihoods – Uganda. Country Gender Assessment Series, Kampala.
  36. FAO, IFAD, UNICEF, WFP, WHO (2019). The state of food security and nutrition in the world 2019: safeguarding against economic slowdowns and downturns. Food Agriculture Organization of the United Nations, Rome.
  37. Farnwortha C.R., Colversonb K.E. (2015). Building a gender-transformative extension and advisory facilitation system in Sub-Saharan Africa. Journal of Gender. Agriculture and Food Security, 1(1): 20-39. DOI: https://doi.org/10.22004/ag.econ.246040
  38. Galvin K.A., (2009). Transitions: Pastoralists living with change. Annual Review of Anthropology, 38: 185-198. DOI: https://doi.org/10.1146/annurev-anthro-091908-164442
  39. Gavagnin C., Zolin M.B. (2016). Weather events vs food security: an Asian perspective from the supply side. Italian Review of Agricultural Economics, 70(3): 247-269. DOI: https://doi.org/10.13128/REA-18164
  40. Hepworth N., Goulden M. (2008). Climate Change in Uganda: Understanding the implications and appraising the response. LTS International, Edinburgh.
  41. Hilemelekot F., Ayal D.Y., Ture K., Zeleke T.T. (2021). Climate change and variability adaptation strategies and their implications for household food Security: The case of Basona Worena District, North Shewa zone, Ethiopia. Climate Services, 24, 100269. DOI: https://doi.org/10.1016/j.cliser.2021.100269
  42. Hopkins A., Del Prado A. (2007). Implications of climate change for grassland in Europe: impacts, adaptations and mitigation options: a review. Grass and Forage Science, 62(2): 118-126. DOI: https://doi.org/10.1111/j.1365-2494.2007.00575.x
  43. Howell D.C. (2014). Median absolute deviation. Wiley statsRef: statistics reference online. DOI: https://doi.org/10.1002/9781118445112.stat06232
  44. Ifejika Speranza C. (2010). Drought coping and adaptation strategies: Understanding adaptations to climate change in agro-pastoral livestock production in Makueni district, Kenya. European Journal of Development Research, 22(5): 623-642. DOI: https://doi.org/10.1057/ejdr.2010.39
  45. Jayne T.S., Mather D., Mghenyi E. (2006). Smallholder farming under increasingly difficult circumstances: Policy and public investment priorities for Africa. MSU International Development Working Paper (Vol. 86). East Lansing: Michigan State University.
  46. Jones N., Holmes R., Presler-Marshall E., Stavropoulou M. (2017). Transforming gender constraints in the agricultural sector: The potential of social protection programmes. Global food security, 12: 89-95. DOI: https://doi.org/10.1016/j.gfs.2016.09.004
  47. Jordaan A.J. (2015). Food security, drought and climate change: The case of Karamoja, Uganda. Living Land. Ed. Griffiths, J. UNCCD and Tudor Rose. pp142-145.
  48. Kassie M., Ndiritu S.W., Stage J. (2014). What determines gender inequality in household food security in Kenya? Application of exogenous switching treatment regression. World Development, 56: 153-171. DOI: https://doi.org/10.1016/j.worlddev.2013.10.025
  49. Keenan D.P., Olson C., Hersey J.C., Parmer S.M. (2001). Measures of food insecurity/security. Journal of Nutrition Education, 33: S49-S58. DOI: https://doi.org/10.1016/S1499-4046(06)60069-9
  50. Kimaro E.G., Chibinga O.C. (2013). Potential impact of climate change on livestock production and health in East Africa: A review. Livestock Research for Rural Development, 25(7).
  51. Knox J., Hess T., Daccache A., Wheeler T. (2012). Climate change impacts on crop productivity in Africa and South Asia. Environmental research letters, 7(3), 034032. DOI: 10.1088/1748-9326/7/3/034032
  52. Kristjanson P., Neufeldt H., Gassner A., Mango J., Kyazze F.B., Desta S., Sayula G., Thiede B., Förch W., Thornton P.K., Coe R. (2012). Are food insecure smallholder households making changes in their farming practices? Evidence from East Africa. Food Security, 4(3): 381-397. DOI: https://doi.org/10.1007/s12571-012-0194-z.
  53. Leroy J.L., Ruel M., Frongillo E.A., Harris J., Ballard T.J. (2015). Measuring the food access dimension of food security: a critical review and mapping of indicators. Food and nutrition bulletin, 36(2): 167-195. DOI: https://doi.org/10.1177/0379572115587274
  54. Lokosang L.B., Ramroop S., Hendriks S.L. (2011). Establishing a robust technique for monitoring and early warning of food insecurity in post-conflict South Sudan using ordinal logistic regression. Agrekon, 50(4): 101-130. DOI: https://doi.org/10.1080/03031853.2011.617902
  55. Lovon M., Mathiassen A. (2014). Are the World Food Programme’s food consumption groups a good proxy for energy deficiency? Food security, 6(4): 461-470. DOI: https://doi.org/10.1007/s12571-014-0367-z
  56. Mallick D., Rafi M. (2010). Are female-headed households more food insecure? Evidence from Bangladesh. World Development, 38(4): 593-605. DOI: https://doi.org/10.1016/j.worlddev.2009.11.004
  57. McCarthy N., Lipper L., Mann W., Branca G., Capaldo J. (2012). Evaluating synergies and trade-offs among food security, development, and climate change. In: Climate Change Mitigation and Agriculture. Londra: Earthscan, ISBN: 978-0-203-14451-0
  58. McSweeney C., New N., Lizcane G. (2010). Uganda, UNDP Climate Change Country Profiles. URL: https://www.geog.ox.ac.uk/research/climate/projects/undp-cp/UNDP_reports/Uganda/Uganda.hires.report.pdf
  59. Mekonnen A., Tessema A., Ganewo Z., Haile A. (2021). Climate change impacts on household food security and farmers adaptation strategies. Journal of Agriculture and Food Research, 6, 100197. DOI: https://doi.org/10.1016/j.jafr.2021.100197
  60. Murniati K. (2020). The impact of climate change on the household food security of upland rice farmers in Sidomulyo, Lampung Province, Indonesia. Biodiversitas Journal of Biological Diversity, 21(8). DOI: https://doi.org/10.13057/biodiv/d210809
  61. Mwaura G.M. (2017). Just Farming? Neoliberal Subjectivities and Agricultural Livelihoods among Educated Youth in Kenya. Development and Change, 48(6): 1310-1335. DOI: https://doi.org/10.1111/dech.12342.
  62. Nastis S.A., Michailidis A., Chatzitheodoridis F. (2012). Climate change and agricultural productivity. African journal of agricultural research, 7(35): 4885-4893. DOI: 10.5897/AJAR11.2395
  63. Okonya J.S., Syndikus K., Kroschel J. (2013). Farmers’ perception of and coping strategies to climate change: Evidence from six Agro-Ecological zones of Uganda. Journal of Agricultural Science, 5(8): 252. DOI: http://dx.doi.org/10.5539/jas.v5n8p252
  64. Pachauri R.K., Allen M.R., Barros V.R., Broome J., Cramer W., Christ R., Church J.A., Clarke L., Dahe Dahe Q., Dasqupta P., Dubash N.K., Edenhofer O., Elgizouli I., Field C.B., Forster P., Friedlingstein P., Fuglestvedt J., Gomez-Echeverri L., Hallegatte S., Hegerl G., Howden M., Jiang K., Jimenez Cisneros B., Kattsov V., Lee H., Mach K.J., Marotzke J., Mastrandrea M.D., Meyer L., Minx J., Mulugetta Y., O’Brien K., Oppenheimer M., Pereira J.J., Pichs-Madruga R., Plattner G.-K., Pörtner H.-O., Power S.B., Preston B., Ravindranath N.H., Reisinger A., Riahi K., Rusticucci M., Scholes R., Seyboth K., Sokona Y., Stavins R., Stocker T.F., Tschakert P., van Vuuren D., van Ypersele J.-P. (2014). Climate change 2014: synthesis report. Contribution of Working Groups I, II and III to the fifth assessment report of the Intergovernmental Panel on Climate Change (p. 151). IPCC.
  65. Pender J., Jagger P., Nkonya E., Sserunkuuma D. (2004). Development pathways and land management in Uganda. World Development, 32(5): 767-792. DOI: https://doi.org/10.1016/j.worlddev.2003.11.003.
  66. Pérez-Escamilla R., Gubert M.B., Rogers B., Hromi-Fiedler A. (2017). Food security measurement and governance: Assessment of the usefulness of diverse food insecurity indicators for policy makers. Global Food Security, 14: 96-104. DOI: https://doi.org/10.1016/j.gfs.2017.06.003
  67. Pouw N.R. (2008). Food priorities and poverty: The case of smallholder farmers in rural Uganda. Journal of African Economies, 18(1): 113-152. DOI: https://doi.org/10.1093/jae/ejn010
  68. Rahimi J., Mutua J.Y., Notenbaert A.M., Marshall K., Butterbach-Bahl K. (2021). Heat stress will detrimentally impact future livestock production in East Africa. Nature Food, 2(2): 88-96. DOI: https://doi.org/10.1038/s43016-021-00226-8
  69. Roudier P., Sultan B., Quirion P., Berg A. (2011). The impact of future climate change on West African crop yields: what does the recent literature say?. Global environmental change, 21(3): 1073-1083. DOI: https://doi.org/10.1016/j.gloenvcha.2011.04.007Get rights and content
  70. Rufino M.C., Thornton P.K., Ng’ang’a S.K., Mutie I., Jones P.G., van Wijk M.T., Herrero M. (2013). Transitions in agro-pastoralist systems of East Africa: Impacts on food security and poverty. Agriculture Ecosystems and Environment, 179: 215-230. DOI: https://doi.org/10.1016/j.agee.2013.08.019.
  71. Scanlan S.J. (2004). Women, food security, and development in less-industrialized societies: Contributions and challenges for the new century. World Development, 32(11): 1807-1829. DOI: https://doi.org/10.1016/j.worlddev.2004.05.009
  72. Scott Long J., Freese J. (2014). Regression models for categorical dependent variables using Stata. Stata Press.
  73. Smith M.D., Rabbitt M.P., Coleman-Jensen A. (2017). Who are the world’s food insecure? New evidence from the Food and Agriculture Organization’s Food Insecurity Experience Scale. World Development, 93: 402-412. DOI: https://doi.org/10.1016/j.worlddev.2017.01.006
  74. Smucker T.A., Wisner B. (2008). Changing household responses to drought in Tharaka, Kenya: Vulnerability, persistence and challenge. Disasters, 32(2): 190-215. DOI: 10.1111/j.1467-7717.2007.01035.x
  75. Solomon T.B., Snyman H.A., Smit G.N. (2007). Cattle-rangeland management practices and perceptions of pastoralists towards rangeland degradation in the Borana zone of southern Ethiopia. Journal of Environmental Management, 82(4): 481-494. DOI: https://doi.org/10.1016/j.jenvman.2006.01.008
  76. Spiegel M.R. (1973). Statistica [Statistics]. Collana Schaum Teoria e Problemi, ETAS Libri.
  77. Sraboni E., Malapit H.J., Quisumbing A.R., Ahmed A.U. (2014). Women’s empowerment in agriculture: What role for food security in Bangladesh? World Development, 61: 11-52. DOI: https://doi.org/10.1016/j.worlddev.2014.03.025
  78. Stone P. (2001). The effects of heat stress on cereal yield and quality. In: Basra A.S. (eds.) Crop responses and adaptations to temperature stress, 243-291. Food Products Press, Binghamton, NY.
  79. Sultan B., Roudier P., Quirion P., Alhassane A., Muller B., Dingkuhn, M., Ciais P., Guimberteau M., Traore S., Baron C. (2013). Assessing climate change impacts on sorghum and millet yields in the Sudanian and Sahelian savannas of West Africa. Environmental Research Letters, 8(1), 014040. DOI: 10.1088/1748-9326/8/1/014040
  80. Thornton P.K., van de Steeg J., Notenbaert A., Herrero M. (2009). The impacts of climate change on livestock and livestock systems in developing countries: A review of what we know and what we need to know. Agricultural Systems, 101(3): 113-127. DOI: https://doi.org/10.1016/j.agsy.2009.05.002
  81. Thornton P.K., Jones P.G., Ericksen P.J., Challinor A.J. (2011). Agriculture and food systems in sub-Saharan Africa in a 4°C+ world. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 369(1934): 117-136. DOI: https://doi.org/10.1098/rsta.2010.0246
  82. Tibesigwa B., Visser M., Turpie J. (2015). The impact of climate change on net revenue and food adequacy of subsistence farming households in South Africa. Environment and Development Economics, 20(3): 327-353. DOI: https://doi.org/10.1017/S1355770X14000540
  83. Tibesigwa B., Visser M. (2016). Assessing gender inequality in food security among small-holder farm households in urban and rural South Africa. World Development, 88: 33-49. DOI: https://doi.org/10.1016/j.worlddev.2016.07.008
  84. Tingem M., Rivington M., Bellocchi G., Azam-Ali S., Colls J. (2008). Effects of climate change on crop production in Cameroon. Climate Research, 36(1): 65-77. DOI: https://doi.org/10.3354/cr00733
  85. Uganda Bureau of Statistics (2014). The Uganda National Panel Survey (UNPS) 2013/2014. Basic Information Document. Kampala, Uganda.
  86. Verma R. (2001). Gender, land and livelihoods in East Africa: through farmers’ eyes. Idrc
  87. Waithaka M., Nelson G.C., Thomas T.S., Kyotalimye M. (eds.) (2013). East African agriculture and climate change: A comprehensive analysis. Intl Food Policy Res Inst.
  88. Wheeler T.R., Crauford P.Q., Ellis R.H., Porter J.R., Vara Prasad P.V (2000). Temperature variability and the yield of annual crops. Agriculture, Ecosystems and Environment, 82: 159-167. DOI: https://doi.org/10.1016/S0167-8809(00)00224-3
  89. Wichern J., van Wijk M.T., Descheemaeker K., Frelat R., van Asten P.J., Giller K.E. (2017). Food availability and livelihood strategies among rural households across Uganda. Food security, 9(6): 1385-1403. DOI: https://doi.org/10.1007/s12571-017-0732-9
  90. Williams R. (2006). Review of regression models for categorical dependent variables using Stata, by Long and Freese. The Stata Journal, 6(2): 273-278. DOI: https://doi.org/10.1177/1536867X0600600208
  91. World Bank (2021). Climate risk country profile: Uganda. The World Bank Group. Washington, DC. US.
  92. World Food Programme (2008). Food consumption analysis: Calculation and use of the food consumption score in food security analysis. United Nations Vulnerability Analysis and Mapping Branch. World Food Programme. Rome. Italy.
  93. World Food Programme (2012). Climate impacts on food security and nutrition. A review of existing knowledge. World Food Programme. Rome. Italy.
  94. World Food Programme (2016). Food Security and Nutrition Assessment. Karamoja, Uganda, July 2016. Analysis, Monitoring and Evaluation Unit. World Food Programme. Rome. Italy.
  95. Wortmann C.S., Eledu C.A. (1999). Uganda’s agroecological zones: A guide for planners and policy makers. In: C. I. d. A. T. (CIAT) (eds.), pp. 59. Kampala, Uganda.
  96. Kassie M. , Shiferaw B. , Muricho G. (2011). Agricultural technology, crop income, and poverty alleviation in Uganda. World Development, 39(10): 1784-1795. DOI: https://doi.org/10.1016/j.worlddev.2011.04.023
  97. Zhou D., Shah T., Ali S., Ahmad W., Din I.U., Ilyas A. (2019). Factors affecting household food security in rural northern hinterland of Pakistan. Journal of the Saudi Society of Agricultural Sciences, 18(2): 201-210. DOI: https://doi.org/10.1016/j.jssas.2017.05.003