{"title":"不仅仅是焦虑:数学态度是大学选择的关键驱动因素。","authors":"Maristella Lunardon,Christina Artemenko,Serena Rossi,Hans-Christoph Nuerk,Krzysztof Cipora","doi":"10.1111/nyas.70060","DOIUrl":null,"url":null,"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.","PeriodicalId":8250,"journal":{"name":"Annals of the New York Academy of Sciences","volume":"89 1","pages":""},"PeriodicalIF":4.8000,"publicationDate":"2025-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"More Than Just Anxiety: Math Attitudes as Key Driver of University Choice.\",\"authors\":\"Maristella Lunardon,Christina Artemenko,Serena Rossi,Hans-Christoph Nuerk,Krzysztof Cipora\",\"doi\":\"10.1111/nyas.70060\",\"DOIUrl\":null,\"url\":null,\"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.\",\"PeriodicalId\":8250,\"journal\":{\"name\":\"Annals of the New York Academy of Sciences\",\"volume\":\"89 1\",\"pages\":\"\"},\"PeriodicalIF\":4.8000,\"publicationDate\":\"2025-09-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Annals of the New York Academy of Sciences\",\"FirstCategoryId\":\"103\",\"ListUrlMain\":\"https://doi.org/10.1111/nyas.70060\",\"RegionNum\":3,\"RegionCategory\":\"综合性期刊\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MULTIDISCIPLINARY SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Annals of the New York Academy of Sciences","FirstCategoryId":"103","ListUrlMain":"https://doi.org/10.1111/nyas.70060","RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MULTIDISCIPLINARY SCIENCES","Score":null,"Total":0}
More Than Just Anxiety: Math Attitudes as Key Driver of University Choice.
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.
期刊介绍:
Published on behalf of the New York Academy of Sciences, Annals of the New York Academy of Sciences provides multidisciplinary perspectives on research of current scientific interest with far-reaching implications for the wider scientific community and society at large. Each special issue assembles the best thinking of key contributors to a field of investigation at a time when emerging developments offer the promise of new insight. Individually themed, Annals special issues stimulate new ways to think about science by providing a neutral forum for discourse—within and across many institutions and fields.