ON THE MODELING OF LOCAL DEPENDENCE

Violations of the assumption of local independence are a fundamental issue in Item Response Theory as they threaten model validity and bias the parameter estimates.For such a reason, a plethora of tests and approaches has been devised in the last forty years to detect or to model such violations.Nonetheless, local dependence remains an open problem, with somewhat blurred boundaries due to the lack of a general framework for dealing with the different notions of dependence that have been suggested in literature.The present contribution has a two-fold aim: On the one hand, to review and collect some of the approaches available in the literature; on the other hand, by following a unified perspective on assessment models introduced by Noventa et al. (2024) to suggest a possible systematization of some existing and some new approaches to local dependence.As a result, deterministic and probabilistic modeling mechanisms of local dependence are formalized and discussed.

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Publication Details

Journal
Psychometrika
Published
2026-03-02
DOI
https://doi.org/10.1017/psy.2026.10099
Primary Topic
Economic theories and models
Type
article
Field-Weighted Citation Impact
0.00

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article

ON THE MODELING OF LOCAL DEPENDENCE

Jürgen Heller, Stefano Noventa, Andrea Spoto
Psychometrika
Economic theories and models
article

ON THE MODELING OF LOCAL DEPENDENCE

Jürgen Heller, Stefano Noventa, Andrea Spoto
article en

Abstract

Violations of the assumption of local independence are a fundamental issue in Item Response Theory as they threaten model validity and bias the parameter estimates.For such a reason, a plethora of tests and approaches has been devised in the last forty years to detect or to model such violations.Nonetheless, local dependence remains an open problem, with somewhat blurred boundaries due to the lack of a general framework for dealing with the different notions of dependence that have been suggested in literature.The present contribution has a two-fold aim: On the one hand, to review and collect some of the approaches available in the literature; on the other hand, by following a unified perspective on assessment models introduced by Noventa et al. (2024) to suggest a possible systematization of some existing and some new approaches to local dependence.As a result, deterministic and probabilistic modeling mechanisms of local dependence are formalized and discussed.

Psychometrika
University of Padua (IT)
Deutsche Forschungsgemeinschaft
Openalex Percentile: Top 42%
Economic theories and models
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ON THE MODELING OF LOCAL DEPENDENCE — Jürgen Heller, Stefano Noventa, et al. · Psychometrika (2026) | TGRS Research Map | TGRS