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USING BAYESIAN NETWORKS TO UNDERSTAND RELATIONSHIPS AMONG MATH ANXIETY, GENDERS, PERSONALITY TYPES, AND STUDY HABITS AT A UNIVERSITY IN JORDAN
Abstract
Mathematics is the foundation of all sciences, but most students have problems learning math. Although students’ success in life related to their success in learning, many would not take a math course unless it is their university’s core requirements. Multiple reasons exist for students’ poor performance in mathematics, but one prevalent variable worth consideration is the personality type. This work seeks to uncover relationships, if any, between students’ math anxiety and the students’ learning type in learning math and preparing for exams and tests. We use Bayesian networks to link those different variables and detect possible relationships among these variables. The data was obtained from population of 468 students during spring in 2009 at a U.S. institution in Jordan. Not many researches have been performed in the area of math study and personality types so we undertook this study to add to this area of knowledge. The study reveals that math anxiety related to gender, personality type, and study habits among this group of university students.
Keywords: Mathematics Anxiety, MBTI, Personality Types, Bayesian Networks
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Berens, L.V., & Nardi, D. (1999). The 16 Personality Types: Descriptions for Self-Discovery. Huntington Beach, CA: Telos Publications.
Cemen, P.B. (1987). The Nature of Mathematics Anxiety Report No. SE 048 689. Stillwater, OK: Oklahoma State University.
Costa, P.T., & McCrae, R.R. (1992). NEO PI-R. Professional Manual. Odessa, FL: Psychological Assessment Resources, Inc.
Cowell, R.G., Dawid, A., Philip, L., Steffen, L., & Spiegelhalter, D.J. (1999). Probabilistic Networks and Expert Systems. New York: Springer-Verlag.
De Raad, B., & Schouwenburg, C. (1996). Personality in Learning and Education: A Review. European Journal of Personality, 10 (5), 303–336.
Devine, A., Fawcett, K., Szűcs, D., & Dowker, A. (2012). Gender Differences in Mathematics Anxiety and the Relation to Mathematics Performance While Controlling for Test Anxiety. Behavioral and Brain Functions, 8, 33. doi: 10.1186/1744-9081-8-33.
Dossel, S. (1993). Maths Anxiety. Australian. Mathematics Teacher, 49 (1), 4–8.
Eysenck, H.J. (1967). The Biological Basis of Personality. Springfield, IL: Thomas.
Fagan, R., & Squitiera, P. (2002). The Relationship between Personality Characteristics and Academic Success in Law School. Evaluation and Research in Education, 16 (2), 95–103. doi: 10.1080/09500790208667010.
Friedman, N., Goldszmidt, M., & Wyner, A. (1999). Data Analysis with Bayesian Networks: A Bootstrap Approach. Proceedings of the Fifteenth Conference on Uncertainty in Artificial Intelligence 1999, 206–215. San Francisco: Morgan Kaufmann Publishers Inc.
Goetz, T., Bieg, M., Lüdtke, O., Pekrun, R., & Hall, N.C. (2013). Do Girls Really Experience More Anxiety in Mathematics? Psychological Science, 24 (10), 2079-2087. doi: 10.1177/0956797613486989.
Golden, G.A. (2014). Perspectives on Emotion in Mathematical Engagement, Learning, and Problem Solving. In P.A. Alexander , R. Pekrun & L. Linnenbrink-Garcia (Eds.), International Handbook of Emotions in Education. Routledge Handbooks Online. Abingdon: Routledge. doi: 10.4324/9780203148211.ch20
Gutbezahl, J. (1995). How Negative Expectancies and Attitudes Undermine Females' Math Confidence and Performance: A Review of the Literature. Amherst, MA: University of Massachusetts.
Hadfield, O.D., & McNeil, K. (1994). The Relationship between Myers-Briggs Personality Type and Mathematics Anxiety Among Preservice Elementary Teachers. Journal of Instructional Psychology, 21 (4), 375–384.
Hopko, D.R. (2003). Confirmatory Factor Analysis of the Math Anxiety Rating Scale–Revised. Educational and Psychological Measurement, 63 (2), 336-351. doi: 10.1177/0013164402251041.
Hopko, D.R., Mahadevan, R., Bare, R.L., & Hunt, M.K. (2003). The Abbreviated Math Anxiety Scale (AMAS): Construction, Validity, and Reliability. Assessment, 10 (2), 178-182. doi: 10.1177/1073191103010002008.
Jensen, F.V. (1996). An Introduction to Bayesian Networks. New York, NY: Springer Verlag.
Krantz, S.G. (1999). How to Teach Mathematics. Providence, RI: American: Mathematical Society.
Levine, G. (1995). Closing the Gender Gap: Focus on Mathematics Anxiety. Contemporary Education, 67 (1), 42–45.
Marquart, D., Broomley, S.P., & Dalley, M.B. (1997). Personality, Academic Attribution and Substance Use as Predictors of Academic Achievement in College Students. Musgrave. Journal of Social Behavior and Personality, 12 (2), 501–511.
McKenzie, J. (1989). Neuroticism and Academic Achievement: The Furneaux Factor. Personality and Individual Differences, 10 (5), 509–515. doi: 10.1016/0191-8869(89)90032-9.
Miller, L.D., & Mitchell, C.E. (1994). Mathematics Anxiety and Alternative Methods of Evaluation. Journal of Instructional Psychology, 21 (4), 353–358.
Myers, I., & McCaulley, M. (1985). Manual: A Guide to the Development and Use of the Myers Briggs Type Indicator. Palo Alto, CA: Consulting Psychologists Press.
Perry, A.B. (2004). Decreasing Math Anxiety in College Students. College Student Journal, 38 (2), 321–324.
Philipp, R.A. (2007). Mathematics Teachers' Beliefs and Affect. In F.K. Lester (Ed.), Second Handbook of Research on Mathematics Teaching and Learning, 257–315. Charlotte, NC: Information Age.
Posamentier, A.S., & Stepelman, J.S. (1990). Teaching Secondary School Mathematics (3rd ed.). New York, NY: Merrill.
Preston, P.A. (1986). Math Anxiety: Relationship with Sex, College Major, Mathematics Background, Mathematics Achievement, Mathematics Performance, Mathematics Avoidance, Self-Rating of Mathematics Ability, and Self-Rating of Mathematics Anxiety as Measured by the Revised Mathematics Anxiety Rating Scale (RMARS). Doctoral Dissertation. Knoxville: University of Tennessee, (http://trace.tennessee.edu/utk_graddiss/1252).
Scarpello, G.V. (2005). The Effect of Mathematics Anxiety on the Course and Career Choice of High School Vocational-Technical Education Students. Doctoral Dissertation. Philadelphia: Drexel University.
Smail, L. (2011). Uniqueness of the Level Two Bayesian Network Representing a Probability Distribution. International Journal of Mathematics and Mathematical Sciences, 2011, 1-13. doi: 10.1155/2011/845398.
Smail, L., & Jafar, R. (2007). The Relationship Between Students’ Personality Types and Their Success. Journal of Mathematics, Statistic and Allied Fields, 1 (2), 1-12.
Spicer, J. (2004). Resources to Combat Math Anxiety. Eisenhower National Clearinghouse Focus., 12 (12).
Spirtes, P., Glymour, C., & Scheines, R. (1993a). Causation, Prediction, and Search (2nd ed.). New York, NY: Springer-Verlag.
Tapia, M., & Marsh, G.E. (2004). An Instrument to Measure Mathematics Attitudes. Academic Exchange Quarterly, 8, 16–21.
Tieger, P.D., & Barron-Tieger, B. (1993). Personality Typing: A First Step to a Satisfying Career. Journal of Career Planning & Employment, 53 (2), 50-56.
Tobias, S. (1990). Math Anxiety: An Update. NACADA Journal, 10 (1), 47–50. doi: 10.12930/0271-9517-10.1.47.
Tobias, S. (1993). Overcoming Math Anxiety: Revised and Expanded. New York, NY: Norton.
Tok, Ş. (2013). Effects of the Know-Want-Learn Strategy on Students’ Mathematics Achievement, Anxiety and Metacognitive Skills. Metacognition and Learning, 8 (2), 193-212. doi: 10.1007/s11409-013-9101-z.
Wicklein, R.C., & Rojewski, J.W. (1995). The Relationship between Psychological Type and Professional Orientation Among Technology Education Teachers. Journal of Technology Education, 7 (1), 57-74. doi: 10.21061/jte.v7i1.a.5.
Wingenbach, G.J. (2000). Personality Types and Final Grades in Group Organization and Leadership Development. Proceedings of the 27th Annual National Agricultural Education Research Conference 2000, 69-80. San Diego, CA
DOI: https://doi.org/10.22342/jme.8.1.3405.17-34
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