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Modelling non-response in the National Child Development Study

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Abstract:

Summary. 

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.

Keywords: Attrition; Birth cohort studies; Logistic regression; Longitudinal data; Multinomial regression; Non-response; Survival models

Document Type: Research Article

DOI: http://dx.doi.org/10.1111/j.1467-985X.2006.00401.x

Affiliations: Institute of Education, London, UK

Publication date: July 1, 2006

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