Statistics is a challenging course for students and of which is often associated with subsequent concerns that may affect statistical achievement. Therefore, this study aims to identify the relationship between statistical concerns and statistical achievement in the systematic literature review context. This study also identifies the statistical method used in articles relating to the relationship between statistical concerns and statistical achievement. Four electronic databases were used; ERIC, DOAJ, Science？Direct and Google Scholar. The eligibility of article selection is based on a few criteria that assess the relationship between anxiety and statistical achievement, quantitative research, access and use of Malay and English. 10 articles fulfilled the eligibility selection criteria. Extraction of data is based on the name of the researcher and the year, country, title, sample size, instrument, statistical component of statistical concerns, statistical methods and findings. The findings revealed that most of studies reported statistical concerns negatively affecting statistical achievements either directly or indirectly. Additionally, the findings also reported statistical methods frequently used in the study article were Structural Equation Modeling, correlations of 4 articles using this method followed by regression method, ANCOVA and MANCOVA. The results of this systematic literature survey provide insights of relationship between statistical concerns and statistical achievements. To conclude, educators should consider assessing the method of teaching that they use on students who are facing statistical concerns.
Beurze, S. M., Donders, A. R. T., Zielhuis, G. A., Vegt, F., & Verbeek, A. L. M. (2013). Statistics Anxiety: A Barrier for Education in Research Methodology for Medical Students? Medical Science Educator, 23, 377-384.
Ciftci, S. K., Karadag, E., & Akdal, P. (2014). Instruction of Statistics via Computer-Based Tools: Effects on Statistics Anxiety, Attitude and Achievement. Journal of Educational Computing Research, 50, 119-133. https://doi.org/10.2190/EC.50.1.f
González, A., Rodríguez, Y., Faílde, J. M., & Carrera, M. V. (2015). Anxiety in the Statistics Class: Structural Relations with Self-Concept, Intrinsic Value, and Engagement in Two Samples of Undergraduates. Learning and Individual Differences, 45, 214-221.
Hanna, D., & Dempster, M. (2009). The Effect of Statistics Anxiety on Students’ Predicted and Actual Test Scores. The Irish Journal of Psychology, 30, 201-209.
Keeley, J., Zayac, R., & Correia, C. (2008). Curvilinear Relationships between Statistics Anxiety and Performance among Undergraduate Students: Evidence for Optimal Anxiety. Statistics Education Research Journal, 7, 4-15.
Liyanagunawardena, T. R., Adams, A. A., & Williams, S. A. (2013). MOOCs: A Systematic Study of the Published Literature 2008-2012. The International Review of Research in Open and Distributed Learning, 14, 202-227.
Macher, D., Paechter, M., Papousek, I., & Ruggeri, K. (2011). Statistics Anxiety, Trait Anxiety, Learning Behaviour and Academic Performance. European Journal of Psychology of Education, 27, 483-498. https://doi.org/10.1007/s10212-011-0090-5
Macher, D., Paechter, M., Papousek, I., Ruggeri, K., Freudenthaler, H. H., & Arendasy, M. (2013). Statistics Anxiety, State Anxiety during an Examination, and Academic Achievement. British Journal of Educational Psychology, 83, 535-549.
Onwuegbuzie, A. J., & Wilson, V. A. (2003). Statistics Anxiety: Nature, Etiology, Antecedents, Effects, and Treatments: A Comprehensive Review of the Literature. Teaching in Higher Education, 8, 195-209. https://doi.org/10.1080/1356251032000052447
Paechter, M., Macher, D., Martskvishvili, K., Wimmer, S., & 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.
Sandoz, E. K., Butcher, G., & Protti, T. A. (2017). A Preliminary Examination of Willingness and Importance as Moderators of the Relationship between Statistics Anxiety and Performance. Journal of Contextual Behavioral Science, 6, 47-52.
Sesé, A., Jiménez, R., Montano, J., & Palmer, A. (2015). Can Attitudes toward Statistics and Statistics Anxiety Explain Students’ Performance? Revista de Psicodidáctica 20, 285-304. https://doi.org/10.1387/RevPsicodidact.13080
Tremblay, P. F., Gardner, R. C., & Heipel, G. G. (2000). A Model of the Relationships among Measures of Affect, Aptitude, and Performance in Introductory Statistics. Canadian Journal of Behavioral Science, 32, 40-48. https://doi.org/10.1037/h0087099