Evidence map›Paper›PMID 40518505›Full record

ArticleCognitive research: principles and implications2025

Numerate people are less likely to be biased by regular science reporting: the critical roles of scientific reasoning and causal misunderstanding.

Olivia D Perrin, Jinhyo Cho, Edward T Cokely, Jinan N Allan, Adam Feltz, Rocio Garcia-Retamero

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Article in Cognitive research: principles and implications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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2citing papers in PubMed
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1 · What the graph read from it

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3 · Its place in the literature

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2 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Olivia D PerrinDepartment of Psychology, The University of Oklahoma, 455 West Lindsey Street, Dale Hall Tower, Norman, OK, 73019, USA. operrin@ou.edu.ORCID 0009-0004-8012-136X
Jinhyo ChoDepartment of Psychology, The University of Oklahoma, 455 West Lindsey Street, Dale Hall Tower, Norman, OK, 73019, USA.
Edward T CokelyDepartment of Psychology, The University of Oklahoma, 455 West Lindsey Street, Dale Hall Tower, Norman, OK, 73019, USA.
Jinan N AllanClemson University, Clemson, USA.
Adam FeltzDepartment of Psychology, The University of Oklahoma, 455 West Lindsey Street, Dale Hall Tower, Norman, OK, 73019, USA.
Rocio Garcia-RetameroUniversity of Granada, Granada, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Numerate people tend to make more informed judgments and decisions because they are more risk literate (i.e., better able to evaluate and understand risk). Do numeracy skills also help people understand regular science reporting from mainstream news sources? To address this question, we investigated responses to regular science reports (e.g., excerpts from CNN Health), testing a cognitive model linking numeracy, scientific reasoning, judgment biases, and causal theory errors (i.e., interpreting correlational information as causal). In Study 1 (n = 200), structural equation modeling indicated that more numerate people were less likely to exhibit judgment biases because they were better at scientific reasoning, which helped them avoid causal misinterpretations. Study 2 (n = 342) cross-validated findings from Study 1, indicating that the link between numeracy and scientific reasoning was also associated with improved cognitive self-assessment (e.g., reduced overconfidence on comprehension judgments). Results indicate that more numerate people may generally be less likely to confuse correlation and causation in regular science reporting. Results also suggest that numerate people are more likely to have acquired scientific reasoning skills that more generally support risk literacy and knowledge acquisition, consistent with Skilled Decision Theory. Discussion focuses on implications for risk literacy research, and includes a Risk Literacy Difficulty Analysis indicating that more than half of the USA adult population may be likely to misunderstand common types of regular science reports.

Indexed as

ComprehensionJudgmentScienceThinkingAdolescentAdultFemaleHumansMaleMiddle AgedYoung AdultCausal theory errorsNumeracyRisk literacyScientific reasoning

Identifiers

PMID40518505
PMCPMC12167740

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.