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Poverty Mapping (Small-Area Estimation)×Living Standards Measurement Study×
FieldDevelopment StudiesDevelopment Studies
FamilyProcess / pipelineProcess / pipeline
Year of origin20031980
OriginatorChris Elbers, Jean O. Lanjouw & Peter LanjouwWorld Bank (Living Standards Measurement Study programme)
TypeCensus-survey small-area poverty estimation methodMulti-topic integrated household survey
Seminal sourceElbers, C., Lanjouw, J. O., & Lanjouw, P. (2003). Micro-Level Estimation of Poverty and Inequality. Econometrica, 71(1), 355-364. DOI ↗Grosh, M., & Glewwe, P. (Eds.). (2000). Designing Household Survey Questionnaires for Developing Countries: Lessons from 15 Years of the Living Standards Measurement Study. Washington, DC: World Bank. ISBN: 9780821345283
AliasesELL Method, Poverty Mapping, Census-Survey Poverty Estimation, Small-Area Poverty EstimationLSMS, LSMS Survey, Living Standards Survey, Integrated Household Survey
Related44
SummaryELL poverty mapping, named after Chris Elbers, Jean Lanjouw, and Peter Lanjouw, is a small-area estimation method that produces poverty and inequality estimates for geographic units far smaller than a household survey can support on its own. It combines two data sources: a detailed household survey that measures consumption but covers too few households per locality, and a population census that covers everyone but does not measure consumption. The method estimates a model of consumption on variables common to both, imputes consumption into the census, and simulates to generate poverty estimates — with statistically valid standard errors — for districts, communes, or even villages, which are then drawn as poverty maps.The Living Standards Measurement Study (LSMS) is a multi-topic integrated household survey programme launched by the World Bank in 1980 to improve the quality of household data for measuring and analysing welfare in developing countries. Built around a modular questionnaire that links a detailed household interview to community and price questionnaires, the LSMS measures living standards through consumption expenditure rather than income, and connects welfare outcomes to their determinants — employment, education, health, agriculture, and access to services — within a single, internally consistent dataset.
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ScholarGateCompare methods: Poverty Mapping (Small-Area Estimation) · Living Standards Measurement Study. Retrieved 2026-06-24 from https://scholargate.app/en/compare