Data from an International Multi-Centre Study of Statistics and Mathematics Anxieties and Related Variables in University Students (the SMARVUS Dataset)
Affiliations
- 1 School of Psychology, University of Sussex, UK.
- 2 Department of Philosophy, Macquarie University, Australia.
- 3 Institute of Psychology, ELTE Eötvös Loránd University, Hungary.
- 4 School of Social Sciences, Universidad Andres Bello, Chile.
- 5 Centre for Research in Inclusive Education, Universidad Andres Bello, Chile.
- 6 Department of Psychology, University of Concepción, Chile.
- 7 Department of Health, Physical Education, and Recreation, University of Cape Coast, Ghana.
- 8 Department of Psychology, Kingston University, UK.
- 9 School of Psychology, University of Birmingham, UK.
- 10 Department of Social and Work Psychology, University of Brasília, Brazil.
- 11 Department of Psychology, Middle East Technical University, Turkey.
- 12 School of Psychology, University College Dublin, Ireland.
- 13 Department of Psychology, University of Tuebingen, Germany.
- 14 Department of Psychology, Teesside University, UK.
- 15 Department of Psychology, Faculty of Philosophy, University of Novi Sad, Serbia.
- 16 Department of Psychology, York University, Canada.
- 17 Mathematics Department, Makarenko Sumy State Pedagogical University, Ukraine.
- 18 School of Psychology, Newcastle University, UK.
- 19 Research School of Psychology, Australian National University, Australia.
- 20 Saw Swee Hock School of Public Health, National University of Singapore, Singapore.
- 21 Faculty of Psychology, Universidad El Bosque, Colombia.
- 22 Department of Human and Social Sciences, University of Bergamo, Italy.
- 23 Faculty of Psychology, Universitas Padjadjaran, Indonesia.
- 24 Department of Psychology, Universidad de los Andes, Colombia.
- 25 Liaoning Key Laboratory of Psychological Testing and Behavior Analysis, Liaoning Univeristy, China.
- 26 Department of Psychology, Faculty of Humanities, Bina Nusantara University, Indonesia.
- 27 Department of Psychology, Panteion University of Social and Political Sciences, Greece.
- 28 Psychological Assessment, University of Kassel, Germany.
- 29 Department of Psychology, University of Konstanz, Germany.
- 30 Psychological Sciences Research Institute, UCLouvain, Belgium.
- 31 Departamento de Didáctica e Investigación Educativa, Universidad de la Laguna, Spain.
- 32 Media and Communication Science, University of Erfurt, Germany.
- 33 Implementation Research, Bernhard-Nocht-Insitute for Tropical Medicine, Germany.
- 34 Facultad de Ciencias de la Educación, Universidad Católica del Maule, Chile.
- 35 Millennium Nucleus for the Science of Learning (MiNSoL), Chile.
- 36 Institute of Mathematics and Statistics, University of Tartu, Estonia.
- 37 Department of Molecular Psychology, Ulm University, Germany.
- 38 School of Psychology, University of Southampton, UK.
- 39 School of Psychology, Queen's University Belfast, UK.
- 40 Institute of Psychology, University of Pécs, Hungary.
- 41 Faculty of Health Sciences, University of Maribor, Slovenia.
- 42 Usher Institute, University of Edinburgh, UK.
- 43 NTU Psychology, Nottingham Trent University, UK.
- 44 Charles University, Faculty of Education, Institute for Research and Development of Education, Czech Republic Faculty of Education, University of Presov, Slovakia.
- 45 Department of Psychology, Alexandru Ioan Cuza University, Romania.
- 46 Department of Psychology, Brawijaya University, Indonesia.
- 47 Department of Psychology, Bournemouth University, UK.
- 48 School of Psychology, University of Nottingham, Malaysia.
- 49 Faculty of Psychology, Universitas Pelita Harapan, Indonesia.
- 50 RELASI Research Lab, Indonesia.
- 51 Institute of Criminal Law and Criminology, Leiden University, the Netherlands.
- 52 Department of Clinical Psychology, University of Amsterdam, the Netherlands.
- 53 Behavioural Science Institute, Radboud University, the Netherlands.
- 54 LPPL, Nantes University, France.
- 55 School of Psychology, Australian Catholic University, Australia.
- 56 Department of Psychology, Toronto Metropolitan University, Canada.
- 57 School of Humanities and Social Science, University of Brighton, UK.
- 58 School of Psychology, University of Surrey, UK.
- 59 Brain and Mind Institute & Department of Psychology, Western University, Canada.
- 60 University of Presov, Slovakia.
- 61 Institute of Social Sciences, CSPS, Slovak Academy of Sciences, Slovakia.
- 62 Faculty of Humanities and Social Sciences, University of Jyväskylä, Finland.
- 63 Institute of Psychology, University of Graz, Austria.
- 64 Department of Psychology, MEF University, Turkey.
- 65 Faculty of Psychology, University of Akureyri, Iceland.
- 66 Australian Research Centre in Sex, Health and Society, Australia.
- 67 Baruch Ivcher School of Psychology, Reichman University, Israel.
- 68 Department of Psychology, Erasmus School of Social and Behavioural Sciences, Erasmus University Rotterdam, the Netherlands.
- 69 Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, the Netherlands.
- 70 School of Pharmacy and Biomedical Science, University of Portsmouth, UK.
- 71 Department of Psychology, College of Education, Sultan Qaboos University, Oman.
- 72 Department of Psychology, Faculty of Arts, Menoufia University, Egypt.
- 73 Computer Science Department, Makarenko Sumy State Pedagogical University, Ukraine.
- 74 Department of Science Education, University of Nigeria, Nsukka.
- 75 School of Health, Sport, and Life Sciences, Leeds Trinity University, UK.
- 76 Department of Psychology, HELP University, Malaysia.
- 77 Department of Psychology, University of Limerick, Ireland.
- 78 Institute for Climate, Energy, and Disaster Solutions, Australia.
- 79 Centre for Mathematical Cognition, Loughborough University, UK.
- 80 University of Northern Colorado, USA.
- 81 Independent Researcher, Saudi Arabia.
- 82 Department of Psychology, Hasan Kalyoncu University, Turkey.
- 83 Department of Human Sciences, Libera Università Maria SS. Assunta University, Italy.
- 84 Izmir University of Economics, Turkey.
- 85 Department of Psychology, University of Portsmouth, UK.
- 86 Department of Medical and Clinical Psychology, Tilburg University, the Netherlands.
- 87 Institute of Psychology, University of Tartu, Estonia.
- 88 Department of Cognition, Emotion and Methods in Psychology, University of Vienna, Austria.
- 89 Department of Psychology, Universitas Airlangga, Indonesia.
- 90 Harrisburg University of Science and Technology, USA.
- 91 Universitat Ramon Llull, Esade Business School, Spain.
- 92 School of Psychology, University of Derby, UK.
- 93 Ramon Llull University, Esade Business School, Spain.
- 94 Department of Psychology, University of Bradford, UK.
- 95 Department of Psychology, University of Winchester, UK.
- 96 Department of Psychology, Manchester Metropolitan University, UK.
- 97 University of Southern Indiana, USA.
- 98 Dartmouth Center for Program Design and Evaluation, USA.
- 99 O P Jindal Global University, India.
- 100 Department of Psychology, Başkent University, Turkey.
- 101 Centre for American Education, Sunway University, Malaysia.
- 102 School of Psychological Science, University of Western Australia, Australia.
- 103 School of Psychological Sciences, Macquarie University, Australia.
- 104 Department of Psychology, Glasgow Caledonian University, UK.
- 105 Computer Science Depatment, Makarenko Sumy State Pedagogical University, Ukraine.
- 106 Psychology Department, University of Nigeria, Nigeria.
- 107 School of Applied Sciences, University of Brighton, UK.
- 108 School of Energy, Geoscience, Infrastructure and Society, Heriot-Watt University, UK.
- 109 School of Psychology, University of Winchester, UK.
- 110 Department of Psychology and Social Work, University of Hull, UK.
- 111 Psychiatric Hospital, University of Zürich, Switzerland.
- 112 School of Psychology, Keele University, UK.
- 113 School of Psychology and Therapeutic Studies, Leeds Trinity University, UK.
- 114 School of Psychology & Sport Science, Anglia Ruskin University, UK.
- 115 School of Psychology and Cognitive Science, Avila University, USA.
- 116 University of Pennsylvania, USA.
- 117 School of Psychology, University of Lincoln, UK.
- 118 School of Arts & Humanities, Edith Cowan University, Perth, WA, Australia.
- 119 Faculty of Health and Social Sciences, Bournemouth University, UK.
- 120 Division of Psychology, Faculty of Natural Sciences, University of Stirling, UK.
- 121 School of Psychology, University of New South Wales, Australia.
- 122 Department of Psychology, Western University, Canada.
- 123 Division of Social Sciences, College of Arts and Sciences, University of the Philippines Visayas, Philippines.
- 124 Bristol Zoological Society, Bristol, UK.
- 125 School of Education, University of Glasgow, UK.
- 126 School of Health in Social Science, University of Edinburgh, UK.
- PMID: 40687102
- PMCID: PMC12270023
- DOI: 10.5334/jopd.80
Data from an International Multi-Centre Study of Statistics and Mathematics Anxieties and Related Variables in University Students (the SMARVUS Dataset)
Authors
Affiliations
- 1 School of Psychology, University of Sussex, UK.
- 2 Department of Philosophy, Macquarie University, Australia.
- 3 Institute of Psychology, ELTE Eötvös Loránd University, Hungary.
- 4 School of Social Sciences, Universidad Andres Bello, Chile.
- 5 Centre for Research in Inclusive Education, Universidad Andres Bello, Chile.
- 6 Department of Psychology, University of Concepción, Chile.
- 7 Department of Health, Physical Education, and Recreation, University of Cape Coast, Ghana.
- 8 Department of Psychology, Kingston University, UK.
- 9 School of Psychology, University of Birmingham, UK.
- 10 Department of Social and Work Psychology, University of Brasília, Brazil.
- 11 Department of Psychology, Middle East Technical University, Turkey.
- 12 School of Psychology, University College Dublin, Ireland.
- 13 Department of Psychology, University of Tuebingen, Germany.
- 14 Department of Psychology, Teesside University, UK.
- 15 Department of Psychology, Faculty of Philosophy, University of Novi Sad, Serbia.
- 16 Department of Psychology, York University, Canada.
- 17 Mathematics Department, Makarenko Sumy State Pedagogical University, Ukraine.
- 18 School of Psychology, Newcastle University, UK.
- 19 Research School of Psychology, Australian National University, Australia.
- 20 Saw Swee Hock School of Public Health, National University of Singapore, Singapore.
- 21 Faculty of Psychology, Universidad El Bosque, Colombia.
- 22 Department of Human and Social Sciences, University of Bergamo, Italy.
- 23 Faculty of Psychology, Universitas Padjadjaran, Indonesia.
- 24 Department of Psychology, Universidad de los Andes, Colombia.
- 25 Liaoning Key Laboratory of Psychological Testing and Behavior Analysis, Liaoning Univeristy, China.
- 26 Department of Psychology, Faculty of Humanities, Bina Nusantara University, Indonesia.
- 27 Department of Psychology, Panteion University of Social and Political Sciences, Greece.
- 28 Psychological Assessment, University of Kassel, Germany.
- 29 Department of Psychology, University of Konstanz, Germany.
- 30 Psychological Sciences Research Institute, UCLouvain, Belgium.
- 31 Departamento de Didáctica e Investigación Educativa, Universidad de la Laguna, Spain.
- 32 Media and Communication Science, University of Erfurt, Germany.
- 33 Implementation Research, Bernhard-Nocht-Insitute for Tropical Medicine, Germany.
- 34 Facultad de Ciencias de la Educación, Universidad Católica del Maule, Chile.
- 35 Millennium Nucleus for the Science of Learning (MiNSoL), Chile.
- 36 Institute of Mathematics and Statistics, University of Tartu, Estonia.
- 37 Department of Molecular Psychology, Ulm University, Germany.
- 38 School of Psychology, University of Southampton, UK.
- 39 School of Psychology, Queen's University Belfast, UK.
- 40 Institute of Psychology, University of Pécs, Hungary.
- 41 Faculty of Health Sciences, University of Maribor, Slovenia.
- 42 Usher Institute, University of Edinburgh, UK.
- 43 NTU Psychology, Nottingham Trent University, UK.
- 44 Charles University, Faculty of Education, Institute for Research and Development of Education, Czech Republic Faculty of Education, University of Presov, Slovakia.
- 45 Department of Psychology, Alexandru Ioan Cuza University, Romania.
- 46 Department of Psychology, Brawijaya University, Indonesia.
- 47 Department of Psychology, Bournemouth University, UK.
- 48 School of Psychology, University of Nottingham, Malaysia.
- 49 Faculty of Psychology, Universitas Pelita Harapan, Indonesia.
- 50 RELASI Research Lab, Indonesia.
- 51 Institute of Criminal Law and Criminology, Leiden University, the Netherlands.
- 52 Department of Clinical Psychology, University of Amsterdam, the Netherlands.
- 53 Behavioural Science Institute, Radboud University, the Netherlands.
- 54 LPPL, Nantes University, France.
- 55 School of Psychology, Australian Catholic University, Australia.
- 56 Department of Psychology, Toronto Metropolitan University, Canada.
- 57 School of Humanities and Social Science, University of Brighton, UK.
- 58 School of Psychology, University of Surrey, UK.
- 59 Brain and Mind Institute & Department of Psychology, Western University, Canada.
- 60 University of Presov, Slovakia.
- 61 Institute of Social Sciences, CSPS, Slovak Academy of Sciences, Slovakia.
- 62 Faculty of Humanities and Social Sciences, University of Jyväskylä, Finland.
- 63 Institute of Psychology, University of Graz, Austria.
- 64 Department of Psychology, MEF University, Turkey.
- 65 Faculty of Psychology, University of Akureyri, Iceland.
- 66 Australian Research Centre in Sex, Health and Society, Australia.
- 67 Baruch Ivcher School of Psychology, Reichman University, Israel.
- 68 Department of Psychology, Erasmus School of Social and Behavioural Sciences, Erasmus University Rotterdam, the Netherlands.
- 69 Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, the Netherlands.
- 70 School of Pharmacy and Biomedical Science, University of Portsmouth, UK.
- 71 Department of Psychology, College of Education, Sultan Qaboos University, Oman.
- 72 Department of Psychology, Faculty of Arts, Menoufia University, Egypt.
- 73 Computer Science Department, Makarenko Sumy State Pedagogical University, Ukraine.
- 74 Department of Science Education, University of Nigeria, Nsukka.
- 75 School of Health, Sport, and Life Sciences, Leeds Trinity University, UK.
- 76 Department of Psychology, HELP University, Malaysia.
- 77 Department of Psychology, University of Limerick, Ireland.
- 78 Institute for Climate, Energy, and Disaster Solutions, Australia.
- 79 Centre for Mathematical Cognition, Loughborough University, UK.
- 80 University of Northern Colorado, USA.
- 81 Independent Researcher, Saudi Arabia.
- 82 Department of Psychology, Hasan Kalyoncu University, Turkey.
- 83 Department of Human Sciences, Libera Università Maria SS. Assunta University, Italy.
- 84 Izmir University of Economics, Turkey.
- 85 Department of Psychology, University of Portsmouth, UK.
- 86 Department of Medical and Clinical Psychology, Tilburg University, the Netherlands.
- 87 Institute of Psychology, University of Tartu, Estonia.
- 88 Department of Cognition, Emotion and Methods in Psychology, University of Vienna, Austria.
- 89 Department of Psychology, Universitas Airlangga, Indonesia.
- 90 Harrisburg University of Science and Technology, USA.
- 91 Universitat Ramon Llull, Esade Business School, Spain.
- 92 School of Psychology, University of Derby, UK.
- 93 Ramon Llull University, Esade Business School, Spain.
- 94 Department of Psychology, University of Bradford, UK.
- 95 Department of Psychology, University of Winchester, UK.
- 96 Department of Psychology, Manchester Metropolitan University, UK.
- 97 University of Southern Indiana, USA.
- 98 Dartmouth Center for Program Design and Evaluation, USA.
- 99 O P Jindal Global University, India.
- 100 Department of Psychology, Başkent University, Turkey.
- 101 Centre for American Education, Sunway University, Malaysia.
- 102 School of Psychological Science, University of Western Australia, Australia.
- 103 School of Psychological Sciences, Macquarie University, Australia.
- 104 Department of Psychology, Glasgow Caledonian University, UK.
- 105 Computer Science Depatment, Makarenko Sumy State Pedagogical University, Ukraine.
- 106 Psychology Department, University of Nigeria, Nigeria.
- 107 School of Applied Sciences, University of Brighton, UK.
- 108 School of Energy, Geoscience, Infrastructure and Society, Heriot-Watt University, UK.
- 109 School of Psychology, University of Winchester, UK.
- 110 Department of Psychology and Social Work, University of Hull, UK.
- 111 Psychiatric Hospital, University of Zürich, Switzerland.
- 112 School of Psychology, Keele University, UK.
- 113 School of Psychology and Therapeutic Studies, Leeds Trinity University, UK.
- 114 School of Psychology & Sport Science, Anglia Ruskin University, UK.
- 115 School of Psychology and Cognitive Science, Avila University, USA.
- 116 University of Pennsylvania, USA.
- 117 School of Psychology, University of Lincoln, UK.
- 118 School of Arts & Humanities, Edith Cowan University, Perth, WA, Australia.
- 119 Faculty of Health and Social Sciences, Bournemouth University, UK.
- 120 Division of Psychology, Faculty of Natural Sciences, University of Stirling, UK.
- 121 School of Psychology, University of New South Wales, Australia.
- 122 Department of Psychology, Western University, Canada.
- 123 Division of Social Sciences, College of Arts and Sciences, University of the Philippines Visayas, Philippines.
- 124 Bristol Zoological Society, Bristol, UK.
- 125 School of Education, University of Glasgow, UK.
- 126 School of Health in Social Science, University of Edinburgh, UK.
- PMID: 40687102
- PMCID: PMC12270023
- DOI: 10.5334/jopd.80
Abstract
This large, international dataset contains survey responses from N = 12,570 students from 100 universities in 35 countries, collected in 21 languages. We measured anxieties (statistics, mathematics, test, trait, social interaction, performance, creativity, intolerance of uncertainty, and fear of negative evaluation), self-efficacy, persistence, and the cognitive reflection test, and collected demographics, previous mathematics grades, self-reported and official statistics grades, and statistics module details. Data reuse potential is broad, including testing links between anxieties and statistics/mathematics education factors, and examining instruments' psychometric properties across different languages and contexts. Data and metadata are stored on the Open Science Framework website [https://osf.io/mhg94/].
Keywords: Statistics; anxiety; education; jangle fallacy; mathematics.
Copyright: © 2023 The Author(s).
Conflict of interest statement
The authors have no competing interests to declare.
Figures
Figure 1
The top panel is a…
Figure 1
The top panel is a map showing the countries from which data were…
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