G2TT
来源类型Working Paper
规范类型报告
DOI10.3386/t0189
来源IDTechnical Working Paper 0189
On the Validity of Using Census Geocode Characteristics to Proxy Individual Socioeconomic Characteristics
Arline T. Geronimus; John Bound; Lisa J. Neidert
发表日期1995-12-01
出版年1995
语种英语
摘要Investigators of social differentials in health outcomes commonly augment incomplete micro data by appending socioeconomic characteristics of residential areas (such as median income in a zip code) to proxy for individual characteristics. However, little empirical attention has been paid to how well this aggregate information serves as a proxy for the individual characteristics of interest. We build on recent work addressing the biases inherent in proxies and consider two health-related examples within a statistical framework that illuminate the nature and sources of biases. Data from the Panel Study of Income Dynamics and the National Maternal and Infant Health Survey are linked to census data. We assess the validity of using the aggregate census information as a proxy for individual information when estimating main effects, and when controlling for potential confounding between socioeconomic and sociodemographic factors in measures of general health status and infant mortality. We find a general, but not universal, tendency for aggregate proxies to exaggerate the effects of micro-level variables and to do more poorly than micro-level variables at controlling for confounding. The magnitude and direction of these biases, however, vary across samples. Our statistical framework and empirical findings suggest the difficulties in and limits to interpreting proxies derived from aggregate census data as if they were micro-level variables. The statistical framework we outline for our study of health outcomes should be generally applicable to other situations where researchers have merged aggregate data with micro data samples.
主题Econometrics ; Data Collection
URLhttps://www.nber.org/papers/t0189
来源智库National Bureau of Economic Research (United States)
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资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/562825
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Arline T. Geronimus,John Bound,Lisa J. Neidert. On the Validity of Using Census Geocode Characteristics to Proxy Individual Socioeconomic Characteristics. 1995.
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