单调与非单调流失对教育数据回归模型中参数估计的影响:人口学特征对成就、志向和态度的影响

Effects of Monotone and Nonmonotone Attrition on Parameter Estimates in Regression Models with Educational Data: Demographic Effects on Achievement, Aspirations, and Attitudes

Journal of Human Resources · 1998
被引 35
人大 AABS 3

中文导读

利用高中及以上纵向研究四波数据,分析单调与非单调流失模式,发现性别和基年不完全参与是重要预测因子,且流失可能导致黑人与白人成就差距的系统性膨胀。

Abstract

Using the High School and Beyond longitudinal study, we investigate the participation patterns across four waves of data. Because nonrespondents from one wave are recontacted at subsequent waves, both monotone and nonmonotone attrition patterns arise. We discuss correlates of these two types of attrition in an attempt to describe individuals who may be at-risk of attrition. Gender and incomplete participation in the base-year (respondents who exhibit item nonresponse on key variables) are important predictors of later attrition. Estimated effects of monotone and nonmonotone attrition on parameter estimates in regression models suggest that certain demographic effects will be biased due to sample attrition. The evidence for bias is neither pervasive nor consistent, but suggests a systematic inflation of the Black-White achievement disparity.

纵向数据缺失单调损耗非单调损耗参数估计偏差