ArticlePLoS medicine2014
Geographical inequalities in use of improved drinking water supply and sanitation across Sub-Saharan Africa: mapping and spatial analysis of cross-sectional survey data.
Article in PLoS medicine, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 82 papers, 2 of them syntheses that pooled it.
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Who cites it
82 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Pooled it
- The roles of water, sanitation and hygiene in reducing schistosomiasis: a review.Parasites & vectors · 2015Pooled it
- Exploring the relationship between access to water, sanitation and hygiene and soil-transmitted helminth infection: a demonstration of two recursive partitioning tools.PLoS neglected tropical diseases · 2014Trial
- Trends and factors influencing household use of unimproved water sources in Ethiopia: a multivariate decomposition analysis of EDHS data.Journal of health, population, and nutrition · 2026Article
- Advanced machine learning approaches for predicting Neglected Tropical Disease co-endemicity in Kenya: A focus on soil-transmitted helminths, schistosomiasis, and lymphatic filariasis.PLoS neglected tropical diseases · 2026Article
- Mapping inequities in safe water access: a spatial and geographically weighted regression analysis of unimproved water source use in sub-Saharan Africa.Journal of health, population, and nutrition · 2026Article
- Assessing the associations between public works participation, household water and sanitation conditions, and child nutrition in Southern Madagascar: a mediation analysis.Frontiers in public health · 2026Article
- Article
- Cholera in Kenya: A scoping review of current research, evidence gaps and future directions.PLOS global public health · 2026Article
- Multilevel analysis of improved water utilization and associated factors in Yemen: using 2013 DHS Yemen national dataset.BMC public health · 2025Article
- Determinants and geographic distribution of unimproved sanitation facilities in sub-Saharan Africa, spatial and multilevel analysis using demographic and health survey (DHS) data.BMC public health · 2025Article
- In utero exposure to extreme heat increases neonatal mortality.PNAS nexus · 2025Article
- Impact of women's political empowerment through gender quotas on improved drinking water access in Africa.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- A Transect Through the Living Environments of Slovakia's Roma Population: Urban, Sub-Urban, and Rural Settlements, and Exposure to Environmental and Water-Related Health Risks.International journal of environmental research and public health · 2025Article
- Spatial distribution and determinants of unimproved sources of drinking water among Somali households: spatial and multilevel analysis using nationwide survey data.Journal of water and health · 2025Article
- Comparative analysis of ARIMA and Holt's models for predicting water and sanitation access in Bangladesh: toward SDG target.Journal of water and health · 2025Article
- Geospatial distribution of unimproved water source and sanitation facilities in Ethiopia: evidence from the latest demographic and health survey (2019).Scientific reports · 2025Article
- Schistosomiasis Interventions in Africa: Assessment and Systematic Review.Journal of parasitology research · 2025Review
- Article
- Spatial analysis of unimproved drinking water source in East Africa: Using Demographic and Health Survey (DHS) data from 2012-2023.PloS one · 2025Article
22 more citing papers are in PubMed but not listed here.
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4 authors.
Funding
Abstract
backgroundUnderstanding geographic inequalities in coverage of drinking-water supply and sanitation (WSS) will help track progress towards universal coverage of water and sanitation by identifying marginalized populations, thus helping to control a large number of infectious diseases. This paper uses household survey data to develop comprehensive maps of WSS coverage at high spatial resolution for sub-Saharan Africa (SSA). Analysis is extended to investigate geographic heterogeneity and relative geographic inequality within countries. METHODS AND
findingsCluster-level data on household reported use of improved drinking-water supply, sanitation, and open defecation were abstracted from 138 national surveys undertaken from 1991-2012 in 41 countries. Spatially explicit logistic regression models were developed and fitted within a Bayesian framework, and used to predict coverage at the second administrative level (admin2, e.g., district) across SSA for 2012. Results reveal substantial geographical inequalities in predicted use of water and sanitation that exceed urban-rural disparities. The average range in coverage seen between admin2 within countries was 55% for improved drinking water, 54% for use of improved sanitation, and 59% for dependence upon open defecation. There was also some evidence that countries with higher levels of inequality relative to coverage in use of an improved drinking-water source also experienced higher levels of inequality in use of improved sanitation (rural populations r = 0.47, p = 0.002; urban populations r = 0.39, p = 0.01). Results are limited by the quantity of WSS data available, which varies considerably by country, and by the reliability and utility of available indicators.
conclusionsThis study identifies important geographic inequalities in use of WSS previously hidden within national statistics, confirming the necessity for targeted policies and metrics that reach the most marginalized populations. The presented maps and analysis approach can provide a mechanism for monitoring future reductions in inequality within countries, reflecting priorities of the post-2015 development agenda. Please see later in the article for the Editors' Summary.
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