MODELING WITHIN-HOUSEHOLD ASSOCIATIONS IN HOUSEHOLD PANEL STUDIES

被引:3
|
作者
Steele, Fiona [1 ]
Clarke, Paul S. [2 ]
Kuha, Jouni [1 ]
机构
[1] London Sch Econ & Polit Sci, Dept Stat, Houghton St, London WC2A 2AE, England
[2] Univ Essex, Inst Social & Econ Res, Wivenhoe Pk, Colchester CO4 3SQ, Essex, England
来源
ANNALS OF APPLIED STATISTICS | 2019年 / 13卷 / 01期
关键词
Household effects; household correlation; longitudinal households; homophily; multiple membership multilevel model; marginal model; generalised estimating equations; ESTIMATING EQUATIONS; LONGITUDINAL DATA; DYNAMIC HOUSEHOLD; MULTILEVEL MODELS; MENTAL-HEALTH; GENDER-ROLES; CONCORDANCE; ATTITUDES; HOMOGAMY; CONTEXT;
D O I
10.1214/18-AOAS1189
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Household panel data provide valuable information about the extent of similarity in coresidents' attitudes and behaviours. However, existing analysis approaches do not allow for the complex association structures that arise due to changes in household composition over time. We propose a flexible marginal modeling approach where the changing correlation structure between individuals is modeled directly and the parameters estimated using second-order generalized estimating equations (GEE2). A key component of our correlation model specification is the "superhousehold", a form of social network in which pairs of observations from different individuals are connected (directly or indirectly) by coresidence. These superhouseholds partition observations into clusters with nonstandard and highly variable correlation structures. We thus conduct a simulation study to evaluate the accuracy and stability of GEE2 for these models. Our approach is then applied in an analysis of individuals' attitudes towards gender roles using British Household Panel Survey data. We find strong evidence of between-individual correlation before, during and after coresidence, with large differences among spouses, parent-child, other family, and unrelated pairs. Our results suggest that these dependencies are due to a combination of nonrandom sorting and causal effects of coresidence.
引用
收藏
页码:367 / 392
页数:26
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