Conceptions of Disciplinary Anxiety across Science, Technology, Engineering, and Mathematics (STEM) Contexts: A Critical and Theoretical Synthesis
Journal of Research in Science, Mathematics and Technology Education, Online-First Articles, pp. 21-46
OPEN ACCESS VIEWS: 109 DOWNLOADS: 20 Publication date: 15 Jun 2023
OPEN ACCESS VIEWS: 109 DOWNLOADS: 20 Publication date: 15 Jun 2023
Education policy is currently calling for wholistic reform towards the integration of Science, Technology, Engineering, and Mathematics (STEM). However, much of the calls lack practical advice or application to aid classroom and teaching professionals in this venture. Of particular interest should be how properties, such as barriers, of the individual disciplines may change in an integrated form. One such barrier that should be considered is that of anxiety. This review develops a novel framework for STEM anxiety in the educational context. This is accomplished through a review of anxiety literature within the individual disciplines, with reference to related psychological constructs. Literature was reviewed for definitions of anxiety within the disciplines, ways that disciplinary anxiety has been measured, and what antecedents were identified. Antecedents were taken from those that were explicitly identified, as well as those that were inferentially indicated in the definitions or the measurement instruments. The antecedents, or contributors, to the individual disciplinary anxieties were cross-referenced to generate a single list of potential antecedents that may impact learning within the integrated STEM space.
STEM, Disciplinary Anxiety, Theoretical Synthesis, Anxiety, STEM Anxiety
Grimes, Z., & Gardner, G. (2023). Conceptions of Disciplinary Anxiety across Science, Technology, Engineering, and Mathematics (STEM) Contexts: A Critical and Theoretical Synthesis. Journal of Research in Science, Mathematics and Technology Education. https://doi.org/10.31756/jrsmte.212SI
- Akhter, N., Kanwal, N., Fatima, Q., & Mahmood, M. K. (2016). Relationship between self-efficacy and anxiety in student-teachers with reference to their teaching practices at school placement. Journal of Educational Research, 19(1), 73-85.
- Akin, A., & Kurbanoglu, I. N. (2011). The relationship between math anxiety, math attitudes, and self-efficacy: A structural equation model. Studia Psychologica, 53, 263-273.
- Alvaro, R. A. (1979). The effectiveness of a science therapy program upon science anxious undergraduates. [Doctoral dissertation, Loyola University of Chicago]. ProQuest Dissertations and Theses Global.
- Arigbabu, A. A. (2009). Examining psychometric characteristics of the computer anxiety scale. Computers in Human Behavior, 25, 229-232. doi: 10.1016/j.chb.2008.09.006
- Baloglu, M. (2004). Statistics anxiety and mathematics anxiety: Some interesting differences. Educational Research Quarterly, 27 (3), 38-48.
- Beilock, S., Gunderson, E. A., Ramirez, G., & Levine, S. C. (2010). Female teachers’ math anxiety affects girls’ math achievement. PNAS, 107, 1860-1863. doi:10.1073/pnas.0910967107
- Beisel, R. W. (1991). An antidote for science anxiety. Science and Children, 29(2), 35-36.
- Benson, J. (1987, June). Causal Components of Test Anxiety in Adults [Paper presentation]. Society for Test Anxiety Research, Bergen, Norway.
- Benson, J., & Bandalos, D. (1989). Structural Model of Statistics Test Anxiety. In Schwarzer, R., Van Der Ploeg, H., and Spielberger, C.D. (Eds.), Advances in Test Anxiety Research Vol. 6. Lisse, Netherlands: Swets and Zeitlinger, Hillsdale, N.J.: Erlbaum.
- Bernstein, J. D. (1992). Barriers to women entering the workforce: Math anxiety. New Jersey Equity Research Bulletin, No.3.
- Betz, N. (1978). Prevalence, distribution, and correlates of math anxiety in college students. Journal of Counseling Psychology, 25, 441-448.
- Brady, P., & Bowd, A. (2005). Mathematics anxiety, prior experience, and confidence to teach mathematics among pre-service education students. Teachers and Teaching: Theory and Practice, 11(1), 37-46.
- Brown, R. E., & Bogiages, C. A. (2019). Professional development through STEM integration: How early career math and science teachers respond to experiencing integrated STEM tasks. International Journal of Science and Mathematics Education, 17, 111-128. doi:10.1007/s10763-017-9863.x
- Bursal, M. (2008). Changes in Turkish pre-service elementary teachers' personal science teaching efficacy, beliefs and science anxieties during a science method course. Journal of Turkish Science Education, 5, 99-112.
- Burton, G. M., & Russel, D. (1979). Getting Comfortable with Mathematics. Elementary School Journal 79, 129-135.
- Bybee, R. W. (2010). Advancing STEM education: a 2020 vision. Technology and Engineering Teacher, 70(1), 30–35.
- Cambre, M. A., & Cook, D. L. (1985). Computer anxiety: Definition, measurement, and correlates. Journal of Educational Computing Research, 1, 27-54.
- Cathoglu, H., Gurbuz, R., & Birgin, O. (2014). Do pre-service elementary school teacher still have mathematics anxiety? Some factors and correlates. Bolema, 28, 110-127. doi:10.1590/1980-4415v28n48a06
- Chan, E. T. Y. (2016). ‘Being an English major, being a humanities student’: Connecting academic subject identity in literary studies to other social domains. Studies in Higher Education, 41, 1656-1673. doi:10.1080/03075079.2014.1000291
- Chang, H., & Beilock, S. L. (2016). The math anxiety-math performance link and its relation to individual and environmental factors: A review of current behavioral and psychophysiological research. Current Opinion in Behavioral Sciences, 10, 33-38. doi: 10.1016/j.cobeha.2016.04.011
- Chew, P. K. H., & Dillon, D. B. (2015, February). Statistics anxiety and attitudes toward statistics [Paper presentation]. International Conference on Cognitive and Behavioral Psychology (CBP 2015) 4th Annual Meeting, Singapore, Singapore.
- Cohen, B. A., & Waugh, G. W. (1989). Assessing computer anxiety. Psychological Reports, 65, 735-738. doi:10.2466/pr0.19220.127.116.115
- Cox, C. A., & Carpenter, J. R. (1989). Improving attitudes toward teaching science and reducing science anxiety though increasing confidence in science ability in inservice elementary teachers. Journal of Elementary Science Education, 1(2), 14-34.
- Cruise, R. J., & Wilkins, E. M. (1980). STARS: Statistical Anxiety Rating Scale. Unpublished manuscript, Andrews University, Berrien Springs, MI.
- Cruise, R. J., Cash, R. W, & Bolton, D. L. (1985, August). Development and validation of an instrument to measure statistical anxiety [Paper presentation]. Statistical Education Section Proceedings of the American Statistical Association Annual Meeting, Chicago, IL, United States.
- Dosi, G., & Grazzi, M. (2010) On the nature of technologies: Knowledge, procedures, artifacts and production inputs. Cambridge Journal of Economics, 34, 173-184. doi:10.1093/cje/bep041
- Eagly, A. H., & Chaiken, S. (1993). The psychology of attitudes. Harcourt Brace Jovanovich College Publishers.
- Earp, M. (2007). Development and validation of the statistics anxiety measure. [Doctoral dissertation, University of Denver]. ProQuest Dissertations and Theses Global. Educational Review, 50(1), 63-70.
- Farina, F., Arce, R., Sobral, J., & Carames, R. (1991). Predictors of anxiety towards computers. Computers in Human Behavior, 7, 263-267.
- Feierabend, R. L. (1960). Review of Research on Psychological Problems. Research problems in mathematics education, 3, 3-46.
- Fiore, G. (1999). Math abused students: are we prepared to teach them? The Mathematics Teacher, 92. 403-406.
- Fishbein, M., & Ajzen, I. (1975). Belief, Attitude, Intention, and Behavior: An Introduction to Theory and Research. Addison-Wesley.
- Furner, J. M., & Berman, B. T. (2003). Math anxiety: Overcoming a major obstacle to improvement of student math performance. Childhood Education, 79(3), 170–174.
- Galliher, R.V., McLean, K. C., & Syed, M. (2017). An integrated model for studying identity content in context. Developmental Psychology, 53, 2011-2022. doi:10.1037/dev0000299
- Gottlieb, H. H. (1983). Diagnosing science anxiety. The Physics Teacher, 21, 340. doi:10.1119/1.2341314
- Greenburg, S. L., & Mallow, J. V. (1982). Treating science anxiety in a university counselling center. Personnel & Guidance Journal, 61, 3-48.
- Greenwood, J. (1984). My anxieties about math anxiety. Mathematics Teacher, 77, 662-663.
- Gresham, G. (2009). Mathematics anxiety and mathematics teacher efficacy in elementary pre–service teachers. Teaching Education, 19, 171–184.
- Güzellar, C. O., & Doğru, M. (2012). Development of science anxiety scale for primary school students. Social Indicators Research, 109, 189-202.
- Harper, N. W., Daane, V. J. (1998). Causes and reduction of math anxiety in preservice elementary teachers. Action in Teacher Education, 19(4), 29-38. doi:10.1080/01626620.1998.10462889
- Heydari, H., Abdi, M., & Rostami, M. (2013). The survey of relationship between degree of mathematics anxiety in high school students and the personality characteristics of their mathematics teachers. Procedia-Social and Behavioral Sciences, 84, 1133-1137. doi: 10.1016/j.sbspro.2013.06.714
- Honey, M., Pearson, G., & Schweingruber, H. (2014). STEM integration in K-12 education: Status, prospects, and an agenda for research. The National Academies Press.
- Hughes, P. T. (2016). The relationship of mathematics anxiety, mathematical beliefs, and instructional practices of elementary school teachers [Doctoral dissertation, Georgia State University]. ProQuest Dissertations and Theses Global.
- Idris, N. (2006). Exploring the effects of TI-84 plus on achievement and anxiety in mathematics. Eurasia Journal of Mathematics, Science and Technology Education, 2, 66-78.
- Jaggernauth, S. J. (2010). Mathematics anxiety and the primary school teacher: An exploratory study of the relationship between mathematics anxiety, mathematics teacher efficacy, and mathematics avoidance [Master’s Thesis, University of the West Indies]. ProQuest Dissertations and Theses Global.
- Johnson, T., Wisniewski, M., Kuhlemeyer, G., Isaacs., & Krzykowski, J. (2012). Technology adoption in higher education: Overcoming anxiety through faculty bootcamp. Journal of Asynchronous Learning Networks, 16, 63-72.
- Kaya, E., & Yildirim, A. (2014). Science anxiety among failing students. Elementary Education Online, 13, 518-525.
- Kelley, T. R., & Knowles, J. G. (2016). A conceptual framework for integrated STEM education. International Journal of STEM Education, 3(11), 1–11. doi:10.1186/s40594-016-0046-z.
- Kidd, J. S. (2003). The effects of relational teaching and attitudes on mathematics anxiety. [Doctoral dissertation, North Carolina State University, Raleigh]. ProQuest Dissertations and Theses Global.
- Koehler, M., & Mishra, P. (2009). What is technological pedagogical content knowledge (TPACK)?. Contemporary issues in technology and teacher education, 9(1), 60-70.
- Kutner, L. (1992, August 13). Teachers and parents who are afraid of math can pass that anxiety to the next generation. The New York Times, pp. B4, C12.
- Lave, J., & Wenger, E. (1991). Situated learning: Legitimate peripheral participation. Cambridge: Cambridge University Press.
- Lazarus, M., & Averill, J. R. (1972). Emotions and cognition: With special reference to anxiety. In C. D. Spielberger (Ed.), Anxiety: Current trends in theory and research (pp. 2, 242-283). New York: Academic Press.
- Lonning, R. A., & DeFranco, T. C. (1997). Integration of science and mathematics: A theoretical model. School Science and Mathematics, 97, 212-215. doi:10.1111/j.1949-8594.1997.tb17369.x
- Lussier, G. (1996). Sex and mathematical background as predictors of anxiety and self-efficacy in mathematics. Psychological Reports, 79, 827-833. doi:10.2466/pr0.1918.104.22.1687
- Ma, X., & Kishor, N. (1997). Attitude toward self, social factors, and achievement in mathematics: A meta-analytic review. Educational Psychology Review, 9, 89-120.
- Mallow, J. V. (1986). Science Anxiety: Fear of Science and How to Overcome It (revised edition). H&H Publications.
- Maloney, E. A., Ramirez, G., Gunderson, E. A., Levine, S. C., & Beilock, S. L. (2015). Intergenerational effects of parents’ math anxiety on children’s math achievement and anxiety. Psychological Science, 26(9), 1480-1488. doi: 10.1177/0956797615592630.
- Marcoulides, G. A., Rosen, L. D., & Sears, D. (1985). The Computer Anxiety Scale. Carson.
- Marcoulides, G. A. (1988). The relationship between computer anxiety and computer achievement. Journal of Educational Computing Research, 4, 151-158.
- Maurer, M. M. (1994). Computer anxiety correlates and what they tell us: A literature review. Computers in Human Behavior, 10, 369-376.
- McLeod, D. B. (1992). Research on affect in mathematics education: A reconceptualization. In D. Grouws (Ed.), Handbook of Research on Mathematics Teaching and Learning (pp. 575–596). Macmillan.
- Mehar, R., & Singh, N. (2018). Construction and standardization of science anxiety scale. International Journal of Innovative Studies in Sociology and Humanities, 3(5), 6-12.
- Meissner, D. W. (1988). A study of the relationship between science anxiety and grade level, gender, and students’ and parents’ perceptions of science, scientists and science teachers. [Doctoral dissertation, The University of Southern Mississippi]. ProQuest Dissertations and Theses Global.
- Meuter, M. L., Ostrom, A. O., Bitner, M. J., Roundtree, R. (2003). The influence of technology anxiety on consumer use and experiences with self-service technologies. Journal of Business Research, 56, 899-906. doi:10.1016/S0148-2963(01)00276-4
- Moore, T. J., Johnston, A. C., & Glancy, A. W. (2020). STEM integration: A synthesis of conceptual frameworks and definitions. In C. C. Johnson, M. J. Mohr-Schroeder, T. J. Moore & L. D. English (Eds.). Handbook of Research on STEM Education. Routledge.
- Oludipe, D., & Awokoy, J. O. (2010). Effect of cooperative learning teaching strategy on the reduction of students’ anxiety for learning chemistry. Journal of Turkish Science Education, 7, 30-36.
- Onwuegbuzie, A. J. (1999). Statistics anxiety among African-American graduate students: An affective filter? Journal of Black Psychology, 25(2), 189-209.
- Onwuegbuzie, A. J. (2004). Academic procrastination and statistics anxiety. Assessment and evaluation in higher education, 29(1), 3-19.
- 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. doi:10.1080/123562510320000052447
- Onwuegbuzie, A. J., Da Ros, D., & Ryan, J. M. (1997). The components of statistics anxiety: A phenomenological study. Focus on Learning Problems in Mathematics, 19(4), 11– 35.
- Ortiz-Revilla, J., Adúriz-Bravo, A., & Greca, I. M. (2020). A framework for epistemological discussion on integrated STEM education. Science & Education, 29(4), 857-880. doi:10.1007/s11191-020-00131-9
- Paetcher, 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. doi: 10.3389/fpsyg.2017.01196
- Pea, R. D. (1985). Beyond amplification: Using the computer to reorganize mental functioning. Educational Psychologist, 20. doi:10.1207/s15326985ep2004_2
- Plake, B. S., & Parker, C. S. (1982). The development and validation of a revised version of the mathematics anxiety rating scale. Educational and Psychological Measurement, 42, 551-557.
- Poplin, M. S., Drew, D. E., & Gable, R. S. (1984). Computer aptitude, literacy, and interest profile. Austin, TX: PRO-ED.
- Powell, A. L. (2013). Computer anxiety: Comparison of research from the 1990s and 2000s. Computers in Human Behavior, 29, 2337-2381. doi:10.1016/j.chb.2013.05.012
- Quinn, C. M., Reid, J. W., & Gardner, G. E. (2020). S+T+M =E: A convergent model for the nature of STEM. Science & Education, 29, 881-898. doi:10.1007/s11191-020-00130-w
- Raub, A. C. (1981). Correlates of computer anxiety in college students. [Doctoral dissertation, University of Pennsylvania]. ProQuest Dissertations and Theses Global.
- Reilly, L. (1992). Study to examine math anxiety for students who are single parents and those enrolled in nontraditional career preparation programs. New Jersey State Department of Education: Trenton.
- Richardson F. C., & Suinn, R. M. (1972). The mathematics anxiety rating scale: Psychometric data. Journal of Counseling Psychology, 19, 551-554. doi:10.1037/h0033-456
- Roberts, D. M., & Bilderback, E. W. (1980). Reliability and validity of statistics attitude survey. Educational and Psychological Measurement, 40, 235- 238.
- Rosen, L. D., Sears, D. C., & Weil, M. M. (1987). Computerphobia. Behavior Research Methods, Instruments & Computers, 19, 167-179.
- Rubinstein, O., & Tannock, R. (2010). Mathematics anxiety in children with developmental dyscalculia. Behavioral and Brain Functions, 6. doi:10.1186/1744-9081-6-46
- Russel, G., & Bradley, G. (1997). Teachers’ computer anxiety: Implications for professional development. Education and Information Technologies, 2, 17-30.
- Schoenfeld, A. H. (1985). Mathematical problem solving. New York Academic Press.
- Sepehriazanar, F., & Babaee, A. (2014). Structural equation modeling of relationship between mathematics anxieties and parenting styles: The mediational role of goal orientation. Procedia-Social and Behavioral Sciences, 152, 607-612.
- Spielberger, C. D., & Rickman, R. L. (1990). Assessment of state and trait anxiety. In N. Sartoris, V. Andreoli, G. Cassano, L. Eisenberg, P. Kielholz, P. Pancheri, & G. Racagni (Eds.), Anxiety: Psychobiological and Clinical Perspectives. Routledge.
- Suinn, R. M., & Edwards, R. (1982). The measurement of mathematics anxiety: The mathematics anxiety rating scale for adolescents – MARS-A. Journal of Clinical Psychology, 38, 576-580.
- Talanquer, V. (2014). DBER and STEM education reform: Are we up to the challenge? Journal of Research in Science Teaching, 51, 809-819. doi:10.1002/tes.21162
- Tobias, S., & Weissbrod, C. (1980). Anxiety and mathematics: an update. Harvard Educational Review, 50, 63-70.
- Udo, M. K., Ramsey, G. P., & Mallow, J. V. (2004). Science anxiety and gender in students taking general education science courses. Journal of Science Education and Technology, 13, 435-446.
- Ural, E. (2016). The effect of guided-inquiry laboratory experiments on science education student’s chemistry laboratory attitudes, anxiety and achievement. Journal of Education and Training Studies, 4, 217-227. doi: 10.11114/jets.v4i4.1395
- Vandecandelaere, M., Spreybroeck, S., Vanlaar, G., De Fraine, B., & Van Damme, J. (2012). Learning environment and students’ mathematics attitude. Studies in Educational Evaluation. 38, 107-120. doi: 10.1016/j.stueduc.2012.09.001
- Waxman, H. C. (1994). Middle school students’ calculator confidence, mathematics anxiety, and stages of problem solving achievement. In J. Willis, B. Robin & D. Willis (Eds.), Proceedings of SITE 1994--Society for Information Technology & Teacher Education International Conference (pp. 572-576). Waynesville, NC USA: Association for the Advancement of Computing in Education (AACE).
- Westerback, M. E. (1984). Studies on anxiety about teaching science in preservice elementary teachers. Journal of Research in Science Teaching, 21, 937-950.
- Westerback, M. E. (1982). Studies on attitude toward teaching science and anxiety about teaching science in preservice teachers. Journal of Research in Science Teaching, 19, 603-616.
- Williams, A. S. (2010). Statistics anxiety and instructor immediacy. Journal of Statistics Education, 18 (2). doi:10.1080/10691898.2010.11889495
- Wilson, V. (1997, November 12-14). Factors related to anxiety in the graduate statistics classroom [Paper presentation]. Mid-South Educational Research Association Annual Meeting, Memphis, TN, United States.
- Wise, S. L. (1985). The development and validation of a scale measuring attitudes toward statistics. Educational and Psychological Measurement, 45(2), 401–405. doi:10.1177/001316448504500226
- Worthington, V. L., & Zhao, Y. (1999). Existential computer anxiety and changes in computer technology: What past research on computer anxiety has missed. Journal of Educational Computing Research, 20, 299-315.
- Yang, K., & Forney, J. C. (2013) The moderating role of consumer technology anxiety in mobile shopping adoption: Differential effects of facilitating conditions and social influences. Journal of Electronic Commerce Research, 14, 334-347.
- Zeidner, M. (1991). Statistics and mathematics anxiety in social science students: Some interesting parallels. British Journal of Educational Psychology, 61, 319-328.
- Zientek, L. R., Yetkiner, Z. E., & Thompson, B. (2020). Characterizing the mathematics anxiety literature using confidence intervals as a literature review mechanism. The Journal of Education Research, 103, 424-438. doi:10.1080/00220670903383093
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