Correcting Measurement Error Bias in Interaction Models with Small Samples

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dc.contributor.author Bisbe, Josep
dc.contributor.author Coenders, Germà
dc.contributor.author Saris, Willem E.
dc.contributor.author Batista Foguet, Joan Manuel
dc.date.issued 2006
dc.identifier.citation Bisbe, J., Coenders, G., Saris, W.E., i Batista-Foguet, J.M. (2006). Correcting Measurement Error Bias in Interaction Models with Small Samples. Metodoloski Zvezki, 3 (2), 267-287. Recuperat 24 novembre 2009, a http://mrvar.fdv.uni-lj.si/pub/mz/mz3.1/bispe.pdf
dc.identifier.issn 1854-0031
dc.identifier.uri http://hdl.handle.net/10256/1759
dc.description.abstract Several methods have been suggested to estimate non-linear models with interaction terms in the presence of measurement error. Structural equation models eliminate measurement error bias, but require large samples. Ordinary least squares regression on summated scales, regression on factor scores and partial least squares are appropriate for small samples but do not correct measurement error bias. Two stage least squares regression does correct measurement error bias but the results strongly depend on the instrumental variable choice. This article discusses the old disattenuated regression method as an alternative for correcting measurement error in small samples. The method is extended to the case of interaction terms and is illustrated on a model that examines the interaction effect of innovation and style of use of budgets on business performance. Alternative reliability estimates that can be used to disattenuate the estimates are discussed. A comparison is made with the alternative methods. Methods that do not correct for measurement error bias perform very similarly and considerably worse than disattenuated regression
dc.format.mimetype application/pdf
dc.language.iso eng
dc.publisher Faculty of Social Sciences University of Ljubljana
dc.relation.isformatof Reproducció digital del document publicat a: http://www.stat-d.si/mz/mz3.1/bispe.pdf
dc.relation.ispartof © Metodološki zvezki, 2006, vol. 3, núm. 2, p. 267-287
dc.relation.ispartofseries Articles publicats (D-EC)
dc.rights Tots els drets reservats
dc.subject Anàlisi d'error (Matemàtica)
dc.subject Anàlisi de regressió
dc.subject Mostreig (Estadística)
dc.subject Error analysis (Mathematics)
dc.subject Sampling (Statistics)
dc.subject Regression analysis
dc.title Correcting Measurement Error Bias in Interaction Models with Small Samples
dc.type info:eu-repo/semantics/article
dc.rights.accessRights info:eu-repo/semantics/openAccess
dc.type.version info:eu-repo/semantics/publishedVersion


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