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Exploring the Influence of Item Characteristics in a Spatial Reasoning Task
Qingzhou Shi1, Stefanie A Wind1, Joni M Lakin1
1Department of Educational Studies in Psychology, Research Methodology, and Counseling, College of Education, University of Alabama, Tuscaloosa, AL 35487, USA.
This study used the linear logistic test model (LLTM) to analyze object assembly (OA) spatial reasoning assessments. Eight of nine item characteristics significantly impacted item difficulty, informing future spatial assessment development.
Area of Science:
- Cognitive Psychology
- Educational Measurement
- Psychometrics
Background:
- Spatial reasoning is crucial for various academic and real-world tasks.
- Assessing spatial reasoning effectively requires understanding factors influencing item difficulty.
- Object assembly (OA) is a valuable format for spatial reasoning assessment.
Purpose of the Study:
- To investigate the sources of item difficulty in object assembly (OA) spatial reasoning assessments.
- To identify specific item characteristics that contribute to difficulty in OA tasks.
- To evaluate the utility of the linear logistic test model (LLTM) in spatial reasoning research.
Main Methods:
- Developed 15 new OA items with nine specified characteristics.
- Collected data from two samples: high-ability students (grades 3-7) and undergraduates.
- Applied the linear logistic test model (LLTM) to analyze item difficulty.
Main Results:
- Eight of the nine hypothesized item characteristics significantly predicted item difficulty.
- The LLTM effectively identified the impact of different spatial reasoning aspects on OA item difficulty.
- The findings provide empirical evidence for the contribution of specific features to spatial task complexity.
Conclusions:
- The LLTM is a valuable tool for dissecting item difficulty in spatial reasoning assessments.
- Understanding item characteristics can guide the development of more targeted and effective spatial assessments.
- This research contributes to the broader understanding of spatial cognition and its measurement.
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