Related Experiment Video
Updated: Sep 13, 2025

A Psychophysics Paradigm for the Collection and Analysis of Similarity Judgments
Published on: March 1, 2022
From Likert to Forced Choice: Statement Parameter Invariance and Context Effects in Personality Assessment
Jianbin Fu1, Patrick C Kyllonen1, Xuan Tan1
1Educational Testing Service.
Forced-choice questionnaires (FCQs) measuring personality traits may not maintain consistent item parameters across different formats or pairings. This study found that statement parameters varied between Likert and FCQ formats and when statements were recombined in new FCQ pairs.
Area of Science:
- Psychometrics
- Personality Assessment
- Psychological Measurement
Background:
- Forced-choice questionnaires (FCQs) are increasingly used for personality assessment.
- A key assumption in using FCQs is statement parameter invariance across different item formats and contexts.
- This invariance is crucial for accurate interpretation of personality measures.
Purpose of the Study:
- To empirically investigate statement parameter invariance in FCQs.
- To examine invariance between Likert and FCQ formats.
- To assess invariance between different FCQ item pairings.
Main Methods:
- An empirical study compared statement parameters using Likert and FCQ formats.
- Parameters were analyzed for common statements across two Likert and two FCQ forms.
- FCQ forms were created by pairing statements, including novel pairings and pairings from original triplet blocks.
Main Results:
- Statement parameter invariance was not supported between Likert and FCQ items.
- Invariance was also not supported for FC items when statements were recombined into new pairs.
- However, parameter invariance generally held for FC items when a statement was dropped from an original triplet block.
Conclusions:
- The assumption of statement parameter invariance in FCQs is questionable, particularly across different formats and novel item constructions.
- Contextual effects can influence item parameters, impacting the reliability of personality assessments.
- Test practitioners should exercise caution regarding parameter invariance when using FCQs and consider potential context effects.
Related Concept Videos
Self-Report Tests of Personality
Attribution Theory
Cultural Influences on Personality
Introduction to Personality Psychology
Early Theories of Personality
The study of...
Fundamental Attribution Error
Cattell's 16 Personality Factors
In contrast, source traits are the...

