ArticleProceedings of the National Academy of Sciences of the United States of America2019
Despite high objective numeracy, lower numeric confidence relates to worse financial and medical outcomes.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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Who cites it
14 citing papers in PubMed.
- An online population-representative longitudinal cognitive dataset from the Understanding America Study.Scientific data · 2026Article
- Why do few Medicare beneficiaries switch their Part D prescription drug plans? Insights from behavioral sciences.Journal of public health policy · 2026Review
- Understanding health knowledge failures: uncertainty versus misinformation.Scientific reports · 2025Article
- Does counting change what counts? Quantification fixation biases decision-making.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- Impact of gist intervention on automated system interpretability and user decision making.Cognitive research: principles and implications · 2024Article
- The Role of Confidence and Knowledge in Intentions to (Not) Seek Care for Hypertension: Evidence From a National Survey.Medical decision making : an international journal of the Society for Medical Decision Making · 2023Article
- First-year students' math anxiety predicts STEM avoidance and underperformance throughout university, independently of math ability.NPJ science of learning · 2021Article
- The Modest Effects of Fact Boxes on Cancer Screening.Journal of risk and uncertainty · 2021Article
- Money matters (especially if you are good at math): Numeracy, verbal intelligence, education, and income in satisfaction judgments.PloS one · 2021Article
- Article
- The future is now: Age-progressed images motivate community college students to prepare for their financial futures.Journal of experimental psychology. Applied · 2020Article
- Investigating Health Literacy in Systemic Lupus Erythematosus: a Descriptive Review.Current allergy and asthma reports · 2020Review
- Understanding Health Risk Comprehension: The Role of Math Anxiety, Subjective Numeracy, and Objective Numeracy.Medical decision making : an international journal of the Society for Medical Decision Making · 2020Article
- Beyond High-Income Countries: Low Numeracy Is Associated with Older Adult Age around the World.MDM policy & practiceArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
People often laugh about being "no good at math." Unrecognized, however, is that about one-third of American adults are likely too innumerate to operate effectively in financial and health environments. Two numeric competencies conceivably matter-objective numeracy (ability to "run the numbers" correctly; like literacy but with numbers) and numeric self-efficacy (confidence that provides engagement and persistence in numeric tasks). We reasoned, however, that attaining objective numeracy's benefits should depend on numeric confidence. Specifically, among the more objectively numerate, having more numeric confidence (vs. less) should lead to better outcomes because they persist in numeric tasks and have the skills to support numeric success. Among the less objectively numerate, however, having more (vs. less) numeric confidence should hurt outcomes, as they also persist, but make unrecognized mistakes. Two studies were designed to test the generalizability of this hypothesized interaction. We report secondary analysis of financial outcomes in a diverse US dataset and primary analysis of disease activity among systemic lupus erythematosus patients. In both domains, best outcomes appeared to require numeric calculation skills and the persistence of numeric confidence. "Mismatched" individuals (high ability/low confidence or low ability/high confidence) experienced the worst outcomes. For example, among the most numerate patients, only 7% of the more numerically confident had predicted disease activity indicative of needing further treatment compared with 31% of high-numeracy/low-confidence patients and 44% of low-numeracy/high-confidence patients. Our work underscores that having 1 of these competencies (objective numeracy or numeric self-efficacy) does not guarantee superior outcomes.
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