Spatial Modeling of Child Malnutrition and Farming Methods in Rural Sub-Sahara Africa
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Keywords

spatial analysis
malnutrition
multilevel regression
water harvesting farms
demographic health surveys
rural health
developing countries
health demand
stunting

How to Cite

Lloyd, B. (2025). Spatial Modeling of Child Malnutrition and Farming Methods in Rural Sub-Sahara Africa. Agricultural & Rural Studies, 3(2), 13. https://doi.org/10.59978/ar03020012

Abstract

Food security in rural sub-Saharan Africa is dependent on crop yields grown on subsistence rainfed farms. Yields for rain-fed farms in Africa are often affected by the high variability in precipitation during the growing season. Low crop yields in many communities in developing regions affect the physical and mental growth of children by reducing their caloric intake. Water harvesting farms provide a way to capture water for agricultural purposes and increase crop yield. This study aimed to determine whether the prevalence of water harvesting farm techniques is spatially correlated with malnutrition. Multilevel regression models at the within-household and geographic levels were used to evaluate the correlation between water harvesting farms and stunting, a measurement of malnutrition, among children aged 1 to 5 years. The results suggest that the use of water harvesting farm methods is correlated with stunting and offers the potential to reduce malnutrition in rural subsistence farming communities in Africa.

https://doi.org/10.59978/ar03020012
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References

Alexandratos, N., & Bruinsma, J. (2006). World agriculture: Towards 2030/2050: The 2012 revisions. Food and Agriculture Organization. http://www.fao.org/3/a-ap106e.pdf

Alimagham, S., van Loon, M. P., Ramirez-Villegas, J., Adjei-Nsiah, S., Baijukya, F., Bala, A., Chikowo, R., Silva, J. V., Soulé, A. M., Taulya, G., Tenorio, F. A., Tesfaye, K., & van Ittersum, M. K. (2024). Climate change impact and adaptation of rainfed cereal crops in sub-Saharan Africa. European Journal of Agronomy, 155, 127137. https://doi.org/10.1016/j.eja.2024.127137

Anderson, J. R., Hardy, E. E., Roach, J. T., & Witmer, R. E. (1976). A land use and land cover classification system for use with remote sensor data. U. S. Geological Survey. https://doi.org/10.3133/pp964

Barbier, B., Yacouba, H., Karambiri, H., Zoromé, M., & Somé, B. (2009). Human vulnerability to climate variability in the Sahel: Farmers’ adaptation strategies in northern Burkina Faso. Environmental Management, 43, 790–803.

https://doi.org/10.1007/s00267-008-9237-9

Beiersmann, C., Sanou, A., Wladarsch, E., De Allegri, M., Kouyaté, B., & Müller, O. (2007). Malaria in rural Burkina Faso: Local illness concepts, patterns of traditional treatment and influence on health-seeking behaviour. Malaria Journal, 6, 106. https://doi.org/10.1186/1475-2875-6-106

Bafumi, J., & Gelman, A. (2006). Fitting multilevel models when predictors and group effects correlate. SSRN. https://doi.org/10.2139/ssrn.1010095

Bain, L. E., Awah, P. K., Geraldine, N., Kindong, N. P., Sigal, Y., Bernard, N., & Tanjeko, A. T. (2013). Malnutrition in sub–Saharan Africa: Burden, causes and prospects. Pan African Medical Journal, 15, 120. https://doi.org/10.11604/pamj.2013.15.120.2535

Balk, D., Storeygard, A., Levy, M., Gaskell, J., Sharma, M., & Flor, R. (2005). Child hunger in the developing world: An analysis of environmental and social correlates. Food Policy, 30(5–6), 584–611. https://doi.org/10.1016/j.foodpol.2005.10.007

Barrett, C. B., Christian, P., & Shiferaw, B. A. (2017). The structural transformation of African agriculture and rural spaces: Introduction to a special section. Agricultural Economics, 48(S1), 5–10. https://doi.org/10.1111/agec.12382

Beni, R., Ramroop, S., & Habyarimana, F. (2024). Analyzing childhood (0-59 months) malnutrition determinants in five West African Countries of Gabon, Gambia, Liberia, Mauritania, and Nigeria using survey logistic regression-insights from DHS data. Archives of Public Health, 82, 147. https://doi.org/10.1186/s13690-024-01374-6

Beyene, S. D. (2023). The impact of food insecurity on health outcomes: Empirical evidence from sub-Saharan African countries. BMC Public Health, 23, 338. https://doi.org/10.1186/s12889-023-15244-3

Black, R. E., Victora, C. G., Walker, S. P., Bhutta, Z. A., Christian, P., de Onis, M., Ezzati, M., Grantham-McGregor, S., Katz, J., Martorell, R., & Uauy, R. (2013). Maternal and child undernutrition and overweight in low-income and middle-income countries. The Lancet, 382(9890), 427–451. https://doi.org/10.1016/S0140-6736(13)60937-X

Blössner, M., & de Onis, M. (2005). Malnutrition: Quantifying the health impact at national and local levels. WHO Nutrition for Health and Development. https://iris.who.int/bitstream/handle/10665/43120/9?sequence=1

Briceño-Garmendia, C., & Domínguez-Torres, C. (2011). Burkina Faso’s infrastructure. A continental perspective. World Bank Group. https://doi.org/10.1596/1813-9450-5818

Bunclark, L. A. (2015). Water harvesting for crop production: Exploring adoption and use in Burkina Faso from a livelihood’s perspectives [Doctoral thesis, Newcastle University]. Duraspace. http://hdl.handle.net/10443/3126

Center for International Earth Science Information Network. (2025, April 10). SEDAC data catalog [Data catalog]. Columbia Climate School. https://ciesin.climate.columbia.edu/content/data

Chakraborty, S., & Newton, A. C. (2011). Climate change, plant diseases and food security: An overview. Plant Pathology, 60(1), 2–14. https://doi.org/10.1111/j.1365-3059.2010.02411.x

Charlton, M., & Fotheringham, A. S. (2009). Geographically weighted regression: White paper. National Centre for Geocomputation. https://www.geos.ed.ac.uk/~gisteac/fspat/gwr/gwr_arcgis/GWR_WhitePaper.pdf

Curtis, S., & Rees Jones, I. (1998). Is there a place for geography in the analysis of health inequality? Sociology of Health & Illness, 20(5), 645–672. https://doi.org/10.1111/1467-9566.00123

Demograph & Health Surveys. (n.d.). DHS Methodology. Retrieved December 12, 2017, from http://dhsprogram.com/What-We-Do/Survey-Types/DHS-Methodology.cfm

de Onis, M., Brown, D., Blӧssner, M., & Borghi, E. (2012). Levels & trends in child malnutrition: UNICEF–WHO–The World Bank Joint Child Malnutrition Estimates. United Nations Children’s Fund, World Health Organization, & World Bank.

https://cdn.who.int/media/docs/default-source/child-growth/jme-brochure2012.pdf?sfvrsn=ca20d895_2

de Sherbinin, A. (2011). The biophysical and geographical correlates of child malnutrition in Africa. Population, Space and Place, 17(1), 27–46. https://doi.org/10.1002/psp.599

Dimkpa, C., Adzawla, W., Pandey, R., Atakora, W. K., Kouame, A. K., Jemo, M., & Bindraban, P. S. (2023). Fertilizers for food and nutrition security in sub-Saharan Africa: An overview of soil health implications. Frontiers in Soil Science, 3. https://doi.org/10.3389/fsoil.2023.1123931

Dorosh, P., Wang, H.-G., You, L., & Schmidt, E. (2010). Crop production and road connectivity in sub-Saharan Africa: A spatial analysis. The World Bank Africa Region Sustainable Development Division. http://documents.worldbank.org/curated/en/319731468006253963/pdf/WPS5835.pdf

Dos Santos, S., & Henry, S. (2008). Rainfall variation as a factor in child survival in rural Burkina Faso: The benefit of an event‐history analysis. Population, Space and Place, 14(1), 1–20. https://doi.org/10.1002/psp.470

Enongene, B. E. (2024). Structural transformation and poverty alleviation in Sub-Saharan Africa countries: Sectoral value-added analysis. Journal of Business and Socio-economic Development, 4(4), 326–339.

https://doi.org/10.1108/JBSED-12-2022-0128

Feder, G., & Savastano, S. (2017). Modern agricultural technology adoption in sub-Saharan Africa: A four-country analysis. In P. Pingali, & G. Feder (Eds.), Agriculture and rural development in a globalizing world (pp. 11–25). Routledge. https://doi.org/10.4324/9781315314051-2

Food and Agriculture Organization. (2014). Food and agriculture policy decision analysis country fact sheet on food and agriculture policy trends: Burkina Faso. http://www.fao.org/3/i3760e/i3760e.pdf

Fotheringham, A. S., Brunsdon, C., & Charlton, M. (2002). Geographically weighted regression: The analysis of spatially varying relationships. John Wiley & Sons. https://www.researchgate.net/publication/27246972_Geographically_Weighted_Regression_The_Analysis_of_Spatially_Varying_Relationships

Frongillo, E. A. (2022). Validity and cross-context equivalence of experience-based measures of food insecurity. Global Food Security, 32, 100599. https://doi.org/10.1016/j.gfs.2021.100599

Frongillo, E. A., & Nanama, S. (2006). Development and validation of an experience-based measure of household food insecurity within and across seasons in northern Burkina Faso. The Journal of Nutrition, 136(5), 1409S–1419S. https://doi.org/10.1093/jn/136.5.1409S

Gemperli, A., Vounatsou, P., Kleinschmidt, I., Bagayoko, M., Lengeler, C., & Smith, T. (2004). Spatial patterns of infant mortality in Mali: The effect of malaria endemicity. American Journal of Epidemiology, 159(1), 64–72.

https://doi.org/10.1093/aje/kwh001

Godfray, H. C. J., Beddington, J. R., Crute, I. R., Haddad, L., Lawrence, D., Muir, J. F., Pretty, J., Robinson, S., Thomas, S. M., & Toulmin, C. (2010). Food security: The challenge of feeding 9 billion people. Science, 327(5967), 812–818. https://www.science.org/doi/10.1126/science.1185383

Godfray, H. C. J., & Garnett, T. (2014). Food security and sustainable intensification. Philosophical Transactions of the Royal Society B: Biological Sciences, 369(1639), 20120273. https://doi.org/10.1098/rstb.2012.0273

Gosoniu, L., Veta, A. M., & Vounatsou, P. (2010). Bayesian geostatistical modeling of malaria indicator survey data in Angola. PLoS One, 5(3), e9322. https://doi.org/10.1371/journal.pone.0009322

Gosoniu, L., Msengwa, A., Lengeler, C., & Vounatsou, P. (2012). Spatially explicit burden estimates of malaria in Tanzania: Bayesian geostatistical modeling of the malaria indicator survey data. PLoS One, 7(5), e23966.

https://doi.org/10.1371/journal.pone.0023966

Grace, K., Davenport, F., Funk, C., & Lerner, A. M. (2012). Child malnutrition and climate in sub-Saharan Africa: An analysis of recent trends in Kenya. Applied Geography, 35(1–2), 405–413. https://doi.org/10.1016/j.apgeog.2012.06.017

Grace, K., Frederick, L., Brown, M. E., Boukerrou, L., & Lloyd, B. (2017). Investigating important interactions between water and food security for child health in Burkina Faso. Population and Environment, 39, 26–46.

https://link.springer.com/article/10.1007/s11111-017-0270-6

Grace, K., Husak, G., & Bogle, S. (2014). Estimating agricultural production in marginal and food insecure areas in Kenya using very high resolution remotely sensed imagery. Applied Geography, 55, 257–265. https://doi.org/10.1016/j.apgeog.2014.08.014

Griffith, D. A. (2000). A linear regression solution to the spatial autocorrelation problem. Journal of Geographical Systems, 2, 141–156. https://link.springer.com/article/10.1007/PL00011451

Henry, S. J. F., & Dos Santos, S. (2013). Rainfall variations and child mortality in the Sahel: Results from a comparative event history analysis in Burkina Faso and Mali. Population and Environment, 34, 431–459.

https://doi.org/10.1007/s11111-012-0174-4

Ikazaki, K., Shinjo, H., Tanaka, U., Tobita, S., Funakawa, S., & Kosaki, T. (2011). “Fallow Band System,” a land management practice for controlling desertification and improving crop production in the Sahel, West Africa. 1. Effectiveness in desertification control and soil fertility improvement. Soil Science and Plant Nutrition, 57(4), 573–586. https://doi.org/10.1080/00380768.2011.593155

Institut National de la Statistique et de la Démographie & ICF International. (2012). Enquête démographique et de santé et à indicateurs multiples du Burkina Faso 2010 [Burkina Faso Demographic and Health Survey 2010]. https://www.dhsprogram.com/pubs/pdf/FR256/FR256.pdf

Joint Research Centre- European Soil Data Centre. (2013). European Soil Database Derived data [Data set]. https://esdac.jrc.ec.europa.eu/content/european-soil-database-derived-data#tabs-0-description=0

Kanamori, M. J., & Pullum, T. (2013). Indicators of child deprivation in sub-Saharan Africa: Levels and trends from the demographic and health surveys. United States Agency for International Development.

https://www.dhsprogram.com/pubs/pdf/CR32/CR32.pdf

Krivoruchko, K. (2012). Empirical Bayesian kriging. ESRI.

https://www.esri.com/news/arcuser/1012/empirical-byesian-kriging.html

Lloyd, B. J., & Dennison, P. E. (2018). Evaluating the response of conventional and water harvesting farms to environmental variables using remote sensing. Agriculture, Ecosystems & Environment, 262, 11–17. https://doi.org/10.1016/j.agee.2018.04.009

Maxwell, D. G. (1996). Measuring food insecurity: The frequency and severity of “coping strategies.” Food Policy, 21(3), 291–303. https://doi.org/10.1016/0306-9192(96)00005-X

Miller, D. D., & Welch, R. M. (2013). Food system strategies for preventing micronutrient malnutrition. Food Policy, 42, 115–128. https://doi.org/10.1016/j.foodpol.2013.06.008

Morales, F., Montserrat-de la Paz, S., Leon, M. J., & Rivero-Pino, F. (2023). Effects of malnutrition on the immune system and infection and the role of nutritional strategies regarding improvements in children’s health status: A literature review. Nutrients, 16(1), 1. https://doi.org/10.3390/nu16010001

Moran, P. A. P. (1950). A test for the serial independence of residuals. Biometrika, 37(1–2), 178–181.

https://doi.org/10.1093/biomet/37.1-2.178

Nanama, S., & Frongillo, E. A. (2012). Altered social cohesion and adverse psychological experiences with chronic food insecurity in the non-market economy and complex households of Burkina Faso. Social Science & Medicine, 74(3), 444–451. https://doi.org/10.1016/j.socscimed.2011.11.009

Noort, M. W. J., Renzetti, S., Linderhof, V., du Rand, G. E., Marx-Pienaar, N. J. M. M., de Kock, H. L., Magano, N., & Taylor, J. R. N. (2022). Towards sustainable shifts to healthy diets and food security in sub-Saharan Africa with climate-resilient crops in bread-type products: A food system analysis. Foods, 11(2), 135. https://doi.org/10.3390/foods11020135

Office for Outer Space Affairs UN-SPIDER Knowledge Portal. (2016). Land Cover Map (GlobeLand 30 - NGCC). United Nations. Retrieved July 26, 2016, from http://www.un-spider.org/links-and-resources/data-sources/land-cover-map-globeland-30-ngcc

Pérez-Mesa, D., Marrero, G. A., & Darias-Curvo, S. (2022). Child health inequality in Sub-Saharan Africa. Economics & Human Biology, 47, 101176. https://doi.org/10.1016/j.ehb.2022.101176

Reij, C., Mulder, P. & Begemann, L. (1988). Water harvesting for plant production. World Bank Group.

Reij, C., Tappan, G., & Smale, M. (2009). Agroenvironmental transformation in the Sahel: Another kind of “Green Revolution”. International Food Policy Research Institute. https://www.researchgate.net/publication/239807425

Richard, B., Qi, A., & Fitt, B. D. L. (2022). Control of crop diseases through Integrated Crop Management to deliver climate‐smart farming systems for low‐and high‐input crop production. Plant Pathology, 71(1), 187–206.

https://doi.org/10.1111/ppa.13493

Rojas, O., Vrieling, A., & Rembold, F. (2011). Assessing drought probability for agricultural areas in Africa with coarse resolution remote sensing imagery. Remote Sensing of Environment, 115(2), 343–352. https://doi.org/10.1016/j.rse.2010.09.006

Rutherford, M. E., Mulholland, K., & Hill, P. C. (2010). How access to health care relates to under‐five mortality in sub‐Saharan Africa: Systematic review. Tropical Medicine & International Health, 15(5), 508–519.

https://doi.org/10.1111/j.1365-3156.2010.02497.x

Sanchez, P. A. (1987). Soil productivity and sustainability in agroforestry systems. In H. A. Steppler, & P. K. R. Nair (Eds.), Agroforestry: A decade of development (pp. 205–223). International Council for Research in Agroforestry. https://www.doc-developpement-durable.org/file/Culture/Fertilisation-des-Terres-et-des-Sols/agroforestrie/Agroforestry_a_decade_of_development.pdf#page=214

Sandler, A., & Sun, L. (2024). The socio-environmental determinants of childhood malnutrition: A spatial and hierarchical analysis. Nutrients, 16(13), 2014. https://doi.org/10.3390/nu16132014

Sidibé, A. (2005). Farm-level adoption of soil and water conservation techniques in northern Burkina Faso. Agricultural Water Management, 71(3), 211–224. https://doi.org/10.1016/j.agwat.2004.09.002

Slingerland, M. A., Traore, K., Kayodé, A. P. P. & Mitchikpe, C. E. S. (2006). Fighting Fe deficiency malnutrition in West Africa: An interdisciplinary programme on a food chain approach. NJAS: Wageningen Journal of Life Sciences, 53(3–4), 253–279. https://doi.org/10.1016/S1573-5214(06)80009-6

United Nations International Children’s Fund. (2013). Improving child nutrition: The achievable imperative for global progress [Data set].

https://data.unicef.org/resources/improving-child-nutrition-the-achievable-imperative-for-global-progress/

World Health Organization & United Nations International Children’s Fund. (2009). WHO child growth standards and the identification of severe acute malnutrition in infants and children: A joint statement. https://www.who.int/publications/i/item/9789241598163

World Bank. (2015). Data: Burkina Faso. Retrieved July 24, 2017, from http://data.worldbank.org/country/burkina-faso

WorldPop. (n.d.). WorldPop open population repository. https://wopr.worldpop.org/?BFA/

Wuehler, S. E., Hess, S. Y. & Brown, K. H. (2011). Accelerating improvement in nutritional and health status of young children in the Sahel region of sub-Saharan Africa: Review of international guidelines on infant and young child feeding and nutrition. Maternal & Child Nutrition, 7(s1), 6–34.

https://doi.org/10.1111/j.1740-8709.2010.00306.x

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