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Learners' causal intuitions explain behavior in control of variables tasks
Elizabeth Lapidow1, Caren M Walker2
1Department of Psychology, University of Waterloo.
Developmental Psychology
|April 4, 2024
Summary
Learners struggle with scientific reasoning tasks because the presentation clashes with their intuitive causal learning. Modifying tasks to clarify causal logic helps them design better experiments, aligning exploration and experimentation.
Area of Science:
- Cognitive Psychology
- Science Education
Background:
- Self-directed learners often act as intuitive scientists but face challenges in formal scientific reasoning assessments.
- A gap exists between informal scientific inquiry and formal assessment performance, particularly in controlling variables.
Purpose of the Study:
- To investigate if a mismatch between task presentation and causal learning intuitions explains difficulties in scientific reasoning.
- To explore how clarifying causal logic in experimental tasks impacts learners' ability to apply the control of variables strategy.
Main Methods:
- Experiment 1: Modified a traditional multivariate reasoning task to clarify causal logic for children and adults.
- Experiment 2: Replicated findings using real-world stimuli.
- Experiments 3 & 4: Provided direct evidence of self-directed learners applying causal intuitions in experimentation.
Main Results:
- Participants across all age groups successfully selected informative experiments on the modified task.
- Confounded actions with positive outcomes were avoided, indicating improved understanding.
- Evidence confirmed that self-directed learners utilize specific causal intuitions during experimentation.
Conclusions:
- The apparent paradox in scientific inquiry behavior is resolved by recognizing an intuitively causal approach.
- Learners' success in informal exploration and difficulties in formal experimentation are consistent with their causal learning strategies.
- Task design that aligns with causal intuitions can improve scientific reasoning skills.
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