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The Moderating Role of Intelligence and Prior Knowledge for the Effectiveness of a Computer-Based Mathematics
Moritz Herzog1, Michael Grosche2, Gunnar Bruns2
1Institute of Mathematics Education, University of Cologne, 50931 Köln, Germany.
Journal of Intelligence
|March 27, 2026
Summary
This study found that higher intelligence in low-performing students may slow learning during a computer-based math intervention. Prior knowledge did not affect intervention effectiveness.
Area of Science:
- Educational Psychology
- Cognitive Science
- Learning Sciences
Background:
- Understanding how individual differences like intelligence and prior knowledge influence intervention effectiveness is crucial for tailored educational strategies.
- Investigating these moderators helps optimize the design and implementation of learning interventions for diverse student populations.
Purpose of the Study:
- To analyze the moderating effects of intelligence and prior knowledge on a computer-based mathematics intervention's effectiveness.
- To examine individual learning trajectories within a sample of primary school students with low mathematics performance and low-to-average intelligence.
Main Methods:
- Employed an ABAB-single-case research design with 10 primary school students.
- Assessed prior knowledge and intelligence before the intervention.
- Utilized hierarchical piecewise regression analysis to examine moderation effects.
Main Results:
- A significant negative moderation of intervention effectiveness by intelligence was observed.
- Students with higher intelligence exhibited slower learning rates in this specific low-performing sample.
- Prior knowledge did not demonstrate a significant moderating influence on intervention outcomes.
Conclusions:
- The computer-based mathematics intervention's effectiveness was negatively moderated by student intelligence.
- Higher intelligence may lead to slower learning in interventions targeting basic numerical skills for low-performing students.
- The intervention's focus on basic skills might have been less effective for more intelligent students who may have already mastered them.
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