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Bayesian estimation of reliability by MCMC is proposed as an alternative to coefficient alpha, regarded as a classic method of estimating reliability. However, coefficient alpha is derived from a structural factor model, various kinds of which are used in modern data analysis, e.g., SEM, sometimes used to analyze reliability. SEM emphasizes covariances to analyze categorical items that are estimated...
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