Constructing socio-economic status indices: how to use principal components analysis

被引:2118
|
作者
Vyas, Seema [1 ]
Kumaranayake, Lilani [1 ]
机构
[1] Univ London London Sch Hyg & Trop Med, HIVTools Res Grp, Hlth Policy Unit, Dept Publ Hlth & Policy, London WC1E 7HT, England
关键词
socio-economic status; principal components analysis; cluster analysis; methodology;
D O I
10.1093/heapol/czl029
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Theoretically, measures of household wealth can be reflected by income, consumption or expenditure information. However, the collection of accurate income and consumption data requires extensive resources for household surveys. Given the increasingly routine application of principal components analysis (PCA) using asset data in creating socio-economic status (SES) indices, we review how PCA-based indices are constructed, how they can be used, and their validity and limitations. Specifically, issues related to choice of variables, data preparation and problems such as data clustering are addressed. Interpretation of results and methods of classifying households into SES groups are also discussed. PCA has been validated as a method to describe SES differentiation within a population. Issues related to the underlying data will affect PCA and this should be considered when generating and interpreting results.
引用
收藏
页码:459 / 468
页数:10
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