Evidence map›Paper›PMID 40974547›Full record

ArticleAnnals of the New York Academy of Sciences2025

More Than Just Anxiety: Math Attitudes as Key Driver of University Choice.

Maristella Lunardon, Christina Artemenko, Serena Rossi, Hans-Christoph Nuerk, Krzysztof Cipora

Abstract read
In one paragraph

Article in Annals of the New York Academy of Sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

1 citing paper in PubMed.

  1. More Than Just Anxiety: Math Attitudes as Key Driver of University Choice.Annals of the New York Academy of Sciences · 2025
    Article
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

5 authors.

Maristella LunardonDepartment of Psychology, University of Tuebingen, Tuebingen, Germany.ORCID 0000-0002-2316-023X
Christina ArtemenkoDepartment of Psychology, University of Tuebingen, Tuebingen, Germany.
Serena RossiCentre for Mathematical Cognition, Loughborough University, Loughborough, UK.ORCID 0000-0001-7165-5774
Hans-Christoph NuerkDepartment of Psychology, University of Tuebingen, Tuebingen, Germany.
Krzysztof CiporaCentre for Mathematical Cognition, Loughborough University, Loughborough, UK.

Funding

Bundesministerium für Bildung und ForschungDeutsche Forschungsgemeinschaft 468460838Deutsche Forschungsgemeinschaft 513458453Deutsche Forschungsgemeinschaft AR 1500/1-1Deutsche Forschungsgemeinschaft AR 1500/2-1Erasmus+ 2022-1-IT02-KA131-HED-000067727UKRI Economic and Social Research Council
6 · The paper itself

Abstract

Mathematics anxiety influences not only math performance but also career choices, often leading individuals to avoid math-intensive fields in higher education. While much research has been devoted to that relation, other factors, such as general and test anxiety, neuroticism, and math-related attitudes (e.g., math self-concept and self-efficacy) have received less attention, although they are related to (or potentially confounded with) math anxiety. In this study, we used latent profile analysis to examine how different profiles of (math) anxiety and attitudes influence students' choice of study programs with varying levels of math content. Our sample consisted of 837 German university students enrolled in programs with low, medium, or high math intensity. We identified seven distinct profiles characterized by different combinations of anxiety and math attitudes. These profiles varied in their distribution across study programs and in the extent to which the presence of mathematics influenced program choice. Notably, differences in study choices were associated much more with math attitudes than with math anxiety. Furthermore, gender distribution varied across profiles, with women being overrepresented in profiles marked by lower math attitudes. These findings underscore the importance of considering math attitudes alongside math anxiety when examining students' academic and career choices.

Indexed as

AnxietyAttitudeCareer ChoiceMathematicsStudentsAdolescentAdultFemaleGermanyHumansMaleSelf ConceptUniversitiesYoung Adultanxietylatent profile analysismath self‐conceptmath self‐efficacyuniversity students

Identifiers

PMID40974547
PMCPMC12645256

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Registered trials

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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.