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dc.contributor.authorKRÖGER, Hannes
dc.contributor.authorHOFFMANN, Rasmus
dc.contributor.authorPAKPAHAN, Eduwin
dc.date.accessioned2019-03-01T14:53:49Z
dc.date.available2019-03-01T14:53:49Z
dc.date.issued2016
dc.identifier.citationJournal of the royal statistical society series a-statistics in society, 2016, Vol. 179, No. 2, pp. 607-628
dc.identifier.issn0964-1998
dc.identifier.issn1467-985Xen
dc.identifier.urihttp://hdl.handle.net/1814/61513
dc.description.abstractWe discuss the problem of random measurement error in two variables when using a cross-lagged panel design. We apply the problem to the question of the causal direction between socio-economic status and subjective health, known also as health selection versus social causation. We plot the bias of the ratio between the social causation and the health selection coefficient as a function of the degree of measurement error in subjective health and socio-economic status for different scenarios which might occur in practice. Using simulated data we give an example of a Bayesian model for the treatment of measurement error that relies on external information about the degree of measurement error.
dc.description.sponsorshipThe research was funded by European Research Council grant 313532.
dc.language.isoen
dc.publisherWileyen
dc.relationinfo:eu-repo/grantAgreement/EC/FP7/313532/EU
dc.relation.ispartofJournal of the royal statistical society series a-statistics in society
dc.subjectBias
dc.subjectCross-lagged panel design
dc.subjectHealth selection
dc.subjectIntegrated nested Laplace approximation
dc.subjectMeasurement error
dc.subjectSocial causation
dc.subjectNested Laplace Approximationsen
dc.subjectSelf-Rated Healthen
dc.subjectLife-Courseen
dc.subjectSelectionen
dc.subjectEpidemiologyen
dc.subjectModelsen
dc.subjectBiasen
dc.subjectPerspectivesen
dc.subjectReliabilityen
dc.subjectPathwaysen
dc.titleConsequences of measurement error for inference in cross-lagged panel design : the example of the reciprocal causal relationship between subjective health and socio-economic status
dc.typeArticle
dc.identifier.doi10.1111/rssa.12129
dc.identifier.volume179
dc.identifier.startpage607
dc.identifier.endpage628
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dc.identifier.issue2


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