Factors Explaining Business Student Attitudes Towards Mathematics: Does Gender Still Matter?

Leiv Opstad 1 *
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1 Norwegian University of Science and Technology, NORWAY
* Corresponding Author
EUR J SCI MATH ED, Volume 9, Issue 2, pp. 13-25. https://doi.org/10.30935/scimath/10771
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ABSTRACT

The purpose of this paper is to identify factors that can explain the attitudes of business students towards mathematics, using data from a business school in Norway. This article focusses on gender, personality traits (Big Five Model) and mathematical background. The independent variables were investigated simultaneously using a linear regression model. Mathematical abilities are important for success in business studies, and therefore, attitudes towards mathematics matter, since they will affect students’ effort and their choice of further studies. It was found that mathematical background has the strongest effect on student attitudes towards mathematics. Personal characteristics also explain the variation in the attitudes towards mathematics to some degree. Gender has little or no impact on the dependent variable. If there is any gender difference it is in favour of female students.
Keywords: gender differences, attitudes towards mathematics, Big Five, mathematical skills, independent t-test, regression analysis, business school

CITATION

Opstad, L. (2021). Factors Explaining Business Student Attitudes Towards Mathematics: Does Gender Still Matter?. European Journal of Science and Mathematics Education, 9(2), 13-25. https://doi.org/10.30935/scimath/10771

REFERENCES

  • Aiken, L. R. (1974). Two scales of attitude toward mathematics. Journal for research in Mathematics Education, 5(2), 67-71. https://doi.org/10.5951/jresematheduc.5.2.0067
  • Ajisuksmo, C. R. P., & Saputri, G. R. (2017). The influence of attitudes towards mathematics, and metacognitive awareness on mathematics achievements. Creative Education, 8(3), 486-497. https://doi.org/10.4236/ce.2017.83037
  • Alcock, J., Cockcroft, S., & Finn, F. (2008). Quantifying the advantage of secondary mathematics study for accounting and finance undergraduates. Accounting and Finance, 48(5), 697-718. https://doi.org/10.1111/j.1467-629X.2008.00261
  • Alcock, L., Attridge, N., Kenny, S., & Inglis, M. (2014). Achievement and behaviour in undergraduate mathematics: personality is a better predictor than gender. Research in Mathematics Education, 16(1), 1-17. https://doi.org/10.1080/14794802.2013.874094
  • Asante, K. O. (2012) Secondary students’ attitudes towards mathematics. IFE Psychologia, An International Journal, 20(1), 121-133.
  • Baird, C. L., & Keene, J. R. (2019). Closing the gender gap in math confidence: Gender and race/ethnic similarities and differences. International Journal of Gender, Science and Technology, 10(3), 378-410.
  • Batool, T., Akhter, S., & Kalsoom, T. (2020). Exploring Gender differences in attitude towards Mathematics at Secondary Level in Pakistan. Journal of Business and Social Review in Emerging Economies, 6(2), 587-596. https://doi.org/10.26710/jbsee.v6i2.1157
  • Bonesrønning, H., & Opstad, L. (2015). Can student effort be manipulated? Does it matter? Applied Economics, 47(15), 1511-1524. https://doi.org/10.1080/00036846.2014.997923
  • Brandell, G., & Staberg, E. M. (2008). Mathematics: A female, male or gender‐neutral domain? A study of attitudes among students at secondary level. Gender and Education, 20(5), 495-509. https://doi.org/10.1080/09540250701805771
  • Brandt, N. D., Lechner, C. M., Tetzner, J., & Rammstedt, B. (2020). Personality, cognitive ability, and academic performance: Differential associations across school subjects and school tracks. Journal of personality, 88(2), 249-265. https://doi.org/10.1111/jopy.12482
  • Buckley, S., Reid, K., Goos, M., Lipp, O. V., & Thomson, S. (2016). Understanding and addressing mathematics anxiety using perspectives from education, psychology and neuroscience. Australian Journal of Education, 60(2), 157-170. https://doi.org/10.1177/0004944116653000
  • Capuno, R., Necesario, R., Etcuban, J. O., Espina, R., Padillo, G., & Manguilimotan, R. (2019). Attitudes, Study Habits, and Academic Performance of Junior High School Students in Mathematics. International Electronic Journal of Mathematics Education, 14(3), 547-561. https://doi.org/10.29333/iejme/5768
  • Chamorro-Premuzic, T., & Furnham, A. (2009). Mainly Openness: The relationship between the Big Five personality traits and learning approaches. Learning and individual Differences, 19(4), 524-529. https://doi.org/10.1016/j.lindif.2009.06.004
  • Cheryan, S., & Plaut, V. C. (2010). Explaining underrepresentation: A theory of precluded interest. Sex roles, 63(7), 475-488. https://doi.org/10.1007/s11199-010-9835-x
  • Costa Jr, P. T., & McCrae, R. R. (1992). Professional manual, Revised NEO personality inventory (NEO-PI-R) and NEO five-factor inventory (NEO-FFI). Odessa, FL: Psychological Assessment Resources.
  • Crombie, G., Sinclair, N., Silverthorn, N., Byrne, B. M., DuBois, D. L., & Trinneer, A. (2005). Predictors of young adolescents’ math grades and course enrollment intentions: Gender similarities and differences. Sex Roles, 52(5), 351-367. https://doi.org/10.1007/s11199-005-2678-1
  • Cvencek, D., Meltzoff, A. N., & Greenwald, A. G. (2011). Math–gender stereotypes in elementary school children. Child development, 82(3), 766-779. https://doi.org/10.1111/j.1467-8624.2010.01529.x
  • Digman, J. M. (1972) High school academic achievement as seen in the context of a longitudinal study of personality. Proceedings of the Annual Convention of the American Psychological Association. American Psychological Association, Honolulu, Hawaii, USA.
  • Dynan, K. E., & Rouse, C.E. (1997). The underrepresentation of women in economics, A study of undergraduate economics students. The Journal of Economic Education, 28(4), 350-368. https://doi.org/10.1080/00220489709597939
  • Elliott, B., Oty, K., McArthur, J., & Clark, B. (2001). The effect of an interdisciplinary algebra/science course on students’ problem solving skills, critical thinking skills and attitudes towards mathematics. International Journal of mathematical education in science and technology, 32(6), 811-816. https://doi.org/10.1080/00207390110053784
  • Engvik, H., & Clausen, S. (2011). Norsk kortversjon av big five inventory (BFI-20). Tidsskrift for norsk psykologforening, 48(9), 869-872. (In Norwegian).
  • Fennema, E., & Sherman, J.A. (1976). Fennema-Sherman mathematics attitudes scales, Instruments designed to measure attitudes toward the learning of mathematics by females and males. Journal for Research in Mathematics Education, 7(5), 324-326. https://doi.org/10.2307/748467
  • Frenzel, A. C., Pekrun, R., & Goetz, T. (2007). Girls and mathematics—A “hopeless” issue? A control-value approach to gender differences in emotions towards mathematics. European Journal of Psychology of Education, 22(4), 497-514. https://doi.org/10.1007/bf03173468
  • García, T., Rodríguez, C., Betts, L., Areces, D., & González-Castro, P. (2016). How affective-motivational variables and approaches to learning predicts mathematics achievement in upper elementary levels. Learning and Individual Differences, 49, 25-31. https://doi.org/10.1016/j.lindif.2016.05.021
  • Geesa, R. L., Izci, B., Song, H., & Chen, S. (2019). Exploring factors of home resources and attitudes towards mathematics in mathematics achievement in South Korea, Turkey, and the United States. EURASIA Journal of Mathematics, Science and Technology Education, 15(9), em1751. https://doi.org/10.29333/ejmste/108487
  • Guy, G. M., Cornick, J., & Beckford, I. (2015). More than math: on the affective domain in developmental mathematics. International journal for the scholarship of teaching and learning, 9(2), n2. https://doi.org/10.20429/ijsotl.2015.090207
  • Hemmings, B., & Kay, R. (2010). Prior achievement, effort, and mathematics attitude as predictors of current achievement. The Australian Educational Researcher, 37(2), 41-58. https://doi.org/10.1007/BF03216921
  • Hovdhaugen, E., Sandsør, A. M. J., Rønsen, E., & Carlsten, T. C. (2020). Opptak til høyere utdanning: En studie av konsekvensene av kvote og poengberegning med fokus på psykologi, medisin, jus og grunnskolelærer-utdanning [Admission to higher education: A study of the consequences of quota and point calculation with a focus on psychology, medicine, law and primary school teacher education]. NIFU-rapport, 2020, 4. (2020) (In Norwegian).
  • John, O. P., & Srivastava, S. (1999). The Big Five Trait taxonomy: History, measurement, and theoretical perspectives. In L. A. Pervin & O. P. John (Eds.), Handbook of personality: Theory and research (p. 102–138). Guilford Press.
  • Kamoru, U., & Ramon, O.G. (2017). Influence of self-concept, study habit and gender on attitude and achievement of secondary school students in mathematics. Journal for Leadership and Instruction, 16(1), 49-52.
  • Larson, L. M., Wu, T. F., Bailey, D. C., Borgen, F. H., & Gasser, C. E. (2010). Male and female college students’ college majors: The contribution of basic vocational confidence and interests. Journal of Career Assessment, 18(1), 16-33. https://doi.org/10.1177/1069072709340520
  • Lim, S. Y., & Chapman, E. (2013). Development of a short form of the attitudes toward mathematics inventory. Educational Studies in Mathematics, 82(1), 145-164. https://doi.org/10.1007/s10649-012-9414-x
  • Lipnevich, A. A., Preckel, F., & S. Krumm, S. (2016). Mathematics attitudes and their unique contribution to achievement: Going over and above cognitive ability and personality. Learning and Individual Differences, 47, 70-79. https://doi.org/10.1016/j.lindif.2015.12.027
  • Marbán, J. M., & Mulenga, E. M. (2019). Pre-Service Primary Teachers’ Teaching Styles and Attitudes towards the Use of Technology in Mathematics Classrooms. International Electronic Journal of Mathematics Education, 14(2), 253-263. https://doi.org/10.29333/iejme/5649
  • McCrae, R. R. (2002). NEO-PI-R data from 36 cultures. In R. R. McCrae & J. Allik (Eds.), The five-factor model of personality across cultures (pp. 105-126). Kluwer Academic/Plenum Publishers.
  • Meelissen, M., &. Luyten, H. (2008). The Dutch gender gap in mathematics: Small for achievement, substantial for beliefs and attitudes. Studies in Educational Evaluation, 34(2), 82-93. https://doi.org/10.1016/j.stueduc.2008.04.004
  • Mejía-Rodríguez, A. M., Luyten, H., & Meelissen, M. R. (2020). Gender Differences in Mathematics Self-Concept Across the World: an Exploration of Student and Parent Data of TIMSS 2015. International Journal of Science and Mathematics Education, 1-22. https://doi.org/10.1007/s10763-020-10100-x
  • Michelli, M. P. (2013). The relationship between attitudes and achievement in mathematics among fifth grade students (Honors Thesis), The University of Sothern Mississippi, USA
  • Namkung, J. M., Peng, P., & Lin, X. (2019). The relation between mathematics anxiety and mathematics performance among school-aged students: a meta-analysis. Review of Educational Research, 89(3), 459-496. https://doi.org/10.3102/0034654319843494
  • Ngurah, A. A. M. I. G., & Lynch, D. P. (2013). A confirmatory factor analysis of attitudes toward mathematics inventory (ATMI). The Mathematics Educator, 15(1), 121-135.
  • Ock, J., McAbee, S. T., Mulfinger, E., & Oswald, F. L. (2020). The practical effects of measurement invariance: Gender invariance in two Big Five personality measures. Assessment, 27(4), 657-674. https://doi.org/10.1177/1073191119885018
  • OECD Education (2020). Norway, Student performance Pisa 2018. Retrieved from https://gpseducation.oecd.org/CountryProfile?primaryCountry=NOR&treshold=10&topic=PI
  • Olmez, I. B., & Ozel, S. (2012). Mathematics anxiety among sixth and seventh grade Turkish elementary school students. Procedia-Social and Behavioral Sciences, 46, 4933-4937. https://doi.org/10.1016/j.sbspro.2012.06.362
  • Opstad, L. (2018). Success in business studies and mathematical background, The case of Norway. Journal of Applied Research in Higher Education, 10(3), 399-408. https://doi.org/10.1108/JARHE-11-2017-0136
  • Opstad, L. (2019). Different attitudes towards mathematics among economic and business students and choice of business course major in Norway. Social Sciences and Education Research Review, 6(2), 6-30.
  • Opstad, L., & Årethun. T.(2019). Attitude towards mathematics among economics and business students in Norway. Is there any gender difference? [Paper Presentation]. Proceedings of the 16th International Conference on Enterprises, Systems, Accounting, Logistics and Management (16th ICESALM 2019). Chania, Crete, Greece.
  • Opstad, L., & Årethun. T.(2020). Factors that explain undergraduate business students’ performance in their chosen field. Does gender matter? Global Conference on Business and Finance Proceedings, 15(2), 2-21.
  • Pepin, B. (2011). Pupils’ attitudes towards mathematics, A comparative study of Norwegian and English secondary students. ZDM Mathematical Education, 43(4), 535-546. https://doi.org/10.1007/s11858-011-0314-9
  • Primi, C., Bacherini, A., Beccari, C., & Donati, M. A. (2020). Assessing math attitude through the Attitude Toward Mathematics Inventory–Short form in introductory statistics course students. Studies in Educational Evaluation, 64, 100838. https://doi.org/10.1016/j.stueduc.2020.100838
  • Recber, S., Isiksal, M., & Koç, Y. (2018). Investigating self-efficacy, anxiety, attitudes and mathematics achievement regarding gender and school type. Anales de Psicología/Annals of Psychology, 34(1), 41-51. https://doi.org/10.6018/analesps.34.1.229571
  • Reilly, D., Neumann, D. L., & Andrews, G. (2019). Investigating gender differences in mathematics and science: Results from the 2011 Trends in Mathematics and Science Survey. Research in Science Education, 49(1), 25-50. https://doi.org/10.1007/s11165-017-9630-6
  • Schaeffer, M. W., Rozek, C. S., Maloney, E. A., Berkowitz, T., Levine, S. C., & Beilock, S. L. (2020). Elementary school teachers’ math anxiety and students’ math learning, A large‐scale replication. Developmental Science, e13080. https://doi.org/10.1111/desc.13080
  • Schmitt, D. P., Realo, A., Voracek, M., & Allik, J. (2008). Why can’t a man be more like a woman? Sex differences in Big Five personality traits across 55 cultures. Journal of personality and social psychology, 94(1), 168. https://doi.org/10.1037/0022-3514.94.1.168
  • Schniederjans, M. J., & Kim, E. B. (2005). Relationship of student undergraduate achievement and personality characteristics in a total web‐based environment: An empirical study. Decision Sciences Journal of Innovative Education, 3(2), 205-221. https://doi.org/10.1111/j.1540-4609.2005.00067.x
  • Smith, T. J., Walker, D. A., Chen, H. T., Hong, Z. R., & Lin, H. S. (2021). School belonging and math attitudes among high school students in advanced math. International Journal of Educational Development, 80, 102297. https://doi.org/10.1016/j.ijedudev.2020.102297
  • Stoet, G., & Geary, D. C. (2018). The gender-equality paradox in science, technology, engineering, and mathematics education. Psychological science, 29(4), 581-593. https://doi.org/10.1177/0956797617741719
  • Sundre, D., Barry, C., Gynnild, V., & Ostgard, E. T. (2012). Motivation for achievement and attitudes toward mathematics instruction in a required calculus course at the Norwegian University of Science and Technology. Numeracy, 5(1), 4. https://doi.org/10.5038/1936-4660.5.1.4
  • Tapia, M., & Marsh II, G. E. (2004). An instrument to measure mathematics attitudes. Academic Exchange Quarterly, 8(2), 16-21.
  • Unfried, A., Faber, M., Stanhope, D. S., & Wiebe, E. (2015). The development and validation of a measure of student attitudes toward science, technology, engineering, and math (S-STEM). Journal of Psychoeducational Assessment, 33(7), 622-639. https://doi.org/0.1177/0734282915571160
  • Utvær, H. T. (2019). Elevenes motivasjon for matematikk i barneskolen [Pupils’ motivation for mathematics in primary school] (Bachelors thesis). NTNU, 2019 (In Norwegian).
  • Worthington, A., & Higgs, H. (2004). Transmission of equity returns and volatility in Asian developed and emerging markets: a multivariate GARCH analysis. International Journal of Finance & Economics, 9(1), 71-80. https://doi.org/10.1002/ijfe.222
  • Yee, L. S. (2010). Mathematics Attitudes and Achievement of Junior College Students in Singapore [Paper Presentation]. Proceedings of the 33rd Annual Meeting of the Mathematics Education Research Group of Australasia.
  • Yenilmez, K. (2007). Attitudes of Turkish high school students toward mathematics. International Journal of Educational Reform, 16(4), 318-335. https://doi.org/10.1177/105678790701600401