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Updated: May 9, 2026

Multimedia Battery for Assessment of Cognitive and Basic Skills in Mathematics (BM-PROMA)
Published on: August 28, 2021
Individual Differences in Numeracy and Cognitive Reflection, with Implications for Biases and Fallacies in
Jordana M Liberali1, Valerie F Reyna, Sarah Furlan
1Erasmus University Rotterdam, Rotterdam, The Netherlands ; Pontifical Catholic University of Rio Grande do Sul, Porto Alegre, Brazil.
Individual differences in numeracy impact decision-making, but mechanisms are unclear. This study shows distinct numeracy aspects predict different biases, challenging assumptions about numeracy scales and cognitive reflection tests.
Area of Science:
- Cognitive Psychology
- Behavioral Economics
- Decision Science
Background:
- Individual differences in numeracy influence judgment and decision-making.
- The precise mechanisms linking numeracy to cognitive biases remain poorly understood.
- The relationship between various numeracy scales and numerical reasoning tasks is debated.
Purpose of the Study:
- To investigate whether objective Numeracy Scale (NS), Subjective Numeracy Scale (SNS), and Cognitive Reflection Test (CRT) measure similar constructs.
- To characterize different processing types captured by numeracy scales and their relation to cognitive tasks.
- To test the predictive power of numeracy dimensions for biases and fallacies in probability judgments.
Main Methods:
- Administered NS, SNS, and CRT to Brazilian and American undergraduates.
- Included Rational-Experiential Inventory, inhibition (go/no-go task), and intelligence measures.
- Analyzed factor solutions and frequent errors to characterize processing types.
- Assessed prediction of probability judgment biases (conjunction, disjunction, ratio bias).
Main Results:
- The CRT is not interchangeable with other numeracy scales.
- Objective and subjective numeracy scales measure distinct constructs.
- Different dimensions of numeracy (e.g., computational skills, proportional reasoning, metacognitive monitoring) predict different biases and fallacies.
- Findings were consistent across Brazilian and American samples.
Conclusions:
- Numeracy is multifaceted, encompassing skills like computation, proportional reasoning, and metacognitive monitoring.
- Distinct aspects of numeracy differentially predict specific cognitive biases, supporting dual-process theories.
- Future research should consider the nuanced nature of numeracy in understanding judgment and decision-making.
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