Spatial modeling of child malnutrition attributable to drought in India
- PMID: 32240317
- DOI: 10.1007/s00038-020-01353-y
Spatial modeling of child malnutrition attributable to drought in India
Abstract
Objectives: Indian agriculture is mostly dependent on monsoon. Poor and irregular rainfall may result in crop failure and food shortage among the vulnerable population. This study examined the variations in drought condition and its association with under age 5 child malnutrition across the districts of India.
Methods: Using remote sensing and National Family Health Survey (NFHS-4) data, univariate Moran's I and bivariate local indicator of spatial autocorrelation (LISA) maps were generated to assess the spatial autocorrelation and clustering. To empirically check the association, we applied multivariate ordinary least square and spatial autoregressive models.
Results: The study identified highly significant spatial dependence of drought followed by underweight, stunting, and wasting. Bivariate LISA maps showed negative spatial autocorrelation between drought and child malnutrition. Regression results suggest agricultural drought is substantially associated with stunting. An increasing value of drought showed statistical association with the decreasing (β = - 8.251; p value < 0.05) prevalence rate of child stunting across India.
Conclusions: This study provides evidence of child undernutrition attributable to drought condition, which will further improve the knowledge of human vulnerability and adaptability in the climatic context.
Keywords: Child nutrition; Climate; Drought; India; LISA.
Similar articles
-
Spatial heterogeneity and correlates of child malnutrition in districts of India.BMC Public Health. 2018 Aug 17;18(1):1027. doi: 10.1186/s12889-018-5873-z. BMC Public Health. 2018. PMID: 30119652 Free PMC article.
-
Vulnerability of agriculture to climate change increases the risk of child malnutrition: Evidence from a large-scale observational study in India.PLoS One. 2021 Jun 28;16(6):e0253637. doi: 10.1371/journal.pone.0253637. eCollection 2021. PLoS One. 2021. PMID: 34181668 Free PMC article.
-
Spatial Clustering of Malnutrition and Anemia Among Reproductive Women and Its Associated Risk Factors in India: Evidence From National Family Health Survey-5.Food Nutr Bull. 2024 Mar;45(1):3-11. doi: 10.1177/03795721241234086. Epub 2024 Mar 4. Food Nutr Bull. 2024. PMID: 38439659
-
Global Landscape of Malnutrition in Infants and Young Children.Nestle Nutr Inst Workshop Ser. 2020;93:1-14. doi: 10.1159/000503315. Epub 2020 Jan 28. Nestle Nutr Inst Workshop Ser. 2020. PMID: 31991423 Review.
-
A systematic review and meta-analysis assessing the impact of droughts, flooding, and climate variability on malnutrition.Glob Public Health. 2022 Jan;17(1):68-82. doi: 10.1080/17441692.2020.1860247. Epub 2020 Dec 17. Glob Public Health. 2022. PMID: 33332222 Free PMC article.
Cited by
-
Association Between Air Pollution and COVID-19 Pandemic: An Investigation in Mumbai, India.Geohealth. 2021 Jul 1;5(7):e2021GH000383. doi: 10.1029/2021GH000383. eCollection 2021 Jul. Geohealth. 2021. PMID: 34296050 Free PMC article.
-
Climate change impacts on the health of South Asian children and women subpopulations - A scoping review.Heliyon. 2022 Sep 28;8(10):e10811. doi: 10.1016/j.heliyon.2022.e10811. eCollection 2022 Oct. Heliyon. 2022. PMID: 36203903 Free PMC article.
-
Temporal and Spatial Effects of Extreme Drought Events on Human Epidemics over Ancient China in 1784-1787 CE.Environ Health. 2025 Mar 11;24(1):8. doi: 10.1186/s12940-025-01163-w. Environ Health. 2025. PMID: 40069762 Free PMC article.
-
Climate change and tuberculosis: an analytical framework.medRxiv [Preprint]. 2025 Feb 20:2025.02.18.25322451. doi: 10.1101/2025.02.18.25322451. medRxiv. 2025. PMID: 40034780 Free PMC article. Preprint.
-
Spatial and Machine Learning Approach to Model Childhood Stunting in Pakistan: Role of Socio-Economic and Environmental Factors.Int J Environ Res Public Health. 2022 Sep 2;19(17):10967. doi: 10.3390/ijerph191710967. Int J Environ Res Public Health. 2022. PMID: 36078682 Free PMC article.
References
MeSH terms
LinkOut - more resources
Full Text Sources
Medical