ArticleNature2018
Mapping local variation in educational attainment across Africa.
Article in Nature, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 45 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
45 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Effects of education on adult mortality: a global systematic review and meta-analysis.The Lancet. Public health · 2024Pooled it
- Health disparities across the counties of Kenya and implications for policy makers, 1990-2016: a systematic analysis for the Global Burden of Disease Study 2016.The Lancet. Global health · 2019Pooled it
- Sustainable diets and functional foods for the prevention of cardio-metabolic diseases and sustainable development goals of the UNO. An international consensus of scientific statement of the international college of nutrition and 28th world congress on clinical nutrition, Bogor, Indonesia.BMC cardiovascular disorders · 2026Review
- Small Area Estimation of Education Levels in Low- and Middle-Income Countries.The annals of applied statistics · 2026Article
- Using ESPEN data for evidence-based control of neglected tropical diseases in sub-Saharan Africa: A comprehensive model-based geostatistical analysis of soil-transmitted helminths.PLoS neglected tropical diseases · 2025Article
- Assessing trends in non-coverage bias in mobile phone surveys for estimating insecticide-treated net coverage: a cross-sectional analysis in Tanzania, 2007-2017.BMJ public health · 2025Article
- Review
- The Subnational Corruption Database: Grand and petty corruption in 1,473 regions of 178 countries, 1995-2022.Scientific data · 2024Article
- Interviewer biases in medical survey data: The example of blood pressure measurements.PNAS nexus · 2024Article
- Mapping heterogeneity in family planning indicators in Burkina Faso, Kenya, and Nigeria, 2000-2020.BMC medicine · 2024Article
- Assessing Geographic Overlap between Zero-Dose Diphtheria-Tetanus-Pertussis Vaccination Prevalence and Other Health Indicators.Vaccines · 2023Article
- Predicting socioeconomic indicators using transfer learning on imagery data: an application in Brazil.GeoJournal · 2023Review
- Mapping age- and sex-specific HIV prevalence in adults in sub-Saharan Africa, 2000-2018.BMC medicine · 2022Article
- Spatial aggregation with respect to a population distribution: Impact on inference.Spatial statistics · 2022Article
- The Transformation of Polygyny in Sub-Saharan Africa.Population and development review · 2022Article
- Mapping local variation in household overcrowding across Africa from 2000 to 2018: a modelling study.The Lancet. Planetary health · 2022Article
- Health and economic benefits of secondary education in the context of poverty: Evidence from Burkina Faso.PloS one · 2022Article
- rspatialdata: a collection of data sources and tutorials on downloading and visualising spatial data using R.F1000Research · 2022Article
- Increased women's empowerment and regional inequality in Sub-Saharan Africa between 1995 and 2015.PloS one · 2022Article
- Explaining socioeconomic disparities and gaps in the use of antenatal care services in 36 countries in sub-Saharan Africa.Health policy and planning · 2021Article
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Authors and funding
26 authors.
Funding
Abstract
Educational attainment for women of reproductive age is linked to reduced child and maternal mortality, lower fertility and improved reproductive health. Comparable analyses of attainment exist only at the national level, potentially obscuring patterns in subnational inequality. Evidence suggests that wide disparities between urban and rural populations exist, raising questions about where the majority of progress towards the education targets of the Sustainable Development Goals is occurring in African countries. Here we explore within-country inequalities by predicting years of schooling across five by five kilometre grids, generating estimates of average educational attainment by age and sex at subnational levels. Despite marked progress in attainment from 2000 to 2015 across Africa, substantial differences persist between locations and sexes. These differences have widened in many countries, particularly across the Sahel. These high-resolution, comparable estimates improve the ability of decision-makers to plan the precisely targeted interventions that will be necessary to deliver progress during the era of the Sustainable Development Goals.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.