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Measurement errors in multivariate measurement scales

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  • Tarkkonen, L.
  • Vehkalahti, K.

Abstract

Our aim is to construct a general measurement framework for analyzing the effects of measurement errors in multivariate measurement scales. We define a measurement model, which forms the core of the framework. The measurement scales in turn are often produced by methods of multivariate statistical analysis. As a central element of the framework, we introduce a new, general method of estimating the reliability of measurement scales. It is more appropriate than the classical procedures, especially in the context of multivariate analyses. The framework provides methods for various topics related to the quality of measurement, such as assessing the structural validity of the measurement model, estimating the standard errors of measurement, and correcting the predictive validity of a measurement scale for attenuation. A proper estimate of reliability is a requisite in each task. We illustrate the idea of the measurement framework with an example based on real data.

Suggested Citation

  • Tarkkonen, L. & Vehkalahti, K., 2005. "Measurement errors in multivariate measurement scales," Journal of Multivariate Analysis, Elsevier, vol. 96(1), pages 172-189, September.
    • Handle: RePEc:eee:jmvana:v:96:y:2005:i:1:p:172-189
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    References listed on IDEAS

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    Cited by:

    1. Vehkalahti, Kimmo & Puntanen, Simo & Tarkkonen, Lauri, 2007. "Effects of measurement errors in predictor selection of linear regression model," Computational Statistics & Data Analysis, Elsevier, vol. 52(2), pages 1183-1195, October.
    2. Peter M. Bentler, 2016. "Covariate-free and Covariate-dependent Reliability," Psychometrika, Springer;The Psychometric Society, vol. 81(4), pages 907-920, December.
    3. Šprajc, Polona & Bjegović, Miroslav & Vasić, Bojana, 2019. "Energy security in decision making and governance - Methodological analysis of energy trilemma index," Renewable and Sustainable Energy Reviews, Elsevier, vol. 114(C), pages 1-1.
    4. Ariel Alonso & Annouschka Laenen & Geert Molenberghs & Helena Geys & Tony Vangeneugden, 2010. "A Unified Approach to Multi-item Reliability," Biometrics, The International Biometric Society, vol. 66(4), pages 1061-1068, December.
    5. Indrawan, Natarianto & Shadle, Lawrence J. & Breault, Ronald W. & Panday, Rupendranath & Chitnis, Umesh K., 2021. "Data analytics for leak detection in a subcritical boiler," Energy, Elsevier, vol. 220(C).
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    7. Gonçalo Rodrigues Brás & Miguel Torres Preto & Ana Dias Daniel & Aurora A. C. Teixeira, 2023. "Assessing the Impact of Universities’ Entrepreneurial Activity on Regional Competitiveness," Administrative Sciences, MDPI, vol. 13(2), pages 1-21, January.

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