That Old Devil Called ‘Statistics’: Statistics Anxiety in University Students and Related Factors
The present study investigated relationships between statistics anxiety (SA), trait anxiety, attitudes towards mathematics and statistics, and academic achievement among university students who had at least one study course related to statistics in their study programme. Five hundred and twelve students from the University of Ljubljana completed the Statistics Anxiety Rating Scale (STARS), State-Trait Anxiety Inventory, and answered questions about their perceptions of mathematics and statistics. The results showed below-average mean scores on the STARS dimensions, except for the Test and Class Anxiety with the average score around the midpoint of the scale. Female students reported higher levels of SA than male students did. The highest levels of SA were reported by students who perceived mathematics and statistics as a threat. The subscales of the STARS correlated positively with students’ trait anxiety. Students who reported less enjoyment in mathematics in high school perceived statistics to be a less worthy subject and had a lower computation self-concept. Students who had better mathematics performance in high school and higher average study grades also reported a higher computation self-concept. In the present study, we translated the STARS questionnaire into Slovenian and confirmed the six-factor structure of the questionnaire. The results provide a basis for further research on statistics anxiety and further validation of the STARS questionnaire. The results can also aid statistics teachers in better understanding students’ worries, fears, and attitudes towards statistics and in learning about the factors that affect students’ statistics anxiety and their work in the course.
Aksentijević, A. (2015). Statistician, heal thyself: Fighting statophobia at the source. Frontiers of Psychology, 6, 1558. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4600901/
Baloğlu, M. (2001). An application of structural equation modeling techniques in the prediction of statistics anxiety among college students [Unpublished doctoral dissertation]. Texas A&M University-Commerce.
Baloğlu, M. (2003). Individual differences in statistics anxiety among college students. Personality and Individual Differences, 34(5), 855–865.
Baloğlu, M., Deniz, M. E., & Kesici, Ş. (2011). A descriptive study of individual and cross-cultural differences in statistics anxiety. Learning and Individual Differences, 21(4), 387–391.
Benson, J. (1989). Structural components of statistical test anxiety in adults: An exploratory model. Journal of Experimental Education, 57(3), 247–261.
Buck, J. L. (1987). More on superiority of women in statistics achievement: A reply to Brooks. Teaching of Psychology, 14(1), 45–47.
Chew, K. H., & Dillon, D. B. (2014). Statistics anxiety and the big five personality factors. Procedia - Social and Behavioral Sciences, 112, 1177–1186.
Chiesi, F., & Primi, C. (2010). Cognitive and non-cognitive factors related to students’
statistics achievement. Statistics Education Research Journal, 9(1), 6–26. http://iase-web.org/documents/SERJ/SERJ9(1)_Chiesi_Primi.pdf
Cruise, R. J., Cash, R. W., & Bolton, D. L. (1985). Development and validation of an instrument to measure statistical anxiety. Paper presented at the annual meeting of the Statistical Education Section. Proceedings of the American Statistical Association, Chicago, IL, 92–97.
Cruise, R. J., & Wilkins, F. M. (1980). STARS: Statistical Anxiety Rating Scale. Unpublished manuscript. Andrews University.
Demaria-Mitton, P. A. (1987). Locus-of-control, gender and type of major as correlates to statistics anxiety in college students [Unpublished doctoral dissertation]. American University.
Eysenck, M. W. (1997). Anxiety and cognition. Psychology Press.
Eysenck, M. W., Derakshan, N., Santos, R., & Calvos, M. G. (2007). Anxiety and cognitive performance: Attentional control theory. Emotion 7(2), 336–353.
González, A., Rodríguez, Y., Faílde, J. M., & Carrera, M. V. (2016). 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. https://doi.org/10.1016/j.lindif.2015.12.019
Hanna, D., Shevlin, M., & Dempster, M. (2008). The structure of the statistics anxiety rating scale: A confirmatory factor analysis using UK psychology students. Personality and Individual Differences, 45(1), 68–74.
Hand, D. J. (2008). Statistics: A very short introduction. Oxford University Press.
Ing, M., & Nylund-Gibson, K. (2017). The importance of early attitudes toward mathematics and science. Teachers College Record.
Kesici, Ş., Baloğlu, M., & Deniz, M. E. (2011). Self-regulated learning strategies in relation with statistics anxiety. Learning and Individual Differences, 21(4), 472–477.
Klibert, J. J., Langhinrichsen-Rohling, J., & Saito, M. (2005). Adaptive and maladaptive aspects of self-oriented versus socially prescribed perfectionism. Journal of College Student Development, 46(2), 141–156.
Kranjec, E., Košir, K., & Komidar, L. (2016). Factors of academic procrastination: The role of perfectionism, anxiety and depression. Horizons of Psychology, 25, 51–62.
Lalayants, M. (2012). Overcoming graduate students’ negative perceptions of statistics. Journal of Teaching in Social Work, 32(4), 356–375.
Lamovec, T. (1988). Priročnik za psihologijo motivacije in emocij [A handbook for psychology of motivation and emotions]. Ljubljana: Filozofska fakulteta, Oddelek za psihologijo.
Lehman, D. R., & Nisbett, R. E. (1990). A longitudinal study of the effects of undergraduate training on reasoning. Developmental Psychology, 26(6), 952–960.
Macher, D., Paechter, M., Papousek, I., Ruggeri, K., Freudenthaler, H. H., & Arendasy, M. (2012). Statistics anxiety, state anxiety during an examination, and academic achievement. British Journal of Educational Psychology, 83(4), 535–549.
Marchis, I. (2011). Factors that influence secondary school students’ attitude to mathematics. Procedia Social and Behavioral Science, 29, 786–793.
Maat, S. M., & Rosli, M. K. (2016). The Rasch model analysis for Statistical Anxiety Rating Scale (STARS). Creative Education, 7(18), 2820–2828.
McGrath, A. L. (2014). Content, affective, and behavioral challenges to learning: Students’ experiences learning statistics. International Journal for the Scholarship of Teaching and Learning, 8(2), 1–21.
Musek, J. (2010). Psihologija življenja [Psychology of life]. Inštitut za psihologijo osebnosti.
Muthén, B. (1993). Latent variable modeling of growth with missing data and multilevel data. In C. R. Rao & C. M. Cuadras (Eds.), Multivariate analysis: Future directions 2 (pp. 199–210). North-Holland.
Najmi, A., Raza, S. A., & Qazi, W. (2018). Does statistics anxiety affect students’ performance in higher education? The role of students’ commitment, self-concept and adaptability. International Journal Management in Education, 12(2), 95–113.
Onwuegbuzie, A. J. (1995). Statistics test anxiety and female students. Psychology of Women Quarterly, 19(3), 413–418.
Onwuegbuzie, A. J. (1997). Writing a research proposal: The role of library anxiety, statistics anxiety, and composition anxiety. Library and Information Science Research, 19(1), 5–33.
Onwuegbuzie, A. J., & Daley, C. E. (1999). Perfectionism and statistics anxiety. Personality and Individual Differences, 26(6), 1089–1102.
Onwuegbuzie, A. J. (2004). Academic procrastination and statistics anxiety. Assessment & Evaluation in Higher Education, 29(1), 3–19.
Onwuegbuzie, A. J., DaRos, D., & Ryan, J. (1997). The components of statistics anxiety: A phenomenological study. Focus on Learning Problems in Mathematics, 19(4), 11–35.
Onwuegbuzie, A. J., & Seaman, M. A. (1995). The effect of time constraints and statistics test anxiety on test performance in a statistics course. The Journal of Experimental Education. 63(2), 115–124.
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(2), 195–209.
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.
Puklek Levpušček, M. (2014). Mathematics anxiety and mathematics performance. Didactica Slovenica – Pedagoška obzorja, 29(2), 46–60.
Ronchini Ferreira, C., & Ribeiro Silva, R. (2016). The Spielberger Inventory like a tool for assess the trait and state anxiety. In A. Bradley (Ed.), Trait and state anxiety (pp. 1–4). Nova Science Publishers.
Ruggeri, K., Dempster, M., Hanna, D., & Cleary, C. (2008). Experiences and expectations: The real reason nobody likes stats. Psychology Teaching Review, 14(2), 75–83.
Siew, C. S. Q., McCartney, M. J., & Vitevitch, M. S. (2019). Using network science to understand statistics anxiety among college students. Scholarship of Teaching and Learning in Psychology, 5(1), 75–89. http://dx.doi.org/10.1037/stl0000133
Stroup, D. F. & Jordan, E. W. (1982). Statistics: Monster in the university. Proceedings of Statistical Education, pp. 135–138. The American Statistical Association.
Štraus, M., Šterman Ivančič, K., & Štigl, S. (2013). OECD. PISA 2012. Pedagoški inštitut.
Trimarco, K. A. (1997). The effects of graduate learning experience on anxiety, achievement and expectations in research and statistics. 28th Annual Conference of the Northeastern Educational Research Association, pp. 28–30, New York.
VanderStoep, S. W., & Shaughnessy, J. J. (1997). Taking a course in research methods improves reasoning about real-life events. Teaching of Psychology, 24(2), 122–124.
Walsh, J., & Ugumba-Agwunobi, G. (2002). Individual differences in statistics anxiety: The roles of perfectionism, procrastination and trait anxiety. Personality and Individual Differences, 33(2), 239–251.
Zeidner, M. (1991). Statistics and mathematics anxiety in social students: Some interesting parallels. British Journal of Educational Psychology, 61(3), 319–328.
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