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Article: A dual process item response theory model for polytomous multidimensional forced‐choice items
Title | A dual process item response theory model for polytomous multidimensional forced‐choice items |
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Authors | |
Keywords | cognitive model of choice item response theory multidimensional forced choice psychological differentiation |
Issue Date | 26-Mar-2023 |
Publisher | Wiley |
Citation | British Journal of Mathematical and Statistical Psychology, 2023, v. 76, n. 3, p. 491-512 How to Cite? |
Abstract | The use of multidimensional forced-choice (MFC) items to assess non-cognitive traits such as personality, interests and values in psychological tests has a long history, because MFC items show strengths in preventing response bias. Recently, there has been a surge of interest in developing item response theory (IRT) models for MFC items. However, nearly all of the existing IRT models have been developed for MFC items with binary scores. Real tests use MFC items with more than two categories; such items are more informative than their binary counterparts. This study developed a new IRT model for polytomous MFC items based on the cognitive model of choice, which describes the cognitive processes underlying humans' preferential choice behaviours. The new model is unique in its ability to account for the ipsative nature of polytomous MFC items, to assess individual psychological differentiation in interests, values and emotions, and to compare the differentiation levels of latent traits between individuals. Simulation studies were conducted to examine the parameter recovery of the new model with existing computer programs. The results showed that both statement parameters and person parameters were well recovered when the sample size was sufficient. The more complete the linking of the statements was, the more accurate the parameter estimation was. This paper provides an empirical example of a career interest test using four-category MFC items. Although some aspects of the model (e.g., the nature of the person parameters) require additional validation, our approach appears promising. |
Persistent Identifier | http://hdl.handle.net/10722/341869 |
ISSN | 2023 Impact Factor: 1.5 2023 SCImago Journal Rankings: 1.735 |
ISI Accession Number ID |
DC Field | Value | Language |
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dc.contributor.author | Qiu, Xuelan | - |
dc.contributor.author | De la Torre, Jimmy | - |
dc.date.accessioned | 2024-03-26T05:37:49Z | - |
dc.date.available | 2024-03-26T05:37:49Z | - |
dc.date.issued | 2023-03-26 | - |
dc.identifier.citation | British Journal of Mathematical and Statistical Psychology, 2023, v. 76, n. 3, p. 491-512 | - |
dc.identifier.issn | 0007-1102 | - |
dc.identifier.uri | http://hdl.handle.net/10722/341869 | - |
dc.description.abstract | <p>The use of multidimensional forced-choice (MFC) items to assess non-cognitive traits such as personality, interests and values in psychological tests has a long history, because MFC items show strengths in preventing response bias. Recently, there has been a surge of interest in developing item response theory (IRT) models for MFC items. However, nearly all of the existing IRT models have been developed for MFC items with binary scores. Real tests use MFC items with more than two categories; such items are more informative than their binary counterparts. This study developed a new IRT model for polytomous MFC items based on the cognitive model of choice, which describes the cognitive processes underlying humans' preferential choice behaviours. The new model is unique in its ability to account for the ipsative nature of polytomous MFC items, to assess individual psychological differentiation in interests, values and emotions, and to compare the differentiation levels of latent traits between individuals. Simulation studies were conducted to examine the parameter recovery of the new model with existing computer programs. The results showed that both statement parameters and person parameters were well recovered when the sample size was sufficient. The more complete the linking of the statements was, the more accurate the parameter estimation was. This paper provides an empirical example of a career interest test using four-category MFC items. Although some aspects of the model (e.g., the nature of the person parameters) require additional validation, our approach appears promising.</p> | - |
dc.language | eng | - |
dc.publisher | Wiley | - |
dc.relation.ispartof | British Journal of Mathematical and Statistical Psychology | - |
dc.rights | This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. | - |
dc.subject | cognitive model of choice | - |
dc.subject | item response theory | - |
dc.subject | multidimensional forced choice | - |
dc.subject | psychological differentiation | - |
dc.title | A dual process item response theory model for polytomous multidimensional forced‐choice items | - |
dc.type | Article | - |
dc.identifier.doi | 10.1111/bmsp.12303 | - |
dc.identifier.scopus | eid_2-s2.0-85150966779 | - |
dc.identifier.volume | 76 | - |
dc.identifier.issue | 3 | - |
dc.identifier.spage | 491 | - |
dc.identifier.epage | 512 | - |
dc.identifier.eissn | 2044-8317 | - |
dc.identifier.isi | WOS:000959126300001 | - |
dc.identifier.issnl | 0007-1102 | - |