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Bayesian Differential Item Functioning×Teoria odpowiedzi na pozycje (IRT)×
DziedzinaPsychometriaPsychometria
RodzinaLatent structureLatent structure
Rok powstania1990s–2000s1952–1968
TwórcaH. Swaminathan & H. J. Rogers (classical DIF); Bayesian extensions developed through Markov chain Monte Carlo IRT methods in the 1990s–2000sFrederic M. Lord (and Allan Birnbaum for the 2PL/3PL models)
TypItem bias detection / Bayesian inferenceProbabilistic measurement model
Źródło pierwotneSwaminathan, H., & Rogers, H. J. (1990). Detecting differential item functioning using logistic regression procedures. Journal of Educational Measurement, 27(4), 361–370. DOI ↗Lord, F. M. & Novick, M. R. (1968). Statistical Theories of Mental Test Scores. Addison-Wesley. link ↗
Inne nazwyBayesian DIF, Bayesian DIF analysis, Bayesian item bias detection, BDIFIRT, latent trait theory, item characteristic curve theory, modern test theory
Pokrewne55
PodsumowanieBayesian differential item functioning analysis detects whether a test item behaves differently across demographic or cultural groups — such as males vs. females — after accounting for the underlying ability or trait being measured. It applies Bayesian IRT estimation to obtain posterior distributions of item parameters separately per group, then evaluates group differences with posterior credibility intervals or Bayes factors rather than classical p-values.Item response theory models the probability that a respondent answers an item correctly (or endorses it) as a function of the respondent's latent trait level and the item's own statistical properties — difficulty, discrimination, and guessing. Unlike classical test theory, IRT places persons and items on the same scale, yielding measurement that is sample-independent for items and test-independent for persons.
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ScholarGatePorównaj metody: Bayesian Differential Item Functioning · Item Response Theory. Pobrano 2026-06-17 z https://scholargate.app/pl/compare