Modelling non-response in the National Child Development Study

被引:133
作者
Hawkes, Denise [1 ]
Plewis, Ian [1 ]
机构
[1] Inst Educ, Ctr Longitudinal, London WC1H 0AL, England
基金
英国经济与社会研究理事会;
关键词
attrition; birth cohort studies; logistic regression; longitudinal data; multinomial regression; non-response; survival models;
D O I
10.1111/j.1467-985X.2006.00401.x
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
There is widespread concern that the cumulative effects of the non-response that is bound to affect any long-running longitudinal study will lead to mistaken inferences about change. We focus on the National Child Development Study and show how non-response has accumulated over time. We distinguish between attrition and wave non-response and show how these two kinds of non-response can be related to a set of explanatory variables. We model the discrete time hazard of non-response and also fit a set of multinomial logistic regressions to the probabilities of different kinds of non-response at a particular sweep. We find that the best predictors of non-response at any sweep are generally variables that are measured at the previous sweep but, although non-response is systematic, much of the variation in it remains unexplained by our models. We consider the implications of our results for both design and analysis.
引用
收藏
页码:479 / 491
页数:13
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