评估家庭面板数据质量:以收入动态面板研究为例

Assessing the Quality of Household Panel Data: The Case of the Panel Study of Income Dynamics

Journal of Business & Economic Statistics · 1989
被引 75
人大 AABS 4

中文导读

利用多项方法研究证据,评估收入动态面板研究(PSID)的数据质量,发现尽管存在累积无应答,样本仍能代表美国非移民人口,且测量误差范围从极小到很大。

Abstract

Abstract Evidence from a number of methodological studies are used to assess the overall quality of data from the Panel Study of Income Dynamics (PSID). Despite substantial cumulative non-response over the nearly two decades spanned by the study, the sample is found to maintain its representation of the nonimmigrant population of the United States. The most important reasons for this result are that the study's following rules insure that the sample replaces itself in the same manner as the population (through the formation of new families by the offspring of old) and that nonresponse is largely unsystematic. Nonresponse also appears to be largely random with respect to parameters in a number of behavioral models. The accuracy of measures is assessed by comparing survey measures with national aggregates and with highly accurate individual validating data. PSID reports of transfer income appear to compare more favorably with program aggregates than do reports from other large-scale surveys such as the Current Population Survey. Finally, although PSID survey measures generally are unbiased when compared to validating data, they contain amounts of measurement-error variance that range from trivially small to very large. KEY WORDS: Panel attritionRepresentativenessValidity

面板数据质量样本代表性非抽样误差PSID