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

Authors: Vyas, Seema; Kumaranayake, Lilani

Source: Health Policy and Planning, Volume 21, Number 6, November 2006 , pp. 459-468(10)

Publisher: Oxford University Press

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Abstract:

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.

Keywords: socio-economic status; principal components analysis; cluster analysis; methodology

Document Type: Research article

DOI: http://dx.doi.org/10.1093/heapol/czl029

Publication date: 2006-11-01

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  • Health Policy and Planning blends such individual specialities as epidemiology, health and development economics, management and social policy, planning and social anthropology into a lively academic mix that constantly stimulates and keeps readers abreast of modern international health care.
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