Anxiety Around Learning R in First Year Undergraduate Students: Mathematics versus Biomedical Sciences Students

References

• Abaté, C. J., and Cantone, K. A. (2005), “An Evolutionary Approach to Mathematics Education: Enhancing Learning Through Contextual Modification,” Problems, Resources, and Issues in Mathematics Undergraduate Studies, 15, 157–176. DOI: 10.1080/10511970508984115.
   Google Scholar
• Aesaert, K., Voogt, J., Kuiper, E., and van Braak, J. (2017), “Accuracy and Bias of ICT Self-Efficacy: An Empirical Study Into Students’ Over-and Underestimation of their ICT Competences,” Computers in Human Behavior, 75, 92–102. DOI: 10.1016/j.chb.2017.05.010.
   Web of Science ®Google Scholar
• Carey, E., Hill, F., Devine, A., and Szücs, D. (2016), “The Chicken or the Egg? The Direction of the Relationship Between Mathematics Anxiety and Mathematics Performance,” Frontiers in Psychology, 6, 1987. DOI: 10.3389/fpsyg.2015.01987.
   PubMed Web of Science ®Google Scholar
• Chang, J.-M. (2011), “A Practical Approach to Inquiry-based Learning in Linear Algebra,” International Journal of Mathematical Education in Science and Technology, 42, 245–259. DOI: 10.1080/0020739X.2010.519795.
   Google Scholar
• Chua, S. L., Chen, D.-T., and Wong, A. F. (1999), “Computer Anxiety and its Correlates: A Meta-Analysis,” Computers in Human Behavior, 15, 609–623. DOI: 10.1016/S0747-5632(99)00039-4.
   Web of Science ®Google Scholar
• Cohen, D., and Sasson, I. (2016), “Online Quizzes in a Virtual Learning Environment as a Tool for Formative Assessment,” Journal of Science and Technology Education, 6, 188–208.
   Google Scholar
• Compeau, D. R., and Higgins, C. A. (1995), “Computer Self-efficacy: Development of a Measure and Initial Test,” MIS Quarterly, 19, 189–211. DOI: 10.2307/249688.
   Web of Science ®Google Scholar
• da Silva, H. A., and Moura, A. S. (2020), “Teaching Introductory Statistical Classes in Medical Schools Using RStudio and R Statistical Language: Evaluating Technology Acceptance and Change in Attitude Toward Statistics,” Journal of Statistics Education, 28, 212–219. DOI: 10.1080/10691898.2020.1773354.
   Web of Science ®Google Scholar
• Dew, K. H., Galassi, J. P., and Galassi, M. D. (1984), “Math Anxiety: Relation with Situational Test Anxiety, Performance, Physiological Arousal, and Math Avoidance Behavior,” Journal of Counseling Psychology, 31, 580–583. DOI: 10.1037/0022-0167.31.4.580.
   Web of Science ®Google Scholar
• Dowker, A., Sarkar, A., and Looi, C. Y. (2016), “Mathematics Anxiety: What Have We Learned in 60 years?,” Frontiers in Psychology, 7, 508. DOI: 10.3389/fpsyg.2016.00508.
   PubMed Web of Science ®Google Scholar
• Grabarnik, G. Y., and Yaskolko, S. (2013), “Teaching Statistics to Non-mathematics Majors: Interdisciplinary Integration with R and EDA,” in 2013 IEEE Integrated STEM Education Conference (ISEC), IEEE, pp. 1–5. DOI: 10.1109/ISECon.2013.6525204.
   Google Scholar
• Hackenberger, B. K. (2020), “R Software: Unfriendly but Probably the Best,” Croatian Medical Journal, 61, 66–68. DOI: 10.3325/cmj.2020.61.66.
   PubMed Web of Science ®Google Scholar
• Hopko, D. R., Mahadevan, R., Bare, R. L., and Hunt, M. K. (2003), “The Abbreviated Math Anxiety Scale (AMAS) Construction, Validity, and Reliability,” Assessment, 10, 178–182. DOI: 10.1177/1073191103010002008.
   PubMed Web of Science ®Google Scholar
• Matthews, K. E., Adams, P., and Goos, M. (2009), “Putting it into Perspective: Mathematics in the Undergraduate Science Curriculum,” International Journal of Mathematical Education in Science and Technology, 40, 891–902. DOI: 10.1080/00207390903199244.
   Google Scholar
• Meinhardt-Injac, B., and Skowronek, C. (2022), “Computer Self-efficacy and Computer Anxiety in Social Work Students: Implications for Social Work Education,” Nordic Social Work Research, 12, 392–405. DOI: 10.1080/2156857X.2022.2041073.
   Google Scholar
• NHS-R Community. (2023), “Promoting the Use of R in the UK health & care system,” https://nhsrcommunity.com/. Accessed: 2023-02-01.
   Google Scholar
• Paechter, M., Macher, D., Martskvishvili, K., Wimmer, S., and Papousek, I. (2017), “Mathematics Anxiety and Statistics Anxiety. Shared but also Unshared Components and Antagonistic Contributions to Performance in Statistics,” Frontiers in Psychology, 8, 1196. DOI: 10.3389/fpsyg.2017.01196.
   PubMed Web of Science ®Google Scholar
• Saadé, R. G., and Kira, D. (2009), “Computer Anxiety in e-Learning: The Effect of Computer Self-efficacy,” Journal of Information Technology Education: Research, 8, 177–191. DOI: 10.28945/166.
   Google Scholar
• Saxena, M. K., Kumar, S., and Singh, A. (2019), “Computer Anxiety and Individual Failure in Computer Usage Among Teacher Educators of Universities and Colleges: A Study on FDP Participants,” International Journal of Information Dissemination and Technology, 9, 191–195. DOI: 10.5958/2249-5576.2019.00037.2.
   Google Scholar
• Schwartz, T. A., Ajazi, E., and Monaco, J. (2018), “Findings From a Survey of Statistics and Biostatistics Instructors in the Health Sciences who Teach Using an Online or Flipped Format,” Journal of Statistics Education, 26, 143–148. DOI: 10.1080/10691898.2018.1484675.
   Web of Science ®Google Scholar
• Scottish Qualifications Authority. (2019), “Higher Applications of Mathematics: Developing a New Qualification in Scotland to Increase Participation and Achievement,” British Society for Research into Learning Mathematics.
   Google Scholar
• Scottish Qualifications Authority. (2020), “2020 National Qualifications and Awards Results,” SQA Chief Examining Officer’s 2020 National Qualifications and Awards Results Report.
   Google Scholar
• Snee, R. D. (1993), “What’s Missing in Statistical Education?,” The American Statistician, 47, 149–154. DOI: 10.2307/2685201.
   Web of Science ®Google Scholar
• Sultan, S., and Kanwal, F. (2017), “Personal Attributes Contributing to Computer Anxiety and Computer Self-Efficacy among Distance Learners,” Bulletin of Education and Research, 39, 33–44.
   Google Scholar
• Tucker, M. C., Shaw, S. T., Son, J. Y. and Stigler, J. W. (2022), “Teaching Statistics and Data Analysis with R,” Journal of Statistics and Data Science Education, 31, 18–32. DOI: 10.1080/26939169.2022.2089410.
   Web of Science ®Google Scholar
• Zhang, Y., and Espinoza, S. (1998), “Relationships Among Computer Self-efficacy, Attitudes Toward Computers, and Desirability of Learning Computing Skills,” Journal of Research on Computing in Education, 30, 420–436. DOI: 10.1080/08886504.1998.10782236.
   Google Scholar