ArticleScientific reports2021
Small area variation in child undernutrition across 640 districts and 543 parliamentary constituencies in India.
Article in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.
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23 citing papers in PubMed.
- Prevalence of housing structure and quality indicators in India: An assessment of changes across 720 districts between 2016 and 2021.SSM - population health · 2026Article
- Small area geographic variation in girl and boy child marriage in India: a district-level longitudinal analysis, 2016 and 2021.Journal of global health · 2025Article
- Geographic variation in women's empowerment: a multilevel analysis of India's National Family Health Survey 2021.Journal of global health · 2025Observational
- Changes in prevalence of alcohol and tobacco consumption across districts of India, 2016 and 2021.BMC public health · 2025Article
- Small-area variation in child under-vaccination in India: a multilevel analysis of cross-sectional data from 36 states and Union Territories, 707 districts, and 22,349 small-area clusters.The Lancet regional health. Southeast Asia · 2025Article
- Trends in nulliparous singleton alive births by cesarean section in India: Empirical patterns across public and private hospitals for 720 districts, 2016-2021.PLOS global public health · 2025Article
- Maternal Decision-Making Power and Care-Seeking Behaviors for Acutely Ill Children: A Multilevel Analysis of 33 Sub-Saharan African Countries.The American journal of tropical medicine and hygiene · 2024Article
- Article
- Spatial variation and risk factors of the dual burden of childhood stunting and underweight in India: a copula geoadditive modelling approach.Journal of nutritional science · 2024Article
- An environmental justice analysis of air pollution in India.Scientific reports · 2023Article
- Small Area Geographic Estimates of Cardiovascular Disease Risk Factors in India.JAMA network open · 2023Article
- Spatial heterogeneity in intimate partner violence across the 640 districts of India: a secondary analysis of a cross-sectional, population-based survey by use of model-based small-area estimation.The Lancet. Global health · 2023Article
- When social identities intersect: understanding inequities in growth outcomes by religion- caste and religion-tribe as intersecting strata of social hierarchy for Muslim and Hindu children in India.International journal for equity in health · 2023Article
- Progress on Sustainable Development Goal indicators in 707 districts of India: a quantitative mid-line assessment using the National Family Health Surveys, 2016 and 2021.The Lancet regional health. Southeast Asia · 2023Article
- Small area variations in four measures of poverty among Indian households: Econometric analysis of National Family Health Survey 2019-2021.Humanities & social sciences communications · 2023Article
- Small Area Variation in the Quality of Maternal and Newborn Care in India.JAMA network open · 2022Article
- Can administrative health data be used to estimate population level birth and child mortality estimates? A comparison of India's Health Information Management System data with nationally representative survey data.SSM - population health · 2022Article
- Small area variations in low birth weight and small size of births in India.Maternal & child nutrition · 2022Article
- Small area variation in severe, moderate, and mild anemia among women and children: A multilevel analysis of 707 districts in India.Frontiers in public health · 2022Article
- The relative importance of households as a source of variation in child malnutrition: a multilevel analysis in India.International journal for equity in health · 2021Article
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Abstract
In India, districts serve as central policy unit for program development, administration and implementation. The one-size-fits-all approach based on average prevalence estimates at the district level fails to capture the substantial small area variation. In addition to district average, heterogeneity within districts should be considered in policy design. The objective of this study was to quantify the extent of small area variation in child stunting, underweight and wasting across 36 states/Union Territories (UTs), 640 districts (and 543 PCs), and villages/blocks in India. We utilized the 4th round of Indian National Family Health Survey (NFHS-4) conducted in 2015-2016. The study population included 225,002 children aged 0-59 months whose height and weight information were available. Stunting was defined as height-for-age z-score below 2 SD from the World Health Organization child growth reference standards. Similarly, underweight and wasting were each defined as weight-for-age < -2 SD and weight-for-height < -2 SD from the age- and sex-specific medians. We adopted a four-level logistic regression model to partition the total variation in stunting, underweight and wasting. We computed precision-weighted prevalence of child anthropometric failures across districts and PCs as well as within-district/PC variation using standard deviation (SD) measures. For stunting, 56.4% (var: 0.237; SE: 0.008) of the total variation was attributed to villages/blocks, followed by 25.8% (var: 0.109; SE: 0.030) to states/UTs, and 17.7% (Var: 0.074; SE: 0.006) to districts. For underweight and wasting, villages/blocks accounted for 38.4% (var: 0.224; SE: 0.007) and 50% (var: 0.285; SE: 0.009), respectively, of the total contextual variance in India. Similar findings were shown in multilevel models incorporating PC as a geographical unit instead of districts. We found high positive correlations between mean prevalence and SD for stunting (r = 0.780, p < 0.001), underweight (r = 0.860, p < 0.001), and wasting (r = 0.857, p < 0.001) across all districts in India. A similar pattern of correlation was found for PCs. Within-district and within-PC variation are the primary source of variation for child malnutrition in India. Our results suggest the importance of considering heterogeneity within districts and PCs when planning and administering child nutrition policies.
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