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Small Area Estimation/Ushahidi
Rekodi ya ushahidi wa mbinu

Small Area Estimation

Small Area Estimation (SAE) refers to statistical techniques that produce reliable estimates for subpopulations — geographical regions, demographic groups, or administrative units — where direct survey samples are too sparse to yield acceptable precision. The Fay-Herriot model, introduced by Robert Fay and Roger Herriot in 1979, is the canonical area-level SAE model. It supplements weak direct survey estimates with auxiliary covariate information through an empirical Bayes or BLUP framework, substantially reducing mean squared error for small domains.

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Small Area Estimation (Fay-Herriot Model)
Rekodi ya mbinu ya kiajenda · regression-model / survey-methodology
  • Fay, R. E., & Herriot, R. A. (1979). Estimates of income for small places: An application of James-Stein procedures to census data. Journal of the American Statistical Association, 74(366), 269–277. · DOI 10.1080/01621459.1979.10482505
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See alsoBayesian Hierarchical Modelmachine-suggested · Relational suggestion, not evidence.Used in the same domainSurvey Weightingmachine-suggested · Relational suggestion, not evidence.

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