使用多重插补纠正国家青年纵向调查中的选择性无应答

Correcting for Selective Nonresponse in the National Longitudinal Survey of Youth Using Multiple Imputation

Journal of Human Resources · 2001
被引 73
人大 AABS 3

中文导读

识别国家青年纵向调查中儿童心理社会调整和贫困经历的无应答模式,发现选择性无应答显著存在,并比较列表删除与多重插补对潜增长曲线模型估计的影响。

Abstract

Survey attrition and nonresponse, particularly when selective, present unique challenges to researchers interested in studying developmental processes and longitudinal change. Four distinct patterns of nonresponse on children's psychosocial adjustment and lifetime poverty experiences and family histories are identified using principal components analysis. In turn, membership in these four groups is significantly predicted by the child's demographic characteristics, family experiences, and previous values on adjustment variables, indicating selective nonresponse and raising the possibility of biased estimates based on listwise deletion of missing data. We then examine a set of latent growth curve models that interrelate children's family experiences and psychosocial adjustment using listwise deletion (LD) and multiple imputation (MI) procedures. Implications for treatment of nonresponse in national longitudinal surveys are discussed.

选择性无应答多重插补国家青年纵向调查潜在增长曲线模型