A comparison of three sets of criteria for determining the presence of differential item functioning using ordinal logistic regression

Paul K. Crane*, Laura E. Gibbons, Katja Ocepek-Welikson, Karon Cook, David Cella, Kaavya Narasimhalu, Ron D. Hays, Jeanne A. Teresi

*Corresponding author for this work

Research output: Contribution to journalArticle

77 Scopus citations

Abstract

Background: Several techniques have been developed to detect differential item functioning (DIF), including ordinal logistic regression (OLR). This study compared different criteria for determining whether items have DIF using OLR. Objectives: To compare and contrast findings from three different sets of criteria for detecting DIF using OLR. General distress and physical functioning items were evaluated for DIF related to five covariates: age, marital status, gender, race, and Hispanic origin. Research design: Cross-sectional study. Subjects: 1,714 patients with cancer or HIV/AIDS. Measures: A total of 23 items addressing physical functioning and 15 items addressing general distress were selected from a pool of 154 items from four different health-related quality of life questionnaires. Results: The three sets of criteria produced qualitatively and quantitatively different results. Criteria based on statistical significance alone detected DIF in almost all the items, while alternative criteria based on magnitude detected DIF in far fewer items. Accounting for DIF by using demographic-group specific item parameters had negligible effects on individual scores, except for race. Conclusions: Specific criteria chosen to determine whether items have DIF have an impact on the findings. Criteria based entirely on statistical significance may detect small differences that are clinically negligible.

Original languageEnglish (US)
Pages (from-to)69-84
Number of pages16
JournalQuality of Life Research
Volume16
Issue numberSUPPL. 1
DOIs
StatePublished - Aug 1 2007

Keywords

  • Differential item functioning
  • Item response theory
  • Ordinal logistic regression
  • Psychometrics
  • Test bias

ASJC Scopus subject areas

  • Public Health, Environmental and Occupational Health

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    Crane, P. K., Gibbons, L. E., Ocepek-Welikson, K., Cook, K., Cella, D., Narasimhalu, K., Hays, R. D., & Teresi, J. A. (2007). A comparison of three sets of criteria for determining the presence of differential item functioning using ordinal logistic regression. Quality of Life Research, 16(SUPPL. 1), 69-84. https://doi.org/10.1007/s11136-007-9185-5