Gender Differences in Young Adults’ Mathematical Performance: Examining the Contribution of Working Memory, Math Anxiety and Gender-related Stereotypes
Vos, Helene; MARINOVA, Mila; Léonet al.
2023 • In Learning and Individual Differences, 102 (102255)
gender differences; mathematical performance; working memory; math anxiety; gender-related stereotypes
Abstract :
[en] Gender differences have been widely reported for mathematical performance tests such as basic arithmetic tests and more complex tests such as the cognitive reflection test. The current study examined which factors could explain these gender differences. Young adults (N = 189; 18-35 years) performed an arithmetic test and cognitive reflection test. Subsequently, it was examined to which extent gender differences on these tests could be explained by verbal and visuo-spatial working memory, explicit and implicit gender-related stereotypes and math anxiety. Results showed that women scored significantly lower than men on the arithmetic and cognitive reflection tests. A mediation analysis demonstrated that the relation between gender and arithmetic performance was partially mediated by math anxiety and explicit gender-related stereotypes. Furthermore, results showed that math anxiety fully mediated the relation between gender and cognitive reflection. These results demonstrate that math anxiety plays a key role in the relation between gender and mathematical performance.
Disciplines :
Education & instruction
Author, co-author :
Vos, Helene; Leiden University > Educational Sciences, Institute of Education and Child Studies
MARINOVA, Mila ; University of Luxembourg > Faculty of Humanities, Education and Social Sciences (FHSE) > Department of Behavioural and Cognitive Sciences (DBCS)
Léon; Universidad de La Laguna > Department of Developmental and Educational Psychology, Faculty of Psychology and Speech Therapy
Sasanguie, Delphine; KU Leuven > Faculty of Psychology and Educational Sciences @ Kulak
Reynvoet; KU Leuven > Faculty of Psychology and Educational Sciences @ Kulak
External co-authors :
yes
Language :
English
Title :
Gender Differences in Young Adults’ Mathematical Performance: Examining the Contribution of Working Memory, Math Anxiety and Gender-related Stereotypes
Ashcraft, M.H., Kirk, E.P., The relationships among working memory, math anxiety, and performance. Journal of Experimental Psychology: General 130 (2001), 224–237, 10.1037/0096-3445.130.2.224.
Baddeley, A., Exploring the central executive. The Quarterly Journal of Experimental Psychology 49 (1996), 5–28, 10.1080/713755608.
Baddeley, A., Gathercole, S., Papagno, C., The phonological loop as a language learning device. Psychological Review, 105, 1998, 158, 10.1037/0033-295x.105.1.158.
Baddeley, A.D., Hitch, G., Working memory. The Psychology of Learning and Motivation 8 (1974), 47–89, 10.1016/S0079-7421(08)60452-1.
Bakker, M., Torbeyns, J., Wijns, N., Verschaffel, L., De Smedt, B., Gender equality in four- to five-year-old preschoolers' early numerical competencies. with De Smedt, B Developmental Science, 22, 2019, e12718, 10.1111/desc.12718.
Barroso, C., Ganley, C.M., McGraw, A.L., Geer, E.A., Hart, S.A., Daucourt, M.C., A meta-analysis of the relation between math anxiety and math achievement. Psychological Bulletin 147 (2021), 134–168, 10.1037/bul0000307.
Barton, A., Matthews, B., Farmer, E., Belyavin, A., Revealing the basic properties of the visuospatial sketchpad: The use of complete spatial arrays. Acta Psychologica 89 (1995), 197–216, 10.1016/0001-6918(95)98944-Y.
Beilock, S., Rydell, R.J., McConnell, A.R., Stereotype threat and working memory: Mechanisms, alleviation, and spillover. Journal of Experimental Psychology 136 (2007), 256–276, 10.1037/0096-3445.136.2.256.
Beilock, S.L., Maloney, E.A., Math anxiety: A factor in math achievement not to be ignored. Policy Insights from the Behavioural and Brain Sciences 2 (2015), 4–12, 10.1177/2372732215601438.
Campitelli, G., Gerrans, P., Does the cognitive reflection test measure cognitive reflection? A mathematical modeling approach. Memory & Cognition 42 (2014), 434–447, 10.3758/s13421-013-0367-9.
Carey, E., Hill, F., Devine, A., Szücs, D., The chicken or the egg? The direction of the relationship between mathematics anxiety and mathematics performance. Frontiers in Psychology, 6, 2016, 1987, 10.3389/fpsyg.2015.01987.
Caviola, S., Toffalini, E., Giofrè, D., Mercader Ruiz, J., Szűcs, D., Mammarella, I., Math performance and academic anxiety forms, from sociodemographic to cognitive aspects: A meta-analysis on 906,311 participants. Educational Psychology Review, 34, 2022, 363, 10.1007/s10648-021-09618-5.
Cipora, K., Artemenko, C., Nuerk, H.-C., Different ways to measure math anxiety. Mammarella, I., Caviola, S., Dowker, A., (eds.) Mathematics anxiety: What is known, and what is still missing, 1st ed., 2019, Routledge, 20–41.
Cueva, C., Iturbe-Ormaetxe, I., Mata-Perez, E., Ponti, G., Sartarelli, M., Yu, H., Zhukova, V., Cognitive (ir)reflection: New experimental evidence. Journal of Behavioral and Experimental Economics 64 (2016), 81–93, 10.1016/j.socec.2015.09.002.
Cvencek, D., Meltzoff, A.N., Greenwald, A.G., Math-gender stereotypes in elementary school children. Child Development 82 (2011), 766–779, 10.1111/j.1467-8624.2010.01529.x.
De Vos, T., Tempo-test-rekenen, T.T.R.: Test voor het vaststellen van het rekenvaardigheidsniveau der elementaire bewerkingen (automatisering) voor het basis- en voortgezet onderwijs. 1992, Swets & Zetilinger, Lisse, Nederland.
DeStefano, D., LeFevre, J.-A., The role of working memory in mental arithmetic. European Journal of Cognitive Psychology 16 (2004), 353–386, 10.1080/09541440244000328.
Else-Quest, N.M., Hyde, J.S., Linn, M.C., Cross-national patterns of gender differences in mathematics: A meta-analysis. Psychological Bulletin 136 (2010), 103–127, 10.1037/a0018053.
Engle, R.W., Working memory capacity as executive attention. Current Directions in Psychological Science 11 (2002), 19–23, 10.1111/1467-8721.00160.
Ertl, B., Luttenberger, S., Paechter, M., The impact of gender stereotypes on the self-concept of female students in STEM subjects with an under-representation of females. Frontiers in Psychology, 8, 2017, 703, 10.3389/fpsyg.2017.00703.
Eysenck, M.W., Calvo, M.G., Anxiety and performance: The processing efficiency theory. Cognition and Emotion 6 (1992), 409–434.
Eysenck, M.W., Derakshan, N., Santos, R., Calvo, M.G., Anxiety and cognitive performance: Attentional control theory. Emotion 7 (2007), 336–353.
Finell, J., Sammallahti, E., Korhonen, J., Eklöf, H., Jonsson, B., Working memory and its mediating role on the relationship of math anxiety and math performance: A meta-analysis. Frontiers in Psychology, 6643, 2022, 10.3389/fpsyg.2021.798090.
Flore, P.C., Wicherts, J.M., Does stereotype threat influence performance of girls in stereotyped domains? A meta-analysis. Journal of School Psychology 53 (2015), 25–44, 10.1016/j.jsp.2014.10.002.
Frederick, S., Cognitive reflection and decision making. Journal of Economic Perspectives 19 (2005), 25–42, 10.1257/089533005775196732.
Gawronski, B., De Houwer, J., Implicit measures in social and personality psychology. Reis, H., Judd, C., (eds.) Handbook of research methods in social and personality psychology, 2nd ed., 2014, Cambridge University Press, New York, NY, USA, 283–310.
Greenwald, A.G., Banaji, M.R., Implicit social cognition: Attitudes, self-esteem, and stereotypes. Psychological Review 102 (1995), 4–27, 10.1037/0033-295X.102.1.4.
Greenwald, A.G., McGhee, D.E., Schwartz, J.L., Measuring individual differences in implicit cognition: The implicit association test. Journal of Personality and Social Psychology 74 (1998), 1464–1480, 10.1037/0022-3514.74.6.1464.
Hart, S.A., Ganley, C.M., The nature of math anxiety in adults: Prevalence and correlates. Journal of Numerical Cognition 5 (2020), 122–139, 10.5964/jnc.v5i2.195.
Hickendorff, M., The demans of simple and complex arithmetic word problems on language and cognitive resources. Frontiers in Psychology 12 (2021), 1–12.
Hill, F., Mammarella, I.C., Devine, A., Caviola, S., Passolunghi, M.C., Szűcs, D., Maths anxiety in primary and secondary school students: Gender differences, developmental changes and anxiety specificity. Learning and Individual Differences 48 (2016), 45–53, 10.1016/j.lindif.2016.02.006.
Hopko, D.R., Mahadevan, R., Bare, R.L., Hunt, M.A., The Abbreviated Math Anxiety Scale (AMAS): Construction, validity, and reliability. Assessment 10 (2003), 178–182, 10.1177/1073191103010002008.
Hutchison, J., Lyons, I., Ansari, D., More similar than different: Gender differences in basic numeracy are the exception not the rule. Child Development, 2019, e66–e79, 10.1111/cdev.13044.
Hyde, J.S., Fennema, E., Lamon, S.J., Gender differences in mathematics performance: A meta-analysis. Psychological Bulletin 107 (1990), 139–155, 10.1037/0033-2909.107.2.139.
Hyde, J.S., Lindberg, S.M., Linn, M.C., Ellis, A.B., Williams, C.C., Gender similarities characterize math performance. Science 321 (2008), 494–495, 10.1126/science.1160364.
Jansen, B.R., Schmitz, E.A., van der Maas, H.L., Affective and motivational factors mediate the relation between math skills and use of math in everyday life. Frontiers Psychology, 7, 2016, 513, 10.3389/fpsyg.2016. 00513.
Juanchich, M., Dewberry, C., Sirota, M., Narendran, S., Cognitivereflection predicts real-life decision outcomes, but not over and abovepersonality and decision-making styles. Journal of Behavioral Decision Making 29 (2016), 52–59, 10.1002/bdm.1875.
Kaufman, S.B., Sex differences in mental rotation and spatial visualization ability: Can they be accounted for by differences in working memory capacity?. Intelligence 35 (2007), 211–223, 10.1016/j.intell.2006.07.009.
Lachance, J.A., Mazzocco, M.M., A longitudinal analysis of sex differences in math and spatial skills in primary school age children. Learning and Individual Differences 16 (2006), 195–216, 10.1016/j.lindif.2005.12.001.
Liben, L.S., Bigler, R.S., Ruble, D.N., Martin, C.L., Powlishta, K.K., The developmental course of gender differentiation: Conceptualizing, measuring, and evaluating constructs and pathways. Monographs of the Society for Research in Child Development 67 (2002), 1–183, 10.1111/1540-5834.t01-1-00187.
Liberali, J.M., Reyna, V.F., Furlan, S., Stein, L.M., Pardo, S.T., Individual differences in numeracy and cognitive reflection, with implications for biases and fallacies in probability judgment. Journal of Behavioral Decision Making 25 (2012), 361–381, 10.1002/bdm.752.
Lindberg, S.M., Hyde, J.S., Petersen, J.L., Linn, M.C., New trends in gender and mathematics performance: A meta-analysis. Psychological Bulletin 136 (2010), 1123–1135, 10.1037/a0021276.
Luttenberger, S., Wimmer, S., Paechter, M., Spotlight on math anxiety. Psychology Research and Behavior Management, 11, 2018, 311, 10.2147/PRBM.S141421.
Lynn, R., Irwing, P., Sex differences in mental arithmetic, digit span, and g defined as working memory capacity. Intelligence 36 (2008), 226–235, 10.1016/j.intell.2007.06.002.
Miller, H., Bichsel, J., Anxiety, working memory, gender, and math performance. Personality and Individual Differences 37 (2004), 591–606.
Miyake, A., Friedman, N.P., Emerson, M.J., Witzki, A.H., Howerter, A., Wager, T., The unity and diversity of executive functions and their contributions to complex “frontal lobe” tasks: A latent variable analysis. Cognitive Psychology 41 (2000), 49–100, 10.1006/cogp.1999.0734.
Namkung, J.M., Peng, P., Lin, X., The relation between mathematics anxiety and mathematics performance among school-aged students: A meta-analysis. Review of Educational Research 89:3 (2019), 459–496.
Nosek, B.A., Smyth, F.L., Sriram, N., Lindner, N.M., Devos, T., Ayala, A., Bar-Anan, Y., Greenwald, A.G., National differences in gender-science stereotypes predict national sex differences in science and math achievement. Proceedings of the National Academy of Sciences 106 (2009), 10593–10597, 10.1073/pnas.0809921106.
Organization for Economic Cooperation and Development. PISA 2015 results in focus. 2016, OECD Publishing.
Otero, I., Salgado, J.F., Moscoso, S., Cognitive reflection, cognitive intelligence, and cognitive abilities: A meta-analysis. Intelligence, 90, 2022, 101614, 10.1016/j.intell.2021.101614.
Pauls, F., Petermann, F., Lepach, A.C., Gender differences in episodic memory and visual working memory including the effects of age. Memory 21 (2013), 857–874, 10.1080/09658211.2013.765892.
Peng, P., Namkung, J., Barnes, M., Sun, C., A meta-analysis of mathematics and working memory: Moderating effects of working memory domain, type of mathematics skill, and sample characteristics. Journal of Educational Psychology 108 (2016), 455–473, 10.1037/edu0000079.
Pennycook, G., Ross, R.M., Commentary on: Cognitive reflection vs. calculation in decision making. Frontiers in Psychology, 7, 2016, 9, 10.3389/fpsyg.2015.00532.
Piccardi, L., D'Antuono, G., Marin, D., Boccia, M., Ciurli, P., Incoccia, C., Guariglia, C., New evidence for gender differences in performing the corsi test but not the digit span: Data from 208 individuals. Psychological Studies 64 (2019), 411–419, 10.1007/s12646-019-00512-3.
Preacher, K.J., Hayes, A.F., Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behavior Research Methods 40 (2008), 879–891, 10.3758/BRM.40.3.879.
Price, G.R., Mazzocco, M.M., Ansari, D., Why mental arithmetic counts: Brain activation during single digit arithmetic predicts high school math scores. Journal of Neuroscience 33 (2013), 156–163, 10.1523/jneurosci.2936-12.2013.
Primi, C., Donati, M.A., Chiesi, F., Morsanyi, K., Are there gender differences in cognitive reflection? Invariance and differences related to mathematics. Thinking and Reasoning 24 (2018), 258–279, 10.1080/13546783.2017.1387606.
Raghubar, K.P., Barnes, M.A., Hecht, S.A., Working memory and mathematics: A review of developmental, individual difference, and cognitive approaches. Learning and Individual Differences 20 (2010), 110–122, 10.1016/j.lindif.2009.10.005.
Ramirez, G., Shaw, S.T., Maloney, E.A., Math anxiety: Past research, promising interventions, and a new interpretation framework. Educational Psychologist 53 (2018), 145–164, 10.1080/00461520.2018.1447384.
Reinhold, F., Hofer, S., Berkowitz, M., Strohmaier, A., Scheuerer, S., Loch, F., et al. The role of spatial, verbal, numerical, and general reasoning abilities in complex word problem solving for young female and male adults. Mathematics Education Research Journal 32 (2020), 189–211, 10.1007/s13394-020-00331-0.
Ring, P., Neyse, L., David-Barett, T., Schmidt, U., Gender differences in performance predictions: Evidence from the cognitive reflection test. Frontiers in Psychology, 7, 2016, 1680, 10.3389/fpsyg.2016.01680.
Robert, M., Savoie, N., Are there gender differences in verbal and visuospatial working-memory resources?. European Journal of Cognitive Psychology 18:3 (2006), 378–397, 10.1080/09541440500234104.
Rossi, S., Xenidou-Dervou, I., Simsek, E., Artemenko, C., Daroczy, G., Nuerk, H., Cipora, K., Mathematics-gender stereotype endorsement influences mathematics anxiety, self-concept, and performance differently in men and women. 2021, 10.31234/osf.io/f52zg September 20.
Sinayev, A., Peters, E., Cognitive reflection vs. calculation in decision making. Frontiers in Psychology, 6, 2015, 532, 10.3389/fpsyg.2015.00532.
Sirota, M., Dewberry, C., Juanchich, M., Valuš, L., Marshall, A.C., Measuring cognitive reflection without maths: Development and validation of the verbal cognitive reflection test. Journal of Behavioral Decision Making 34 (2021), 322–343, 10.1002/bdm.2213.
Stagnaro, M.N., Pennycook, G., Rand, D.G., Performance on the cognitive reflection test is stable across time. Judgment and Decision making 13 (2018), 260–267, 10.2139/ssrn.3115809.
Steffens, M.C., Jelenec, P., Separating implicit gender stereotypes regarding math and language: Implicit ability stereotypes are self-serving for boys and men, but not for girls and women. Sex Roles 64 (2011), 324–335, 10.1007/s11199-010-9924-x.
Suárez-Pellicioni, M., Núñez-Peña, M.I., Colomé, À., Math anxiety: A review of its cognitive consequences, psychophysiological correlates, and brain bases. Cognitive Affective Behavioral Neuroscience 16 (2016), 3–22, 10.3758/s13415-015-0370-7.
Toplak, M.E., West, R.F., Stanovich, K.E., Real-world correlates of performance on heuristics and biases tasks in a community sample. Journal of Behavioral Decision Making 30 (2017), 541–554, 10.1002/bdm.1973.
UNESCO, Cracking the code: girls' and women's education in science, technology, engineering and mathematics. Retrieved November 2, 2020, from https://unesdoc.unesco.org/ark:/48223/pf0000253479, 2017.
Verschaffel, L., Schukajlow, S., Star, J., Van Dooren, W., Word problems in mathematics education: A survey. ZDM 52 (2020), 1–16, 10.1007/s11858-020-01130-4.
Vuletich, H.A., Kurtz-Costes, B., Cooley, E., Payne, B.K., Math and language gender stereotypes: Age and gender differences in implicit biases and explicit beliefs. PLoS One, 15, 2020, e0238230, 10.1371/journal.pone.0238230.
Wang, M.-T., Degol, J.L., Gender gap in science, technology, engineering, and mathematics (STEM): Current knowledge, implications for practice, policy, and future directions. Educational Psychology Review 29 (2016), 119–140, 10.1007/s10648-015-9355-x.
Wang, Y.A., Rhemtulla, M., Power analysis for parameter estimation in structural equation modeling: A discussion and tutorial. Advances in Methods and Practices in Psychological Science, 4(1), 2021, 10.1177/2515245920918253.
Wechsler, D., Wechsler Adult Intelligence Scale - Fourth Edition - Nederlandse bewerking. Afname- en scoringshandleiding. 2012, Pearson Assessment and Information BV, Amsterdam, Nederland.
Weller, J.A., Dieckmann, N.F., Tusler, M., Mertz, C.K., Burns, W.J., Peters, E., Development and testing of an abbreviated numeracy scale: A Rasch analysis approach. Journal of Behavioral Decision Making 26 (2013), 198–212, 10.1002/bdm.1751.
Wolf, E.J., Harrington, K.M., Clark, S.L., Miller, M.W., Sample size requirements for structural equation models: An evaluation of power, bias, and solution propriety. Educational and Psychological Measurement 73 (2013), 913–934, 10.1177/0013164413495237.
Zilles, D., Lewandowski, M., Vieker, H., Henseler, I., Diekhof, E., Melcher, T., Gruber, O., Gender differences in verbal and visuospatial working memory performance and networks. Neuropsychobiology 73 (2016), 52–63, 10.1159/000443174.