Evidence map›Paper›PMID 37492697›Full record

ArticleMDM policy & practice

Beyond High-Income Countries: Low Numeracy Is Associated with Older Adult Age around the World.

Wändi Bruine de Bruin, Aulona Ulqinaku, Jimena Llopis, Matteo Santangelo Ravà

Open access · goldAbstract read
In one paragraph

Article in MDM policy & practice. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 pooled it
1.3field-weighted citation impact, top 18% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed, 1 synthesis or guideline pooled it, 3 citations in OpenAlex.

  1. Personalizing cancer risk: a systematic review of risk communication strategies.Journal of cancer research and clinical oncology · 2026
    Pooled it
  2. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors at 3 institutions in 3 countries.

Wändi Bruine de BruinSol Price School of Public Policy and Dornsife Department of Psychology, Schaeffer Center for Health Policy and Economics, University of Southern California, Los Angeles CA, USA.ORCID https://orcid.org/0000-0002-1601-789X
Aulona UlqinakuDepartment of Marketing, Leeds University Business School, Leeds, UK.
Jimena LlopisCUBIC: Center for Utilizing Behavioural Insights for Children, Save the Children International, Singapore.
Matteo Santangelo RavàCUBIC: Center for Utilizing Behavioural Insights for Children, Save the Children International, Singapore.
Aix-Marseille Université · FRUniversity of Leeds · GBUniversity of Southern California · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Numeracy, or the ability to understand and use numbers, has been associated with obtaining better health and financial outcomes. Studies in high-income countries suggest that low numeracy is associated with older age-perhaps especially among individuals with lower education. Here, we examined whether findings generalize to the rest of the world. Methods: Gallup surveyed >150,000 participants for the 2019 Lloyd's Register Foundation World Risk Poll, from 21 low-income, 34 lower-middle income, 42 upper-middle income, and 43 high-income countries. Low numeracy was operationalized as failing to correctly answer, "Is 10% bigger than 1 out of 10, smaller than 1 out of 10, or the same as 1 out of 10?" Results: Regressions controlling for participants' education, income, and other characteristics found that, worldwide, low numeracy was associated with older age, lower education, and their interaction. Findings held in each country-income category, although low numeracy was more common in low-income countries than in high-income countries. Limitations: Age differences may reflect cohort effects and life span-developmental changes. Discussion: Low numeracy is more common among people who are older and less educated. We discuss the need for education and interventions outside of the classroom. Highlights: We analyzed a global survey conducted in 21 low-income, 34 lower-middle income, 42 upper-middle income, and 43 high-income countries.Low numeracy was associated with older adult age, even after accounting for age differences in education.Low numeracy was more common in older people with lower education.

Indexed as

age-related declinecognitive abilitynumber ability

Identifiers

PMID37492697
PMCPMC10363889
OpenAlexW4378906495

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

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.