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When Perceptions of Social Desirability Differ: Implications for the Multidimensional Nominal Response Model of
Julius David Kleinbub1, Timo Seitz1
1Department of Psychology, University of Mannheim, Mannheim, Germany.
The Multidimensional Nominal Response Model (MNRM) effectively reduces bias from faking in self-report questionnaires. It remains robust even when individuals perceive item desirability differently, provided faking aligns with these perceptions.
Area of Science:
- Psychometrics
- Psychological Measurement
- Statistical Modeling
Background:
- Self-report questionnaires are prevalent but susceptible to response biases like faking.
- Faking can severely bias measurements, especially in high-stakes settings such as personnel selection.
- The Multidimensional Nominal Response Model (MNRM) aims to mitigate faking bias by accounting for item-specific social desirability.
Purpose of the Study:
- To investigate the impact of heterogeneous social desirability perceptions on the Multidimensional Nominal Response Model (MNRM).
- To assess the MNRM's ability to recover accurate trait parameters when this assumption is violated.
- To examine how misaligned faking behavior affects parameter recovery under varying desirability perceptions.
Main Methods:
- Conducted simulation studies to model violations of the homogeneous desirability perception assumption.
- Implemented three distinct manipulations of heterogeneous desirability perceptions.
- Analyzed the effect of these manipulations on the recovery of substantive trait person parameters using the MNRM.
Main Results:
- The MNRM demonstrated robustness against violations of homogeneous social desirability perceptions when faking aligned with perceived desirability.
- Parameter recovery declined when test-takers' faking behavior was inconsistent with item-wise desirability perceptions.
- The study highlights the importance of the alignment between faking and perceived desirability for accurate measurement.
Conclusions:
- The MNRM is a resilient tool for reducing faking bias in self-report measures.
- Careful consideration of the alignment between individual desirability perceptions and faking strategies is crucial for accurate parameter estimation.
- Findings have implications for the application of the MNRM in personnel selection and other high-stakes assessments.
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