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Prospects for reducing group mean differences on cognitive tests via item selection strategies.
Isaac M Bazian1, Samuel D Lee2, Paul R Sackett1
1Department of Psychology, University of Minnesota.
The Journal of Applied Psychology
|November 18, 2024
Summary
Removing items from cognitive ability tests may slightly reduce race and ethnic subgroup score differences, but cannot eliminate them. This item trimming procedure offers modest improvements in score equity.
Area of Science:
- Industrial-Organizational Psychology
- Psychometrics
- Human Resources Management
Background:
- Cognitive ability tests are prevalent in employee selection.
- Significant mean differences in test scores exist across racial and ethnic subgroups.
- These score disparities pose a challenge for equitable test use.
Purpose of the Study:
- To investigate an item-level procedure for reducing subgroup mean differences in cognitive ability test scores.
- To assess the impact of removing test items on score equity and test validity.
Main Methods:
- Three datasets were analyzed using item-level trimming procedures.
- Items were removed based on difficulty or subgroup mean differences.
- Test reliability was adjusted, and subgroup mean differences were compared before and after trimming.
Main Results:
- Item trimming cannot eliminate, but may modestly reduce, subgroup score differences.
- The extent of reduction increased with higher proportions of items removed.
- Impacts on Black-White and Hispanic-White comparisons varied.
- Removing items based on subgroup differences had minimal impact on criterion-related validity.
Conclusions:
- Item trimming is a potential method for modestly improving score equity in cognitive tests.
- The effectiveness and impact on validity depend on the proportion and type of items removed.
- Further research is needed to optimize this procedure for fair employee selection.
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