Abstract
The ongoing conflict and economic deterioration have led to acute food insecurity for a significant proportion of the Sudanese population, as the Integrated Food Security Phase Classification (IPC) shows. This paper provides a comprehensive analysis of food insecurity in Sudan, focusing on consumption patterns and their impacts, using the IPC assessment framework. It is estimated that a significant number of people are currently in an emergency, while another large proportion is categorized under less severe but still extreme levels of hunger. In this study, we examine the multifaceted nature of food insecurity in Sudan, considering its historical, political, economic, and social dimensions. Consumption patterns and trends were analyzed, reflecting cultural influences, changes in diet, and demographic shifts. The central research question is to understand the key factors contributing to food insecurity in Sudan. This study fills a gap in the literature by using logistic regression and random forest analysis to assess food security, providing a unique perspective on this issue. Random forest outperforms logistic regression in terms of area under the curve (AUC), accuracy, precision, and recall. The model showed strong predictive abilities and confirmed that the independent variables analyzed significantly affect food security status. The chi-square test (94.85, p < 0.015, df = 20) confirmed the statistical significance of several factors, including gender, age, education, remittances, unemployment, inflation, assets, lack of money, and illness, as important determinants. In addition, IPC projections for Sudan suggest that 15 million people will face acute food insecurity at crisis level (IPC Phase 3) or worse between October 2023 and February 2024. These findings emphasize the urgent need for both short-term humanitarian assistance and long-term strategies to address the worsening food security crisis in Sudan.
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References
Abdalla, Y. I. (2007). Causes of food insecurity in Southern Africa: An assessment Doctoral dissertation. Stellenbosch: University of Stellenbosch.
Abdulai, A. (2002). Household demand for food in Switzerland. A quadratic almost ideal demand system. Swiss Journal of Economics and Statistics (SJES), 138(I), 1–18.
Abdulai, A., & Aubert, D. (2004). A cross-section analysis of household demand for food and nutrients in Tanzania. Agricultural Economics, 31(1), 67–79. https://doi.org/10.1111/j.1574-0862.2004.tb00222.x
Abdulai, A., Jain, D. K., & Sharma, A. K. (1999). Household food demand analysis in India. Journal of Agricultural Economics, 50(2), 316–327. https://doi.org/10.1111/j.1477-9552.1999.tb00816.x
Ahn, J., Briers, G., Baker, M., Price, E., Sohoulande Djebou, D. C., Strong, R., ... & Kibriya, S. (2022). Food security and agricultural challenges in West-African rural communities: A machine learning analysis. International Journal of Food Properties, 25(1), 827–844. https://doi.org/10.1080/10942912.2022.2066124.
Ali Taha, S. A. (1978). Household food consumption in five villages in the Sudan. Ecology of Food and Nutrition, 7(3), 137–142. https://doi.org/10.1080/03670244.1978.9990523
Amaza, P. S., Umeh, J. C., Helsen, J., & Adejobi, A. O. (2006). Determinants and measurement of food insecurity in Nigeria: some empirical policy guide.
Arene, C. J., & Anyaeji, C. (2010). Determinants of food security among households in Nsukka Metropolis of Enugu State Nigeria. Pakistan Journal of Social Sciences, 30(1), 9–16.
Bartfeld, J., & Dunifon, R. (2006). State-level predictors of food insecurity among households with children. Journal of Policy Analysis and Management, 25(4), 921–942.
Bello, A. S., & Fadul, E. M. A. (2015). FAO Contribution to food and income security in Sudan: An Assessment. World Rural Observ, 7(4), 71–76.
Bickel, G., Nord, M., Price, C., Hamilton, W., & Cook, J. (2000). Guide to measuring household food security. Available online at https://nhis.ipums.org/nhis/resources/FSGuide.pdf. Accessed 19 Apr 2024.
Von Braun, J., Zaki, E., 1992. Drought and famine relationships in Sudan: policy implications. Food and Nutrition Bulletin 14 (2), 1–3 https://www.cabdirect.org/cabdirect/abstract/19916712073.
Breiman, L. (2001). Random Forests. Machine Learnin, 45(1), 5–32. https://doi.org/10.1023/A:1010933404324.
Callister, L. C. (2023). Food Insecurity has Increased around the World. MCN: The American Journal of Maternal/Child Nursing, 48(2), 106.
Coleman-Jensen, Alisha, Nord, Mark, Andrews, Margaret, Carlson, Steven, (2011). Statistical Supplement to Household Food Security in the United States in 2010: AP-057. USDA, Economic Research Service http://www.ers.usda.gov/.publicAations/ap-administrative-publication/ap-057.aspx. Accessed 19 Apr 2024.
Colen, L., Melo, P., Abdul-Salam, Y., Roberts, D., Mary, S., & Paloma, S. G. Y. (2018). Income elasticities for food, calories and nutrients across Africa: A metaanalysis. Food Policy, 77, 116–132. https://doi.org/10.1016/j.foodpol.2018.04.002
Delgado, C. L. (2003). Rising consumption of meat and milk in developing countries has created a new food revolution. Journal of Nutrition, 133(11), 3907S-3910S. https://doi.org/10.1093/jn/133.11.3907S
Dercon, S., & Krishnan, P. (2000). Vulnerability, seasonality and poverty in Ethiopia. Journal of Development Studies, 36(6), 25–53. https://doi.org/10.1080/00220380008422653
Elzaki, R., Sisman, M. Y., & Al-Mahish, M. (2021). Rural Sudanese household food consumption patterns. Journal of the Saudi Society of Agricultural Sciences, 20(1), 58–65.
Fadol, A. A., Tong, G., Raza, A., & Mohamed, W. (2024). Socioeconomic determinants of household food security in the Red Sea state of Sudan: Insights from a cross-sectional survey. GeoJournal, 89(2), 69.
FAO. (2009). The 2007–2008 food price episode Impact and policies in Eastern and Southern Africa. Food and Agriculture Organization of the United Nations. http://www.fao.org/3/a-i0984e.pdf. Accessed 19 Apr 2024.
FAO-SIFSIA, (2010). Sudan Institutional Programme, FAO/SIFSIA Programme in northern Sudan. Food Security Information for Action (SIFSIA). Rome. http://www.fao.org/3/a-i4388e.pdf. Accessed 19 Apr 2024.
Felker-Kantor, E., & Wood, C. H. (2012). Female-headed households and food insecurity in Brazil. Food Security, 4, 607–617.
Gerbens-Leenes, P., Nonhebel, S., & Krol, M. S. (2010). Food consumption patterns and economic growth. Increasing affluence and the use of natural resources. Appetite, 55(3), 597–608. https://doi.org/10.1016/j.appet.2010.09.013
Gilbert, C. L., Christiaensen, L., & Kaminski, J. (2017). Food price seasonality in Africa: Measurement and extent. Food Policy, 67, 119–132. https://doi.org/10.1016/j.foodpol.2016.09.016
Green, R., Cornelsen, L., Dangour, A.D., Turner, R., Shankar, B., Mazzocchi, M., Smith, R.D., (2013). The effect of rising food prices on food consumption: systematic review with meta-regression. BMJ 346,. https://doi.org/10.1136/bmj.f3703f3703.
Haile, H. K., Alemu, Z. G., & Kudhlande, G. (2005). Causes of household food insecurity in koredegaga peasant association, Oromiya zone Ethiopia. Agrekon, 44(4), 543–560.
Handa, S., & Mlay, G. (2006). Food consumption patterns, seasonality and market access in Mozambique. Development Southern Africa, 23(4), 541–560. https://doi.org/10.1080/03768350600929249
Hasegawa, T., Fujimori, S., Shin, Y., Takahashi, K., Masui, T., & Tanaka, A. (2013). Climate change impact and adaptation assessment on food consumption utilizing a new scenario framework. Environmental Science and Technology, 48(1), 438–445. https://doi.org/10.1021/es4034149
Hassan, R. M., & Babu, S. C. (1991). Measurement and determinants of rural poverty: Household consumption patterns and food poverty in rural Sudan. Food Policy, 16(6), 451–460. https://doi.org/10.1016/0306-9192(91)90045-L
Humphries, D. L., Dearden, K. A., Crookston, B. T., Woldehanna, T., Penny, M. E., & Behrman, J. R. (2017). Household food group expenditure patterns are associated with child anthropometry at ages 5, 8 and 12 years in Ethiopia, India, Peru and Vietnam. Economics and Human Biology, 26, 30–41. https://doi.org/10.1016/j.ehb.2017.02.001
Ibnouf, F. O. (2011). Challenges and possibilities for achieving household food security in the Western Sudan region: the role of female farmers. Food Security, 3(2), 215–231. https://doi.org/10.1007/s12571-011-0118-3
Kassie, M., Shiferaw, B., & Muricho, G. (2011). Agricultural technology, crop income, and poverty alleviation in Uganda. World Development, 39(10), 1784–1795.
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.
Kassie, M., Jaleta, M., Shiferaw, B. A., Mmbando, F., De Groote, H., (2012). Improved maize technologies and welfare outcomes in smallholder systems: evidence from application of parametric and non-parametric approaches. In: Paper presented at the 2012 Conference, August 18–24, 2012, Foz do Iguacu, Brazil. Available online at https://ageconsearch.umn.edu/record/128004/?v=pdf. Accessed 21 Mar 2024.
Kearney, J. (2010). Food consumption trends and drivers. Philosophical Transactions of the Royal Society B: Biological Sciences, 365(1554), 2793–2807. https://doi.org/10.1098/rstb.2010.0149
Khalid, F. A., Ali, A. K., Ali, S. A., Mosmar, Z. Y., Salih, S. S., Salman, T. K., & Mohammed, A. A. (2017). Households’ dietary habits and food consumption patterns in Hamishkoreib locality, Kassala State Sudan. Journal of Ethnic Foods, 4(3), 181–186. https://doi.org/10.1016/j.jef.2017.08.009
Khandker, S. R. (2012). Seasonality of income and poverty in Bangladesh. Journal of Development Economics, 97(2), 244–256. https://doi.org/10.1016/j.jdeveco.2011.05.001
Kruzslicika, M. (2015). Analytical instruments for measuring food security at macroeconomic level. Agricultural Management, 17(1), 57–63.
Lebel, A., Noreau, D., Tremblay, L., Oberle, C., Girard-Gadreau, M., Duguay, M., & Block, J. P. (2016). Identifying rural food deserts Methodological considerations for food environment interventions. Canadian Journal of Public Health ¼ Revue Canadienne de Sante Publique, 107(1), 21–26. https://doi.org/10.17269/CJPH.107.5353
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. https://doi.org/10.1177/0379572115587274
Li, Y., & Yu, W. (2010). Households food security in poverty-stricken regions: Evidence from western rural China. Agriculture and Agricultural Science Procedia, 1, 386–395. https://doi.org/10.1016/j.aaspro.2010.09.048
Liu, J., Savenije, H.H.G., (2008). Food consumption patterns and their effect on water requirement in China. Hydrology and Earth System Sciences Discussions 12 (3), 887–898. https://hal.archives-ouvertes.fr/hal-00305175. Accessed 19 Apr 2024.
Luka, E. E., & Burgess, A. (2017). Famine and its effects on health in South Sudan A Commentary. South Sudan Medical Journal, 10(3), 69–70.
Lutomia, C. K., Obare, G. A., Kariuki, I. M., & Muricho, G. S. (2019). Determinants of gender differences in household food security perceptions in the Western and Eastern regions of Kenya. Cogent Food & Agriculture, 5(1), 1694755.
MacDonald, J. M. (2000). Demand, information, and competition: Why do food prices fall at seasonal demand peaks? The Journal of Industrial Economics, 48(1), 27–45. https://doi.org/10.1111/1467-6451.00111
Mango, N., Zamasiya, B., Makate, C., Nyikahadzoi, K., & Siziba, S. (2014). Factors influencing household food security among smallholder farmers in the Mudzi district of Zimbabwe. Development Southern Africa, 31(4), 625–640.
Maxwell, D., Adan, G., Hailey, P., Day, M., Odhiambo, S. B., Kaindi, L., & Marshak, A. (2023). Using the household hunger scale to improve analysis and classification of severe food insecurity in famine-risk conditions: Evidence from three countries. Food Policy, 118, 102449.
Medina Hidalgo, D., Witten, I., Nunn, P. D., Burkhart, S., Bogard, J. R., Beazley, H., & Herrero, M. (2020). Sustaining healthy diets in times of change: Linking climate hazards, food systems and nutrition security in rural communities of the Fiji Islands. Regional Environmental Change, 20, 1–13.
Mekonen, D., Berlie, A. B., & Kassie, T. (2023). Determinants of Urban food security status at household level: The case of Bahir Dar and Gondar Cities of the Amhara Region, Ethiopia. Cogent Food & Agriculture, 9(1), 2186209.
Muhammad, N. A., & Sidique, S. F. B. A. (2019). Determinants of food security among Households in Nigeria. Pakistan Journal of Nutrition, 18(11), 1042–1052.
Musaiger, A. O. (1993). Socio-cultural and economic factors affecting food consumption patterns in the Arab countries. Journal of the Royal Society of Health, 113(2), 68–74. https://doi.org/10.1177/2F146642409311300205
Nasereldin, Y. A., Chandio, A. A., Osewe, M., Abdullah, M., & Ji, Y. (2023). The credit accessibility and adoption of new agricultural inputs nexus: Assessing the role of financial institutions in Sudan. Sustainability, 15(2), 1297.
Popp, A., Lotze-Campen, H., & Bodirsky, B. (2010). Food consumption, diet shifts and associated non-CO2 greenhouse gases from agricultural production Global Environ. Change, 20(3), 451–462. https://doi.org/10.1016/j.gloenvcha.2010.02.001
Razzaq, A., Ahmed, U. I., Hashim, S., Hussain, A., Qadri, S., Ullah, S., ... & Asghar, A. (2021). An automatic determining food security status: Machine learning based analysis of household survey data. International Journal of Food Properties, 24(1), 726–736. https://doi.org/10.1080/10942912.2021.1919703.
Riches, G. (2011). Thinking and acting outside the charitable food box: Hunger and the right to food in rich societies. Development in Practice, 21(4–5), 768–775. https://doi.org/10.1080/09614524.2011.561295
Rodríguez, C., Naves, J., Fernández-Gil, A., Obeso, J. R., & Delibes, M. (2007). Long-term trends in food habits of a relict brown bear population in northern Spain: The influence of climate and local factors. Environmental Conservation, 34(1), 36–44. https://doi.org/10.1017/S0376892906003535
Sassi, M. (2021). Coping Strategies of Food Insecure Households in Conflict Areas: The Case of South Sudan. Sustainability, 13, 8615. https://doi.org/10.3390/su13158615
Shashika, D., Rathnayaka, S. S., & A, E., Selvanathan, Saroja,. (2019). Consumption patterns in Sri Lanka: A decomposition analysis. Applied Economics, 51, 4056–4072. https://doi.org/10.1080/00036846.2019.1588950
Smith, M. R., & Myers, S. S. (2018). Impact of anthropogenic CO2 emissions on global human nutrition. Nature Climate Change, 8(9), 834–839.
Tan, T., Zhang, Y., Wen, B., Zhang, X., & Zhan, J. (2017). Household consumption distribution in rural China: A consistent two-step estimation. The Canadian Journal of Agricultural Économiques/revue Canadienne D’agroéconomie, 65(1), 119–133. https://doi.org/10.1111/cjag.12103
United Nations World Food Programme-Food Security Analysis. (2015). Consolidated Approach to Reporting Indicators of Food Security (CARI) Guidelines.
United Nations. (2022). Comprehensive Food Security and Vulnerability Assessment (CFSVA) - Sudan Summary Report, Q1 2022. United Nations. Available online at https://fscluster.org/sites/default/files/documents/cfsva_summary_report_q1_2022.pdf
United Nations. (2023). Comprehensive Food Security and Vulnerability Assessment (CFSVA) - Sudan Summary Report, Q1 2023. United Nations. Available online at https://temp.fscluster.org/sites/default/files/documents/cfsva_summary_report_q1_2023.pdf
Vasileska, A., & Rechkoska, G. (2012). Global and regional food consumption patterns and trends. Procedia-Social Behav. Sci., 44, 363–369. https://doi.org/10.1016/j.sbspro.2012.05.040
World Bank. (2023). Empowering Girls and Women in South Sudan. https://doi.org/10.1596/39703
Zezza, A., Carletto, C., Fiedler, J. L., Gennari, P., & Jolliffe, D. (2017). Food counts. Measuring food consumption and expenditures in household consumption and expenditure surveys (HCES). Introduction to the special issue. Food Policy, 72, 1–6. https://doi.org/10.1016/j.foodpol.2017.08.007
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Fadol, A.A.A., Tong, G., Raza, A. et al. Consumption patterns, integrated food security phase classification, and the multifaceted nature of food insecurity in Sudan. GeoJournal 89, 99 (2024). https://doi.org/10.1007/s10708-024-11097-4
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DOI: https://doi.org/10.1007/s10708-024-11097-4