Confidence and gender differences on the Mental Rotations Test
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Self-confidence has received support in mediating the relationship between gender and performance on spatial tests.
“Self-confidence has received support in mediating the relationship between gender and performance on spatial tests (Arrighi & Hausmann, 2022;Cooke-Simpson & Voyer, 2007;Picucci et al., 2011).”
From Factors Related to Mean Score Group Differences on Cognitive Ability Tests: A Systematic Review (2025) · cites this paper as Cooke-Simpson & Voyer, 2007
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Verification of forecasts expressed in terms of probability
BRIER, G. W. (1950) · Monthly Weather Review · doi:10.1175/1520-0493(1950)078%3c0001:vofeit%3e2.0.co;2
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Can spatial training improve long-term outcomes for gifted STEM undergraduates?
Miller, D. I., & Halpern, D. (2013) · Learning and Individual Differences · doi:10.1016/j.lindif.2012.03.012 · Cited by 192 · see citing works
Time limits and gender differences on paper-and-pencil tests of mental rotation: a meta-analysis
Voyer, D. (2011) · Psychonomic Bulletin & Review · doi:10.3758/s13423-010-0042-0 · Cited by 186 · see citing works
Self-citationConfidence Mediates the Sex Difference in Mental Rotation Performance
Estes, Z., & Felker, S. (2011) · Archives of Sexual Behavior · doi:10.1007/s10508-011-9875-5 · Cited by 113 · see citing works
Metoyer, S., & Bednarz, R. (2017) · doi:10.1080/00221341.2016.1175495 · Cited by 103
Metacognitive beliefs, self-confidence and primary learning environment of sixth grade students
Kleitman, S., & Gibson, J. W. (2011) · Learning and Individual Differences · doi:10.1016/j.lindif.2011.08.003 · Cited by 102 · see citing works
Picucci, L., Caffò, A. O., & Bosco, A. (2011) · Journal of Environmental Psychology · doi:10.1016/j.jenvp.2011.01.005 · Cited by 72 · see citing works
Cultural background shapes spatial reference frame proclivity
Goeke, C., Kornpetpanee, S., Köster, M., Fernández-Revelles, A., Gramann, K., & König, P. (2015) · Scientific Reports · doi:10.1038/srep11426 · Cited by 64 · see citing works
Women and mental rotation: Incremental theory and spatial strategy use enhance performance.
Moè, A., Meneghetti, C., & Cadinu, M. (2009) · Personality and Individual Differences · doi:10.1016/j.paid.2008.09.030 · Cited by 63 · see citing works
Sex-specific response strategies in mental rotation
Hirnstein, M., Bayer, U., & Hausmann, M. (2009) · Learning and Individual Differences · doi:10.1016/j.lindif.2008.11.006 · Cited by 59 · see citing works
Brand, C., & Mesoudi, A. (2018) · Royal Society Open Science · doi:10.1098/rsos.181621 · Cited by 57 · see citing works
Sex differences in confidence influence patterns of conformity
Cross, C., Brown, G., Morgan, T., & Laland, K. (2017) · British Journal of Psychology · doi:10.1111/bjop.12232 · Cited by 51
Training Spatial Skills in Men and Women
Cherney, I., Bersted, K. A., & Smetter, J. B. (2014) · Perceptual and Motor Skills · doi:10.2466/23.25.pms.119c12z0 · Cited by 48 · see citing works
“…interaction between sex and training type on MRT change scores was found when statistically controlling for confi dence and performance estimates, characteristics hypothesized to contribute to the sex diff erence in spatial ability (e.g., Quaiser-Pohl & Lehman, 2002 ; Cooke-Simpson & Voyer, 2007 ).”
BackgroundMethodQuantitative and Qualitative Change in Children's Mental Rotation Performance.
Geiser, C., Lehmann, W., Corth, M., & Eid, M. (2008) · Learning and Individual Differences · doi:10.1016/j.lindif.2007.09.001 · Cited by 48 · see citing works
Maeda, Y., & Yoon, S. Y. (2012) · Educational Psychology Review · doi:10.1007/s10648-012-9215-x · Cited by 39 · see citing works
“common gender beliefs (Cooke-Simpson and Voyer 2007; Moè 2009; Moè and Pazzaglia 2006) and/or gender stereotypes (Ortner and Sieverding 2008; Sharps et al.”
BackgroundAriel, R., Lembeck, N. A., Moffat, S. D., & Hertzog, C. K. (2018) · Intelligence · doi:10.1016/j.intell.2018.08.001 · Cited by 51 · see citing works
“These findings are consistent with previous research indicating that females are less confident in their spatial ability than are male students (Cooke-Simpson & Voyer, 2007; Estes & Felker, 2012; Syzmanowicz & Furnham, 2011).”
BackgroundResultInfluentialItem Type and Gender Differences on the Mental Rotations Test.
Voyer, D., & Doyle, R. A. (2010) · Learning and Individual Differences · doi:10.1016/j.lindif.2010.04.010 · Cited by 30 · see citing works
Self-citationGender Differences in Visuospatial Abilities and Complex Mathematical Problem Solving
Ramírez-Uclés, I., & Ramírez-Uclés, R. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.00191 · Cited by 29
“The effect of time is associated with the strategy used to complete tests, with women being shown to be less self-assured when sitting these tests in mental rotation (Cooke-Simpson and Voyer, 2007) or in questionnaires about attitude and belief (Parsons et al.”
MethodAge-related Similarities and Differences in Monitoring Spatial Cognition
Ariel, R., & Moffat, S. (2017) · Neuropsychology, development, and cognition. Section B, Aging, neuropsychology and cognition · doi:10.1080/13825585.2017.1305086 · Cited by 29 · see citing works
“The limited research available has focused almost exclusively on younger adults in visual search (Redford, Green, Geer, Humphrey, & Thiede, 2011) and mental rotation (i.e., spatial orientation, Cooke-Simpson & Voyer, 2007; Estes & Felker, 2012).”
BackgroundIndividual differences in the process of relational reasoning
Grossnickle, E. M., Dumas, D. G., Alexander, P., & Baggetta, P. (2016) · Learning and Instruction · doi:10.1016/j.learninstruc.2016.01.013 · Cited by 29 · see citing works
“Within the visuospatial cognition literature, males have been found to consistently outperform females in tests of visuospatial reasoning (e.g., Cooke-Simpson & Voyer, 2007; Debelek, Gittler, & Arendasy, 2014).”
BackgroundRuthsatz, V., Neuburger, S., Jansen, P., & Quaiser-Pohl, C. M. (2015) · Learning and Individual Differences · doi:10.1016/j.lindif.2015.08.016 · Cited by 25 · see citing works
Can self-efficacy and self-confidence explain Iranian female students' academic achievement?
Rezaei, A. (2012) · Gender and Education · doi:10.1080/09540253.2011.630314 · Cited by 26 · see citing works
Spatial anxiety and self-confidence mediate sex/gender differences in mental rotation
Arrighi, L., & Hausmann, M. (2022) · Learning & Memory · doi:10.1101/lm.053596.122 · Cited by 25 · see citing works
Remmele, M., Schmidt, E., Lingenfelder, M., & Martens, A. D. J. (2018) · Anatomical Sciences Education · doi:10.1002/ase.1704 · Cited by 22 · see citing works
“Because there are gender differences in spatial abilities (Linn and Petersen, 1985; Cooke-Simpson and Voyer, 2007; Peters et al., 2007; Lufler et al., 2012) and spatial abilities may influence an individual’s performance on anatomical tasks (Wilson, 2015), it was taken care to distribute female…”
BackgroundRuthsatz, V., Neuburger, S., Jansen, P., & Quaiser-Pohl, C. (2014) · Spatial Cognition · doi:10.1007/978-3-319-11215-2_26 · Cited by 20
“19]: the perceived higher task difficulty might induce stereotype-threat effects in girls and consequently result in lower self-confidence, while boys’ low proportion to guessing reflects their higher self-confidence in this domain [28].”
BackgroundBodies and occlusion: Item types, cognitive processes, and gender differences in mental rotation
Doyle, R. A., & Voyer, D. (2013) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2012.719529 · Cited by 20
“In contrast, as men are generally more confident in their mental rotation abilities than are women (Cooke-Simpson & Voyer, 2007) and have a tendency to guess more often than women (Voyer et al., 2004), men’s propensity to guess on occluded items would probably be similar on both the MRT-R and the…”
BackgroundMethodSelf-citationItem type, occlusion, and gender differences in mental rotation
Doyle, R. A., Voyer, D., & Lesmana, M. (2015) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2015.1086807 · Cited by 17 · see citing works
“Psychosocial factors proposed include experience with toys, games, activities, and training (e.g., Voyer, Nolan, & Voyer, 2000), gender role identity (e.g., McGlone & Aronson, 2006), and confidence in spatial abilities (Cooke-Simpson & Voyer, 2007).”
BackgroundSelf-citationRahe, M., & Quaiser-Pohl, C. M. (2021) · Mathematics Education Research Journal · doi:10.1007/s13394-021-00387-6 · Cited by 26 · see citing works
Improvement of Mental Rotation Ability Using Blender 3-D
Kadam, K., Sahasrabudhe, S., & Iyer, S. V. (2012) · 2012 IEEE Fourth International Conference on Technology for Education · doi:10.1109/t4e.2012.28 · Cited by 17
“Findings of this study are contrary to the limited literature survey we did on this topic (male out performed females as mentioned in [1], [20], [21], [22] and [23]; and not out performing females as in [24]).”
ResultRahe, M., & Jansen, P. (2021) · Journal of Cognitive Psychology · doi:10.1080/20445911.2021.2011896 · Cited by 18 · see citing works
“Furthermore, it is in line with Cooke-Simpson and Voyer (2007), who found higher scores in confidence ratings surveyed after each test item.”
BackgroundResultInfluentialBergner, S., & Neubauer, A. (2011) · High Ability Studies · doi:10.1080/13598139.2011.628849 · Cited by 15 · see citing works
“These include, amongst others, differences in cortical activation patterns (Jordan, Wustenberg, Heinze, Peters, & Jancke, 2002 ), concentration of testosterone (Hooven, Chabris, Ellison, & Kosslyn, 2004 ), differential experience with playing computer or video games (Quaiser-Pohl & Lehmann, 2002 ), task-related confid…”
BackgroundRahe, M., Ruthsatz, V., Jansen, P., & Quaiser-Pohl, C. (2019) · Journal of Cognitive Psychology · doi:10.1080/20445911.2018.1561702 · Cited by 14 · see citing works
“In line with the results of Cooke-Simpson and Voyer (2007), males reported a higher confidence than females (H8a).”
BackgroundMethodResultInfluentialKrüger, J. K., & Suchan, B. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.00333 · Cited by 14
“…hormones (Hausmann et al., 2000; Piccardi et al., 2013) or sexual orientation (Peters et al., 2007) have been shown, as well as a robust gender-advantage where men tend to perform better than women (Linn and Petersen, 1985; Jordan et al., 2002; Cooke-Simpson and Voyer, 2007; Peters et al., 2007).”
BackgroundRahe, M., & Quaiser-Pohl, C. M. (2019) · Behavioral Sciences · doi:10.3390/bs10010012 · Cited by 14 · see citing works
“This is in line with previous research [20,21] and our hypotheses.”
BackgroundResultRuggeri, P., Nguyen, N., Pegna, A., & Brandner, C. (2020) · Psychophysiology · doi:10.1111/psyp.13658 · Cited by 12 · see citing works
“Different factors such as the level of anxiety, self-reported confidence or guessing behavior have also been suggested to play a part (e.g., Blough & Slavin, 1987; Goldstein, Haldane, & Mitchell, 1990; Delgado & Prieto, 1996; Cooke-Simpson & Voyer, 2007).”
BackgroundRahe, M., & Quaiser-Pohl, C. M. (2019) · Journal of Cognitive Psychology · doi:10.1080/20445911.2019.1649265 · Cited by 13 · see citing works
“…participants during a mental-rotation test about their confidence in their answers, males mostly report higher confidence levels (Cross, Brown, Morgan, & Laland, 2017; Estes & Felker, 2012) and males’ confidence is more accurately related to their performance (Cooke-Simpson & Voyer, 2007).”
BackgroundYang, W.-Z., Chookhampaeng, C., & Chano, J. (2023) · Indonesian Journal of Science and Technology · doi:10.17509/ijost.v9i1.66774 · Cited by 11
“Based on literature research, the factors that cause differences in spatial ability are divided into two categories: internal factors and external factors as shown in (Froiland & Davison, 2020), emotion/attitude (Cooke-Simpson & Voyer, 2007; Lennon-Maslin et al ., 2023; Moè, 2009).”
BackgroundSelf-concept explains gender differences in mental rotation performance after stereotype activation
Rahe, M., Schürmann, L., & Jansen, P. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1168267 · Cited by 13 · see citing works
“Moreover, male participants rate their performance in mental rotation tests more positively than women (Cooke-Simpson and Voyer, 2007; Estes and Felker, 2012; Rahe and Jansen, 2022).”
BackgroundDimensional transformation in tests of spatial and environmental cognition
Iwanowska, K., & Voyer, D. (2013) · Memory & Cognition · doi:10.3758/s13421-013-0314-9 · Cited by 9 · see citing works
“Specifically, men are typically more confident than women concerning their spatial abilities (Cooke-Simpson & Voyer, 2007), and this is likely to be reflected in their self-report concerning related performance.”
BackgroundSelf-citationChalmers, K., & Freeman, E. (2018) · Australian journal of psychology · doi:10.1111/ajpy.12207 · Cited by 8 · see citing works
Brandner, C., & Devaud, C. (2013) · doi:10.5964/ejop.v9i3.610 · Cited by 8
“In contrast to previous studies however, we found no differences between men and women in their overall confidence ratings or their correct response times (Cooke-Simpson & Voyer, 2007; Delgado & Prieto, 1996; Goldstein et al., 1990; Peters, 2005; Voyer, 1997; Voyer, Rodgers, & McCormick, 2004).”
BackgroundResultSpatial Abilities and Endodontic Access Cavity Preparation: Implications for Dental Education
Collet, P., Tra, R., Reitmann, A., Valette, S., Hoyek, N., Maurin, J.-C., Ducret, M., Villat, C., Santamaria, J., & Richert, R. (2024) · European journal of dental education · doi:10.1111/eje.13039 · Cited by 7
“A major limitation of PAT and MRT is that they present sex bias favouring male students [7], but this difference may be more related to the confidence level rather than sex itself as men generally tend to be more self-assured about their performance [34].”
Hands of confidence: When gestures increase confidence in spatial problem-solving
Çapan, D., Furman, R., Göksun, T., & Eskenazi, T. (2023) · Quarterly Journal of Experimental Psychology · doi:10.1177/17470218231164270 · Cited by 8 · see citing works
“…internal signals and task-related variations (i.e., difficulty), replicating previous studies that reported correspondence between task performance and confidence judgements during spatial thinking (e.g., Ariel et al., 2018; Ariel & Moffat, 2018; Cooke-Simpson & Voyer, 2007; Thomas et al., 2012).”
BackgroundResultInfluentialRahe, M., & Quaiser-Pohl, C. (2022) · Psychological Research · doi:10.1007/s00426-022-01719-2 · Cited by 7 · see citing works
“For mental rotation performance, strong correlations of participants’ confidence in their abilities with their actual performance were found (Cooke-Simpson & Voyer, 2007; Estes & Felker, 2012).”
BackgroundMudzingiri, C. (2024) · SAGE Open · doi:10.1177/21582440241253911 · Cited by 6 · see citing works
“In a broad sense, confidence levels can differ across gender, with females being confident in some domains while males are confident in other specialties (Cooke-Simpson & Voyer, 2007; Rivers et al., 2021).”
Rahe, M., & Jansen, P. (2022) · Psychological Research · doi:10.1007/s00426-022-01666-y · Cited by 6 · see citing works
“When participants were asked about their confidence in their mental rotation task performance, a positive correlation with their actual performance was found (Cooke-Simpson & Voyer, 2007; Estes & Felker, 2012).”
ResultRahe, M., Ruthsatz, V., Schürmann, L., & Quaiser-Pohl, C. M. (2019) · Journal of Cognitive Psychology · doi:10.1080/20445911.2019.1621872 · Cited by 9 · see citing works
“Confidence in the present study is defined as participants’ belief to have given the right answer (Cooke-Simpson & Voyer, 2007) and is closely related to self-efficacy that is defined as people’s individual expectation about their capability (Schunk & Lilly, 1984).”
BackgroundIndividual differences in emerging adults’ spatial abilities: What role do affective factors play?
Desme, C. J., Dick, A., Hayes, T. B., & Pruden, S. M. (2024) · Cognitive Research · doi:10.1186/s41235-024-00538-w · Cited by 5 · see citing works
“Prior work by Hegarty and Waller (2004) and Cooke-Simpson and Voyer (2007) suggested we would be sufficiently powered to detect effects.”
BackgroundInfluentialOceans of Inspiration: A Marine Based STEAM Project
Boyle, J. (2021) · European Journal of STEM Education · doi:10.20897/ejsteme/11356 · Cited by 5 · see citing works
Timing and sex effects on the “Spatial Orientation Test”: A World War II map reading test
Huang, X., & Voyer, D. (2017) · Spatial Cogn. Comput. · doi:10.1080/13875868.2017.1319836 · Cited by 5 · see citing works
“Cooke-Simpson and Voyer (2006) found a positive correlation between confidence level and test performance and higher confidence levels in males than in females. In the context of spatial orientation, Cornell, Sorenson, and Mio (2003) and Lawton (1996) found no sex differences in confidence. However, Lawton (1996) repo…”
BackgroundInfluentialSelf-citationGender and anxiety reveal distinct computational sources of underconfidence
Katyal, S., & Fleming, S. M. (2026) · Psychological Medicine · doi:10.1017/s0033291725102808 · Cited by 4 · see citing works
“Confidence is also influenced by gender, with women typically exhibiting underconfidence compared to men (Cooke-Simpson & Voyer, 2007; Hoogervorst et al., 2024; Jakobsson, 2012; Lundeberg, Fox, & Pun ć coha ŕ , 1994; Ross, Scott, & Bruce, 2012; although see Xue et al., 2024).”
Uncertainty and Mental Workload Among Wayfinding Strategies
Chien, Y.-C., Tsai, P.-A., Lin, Y.-T., Wu, S., Chen, K.-T., Han, Y.-T., & Hwang, T. K. P. (2016) · Interacción · doi:10.1007/978-3-319-40238-3_53 · Cited by 4
Cognitive Sex/Gender Differences and the Beliefs in Own Spatial Abilities
Arrighi, L., Matejko, A., & Hausmann, M. (2026) · Archives of Sexual Behavior · doi:10.1007/s10508-025-03346-5 · Cited by 3 · see citing works
“…of spatial abilities” or “spatial self-perception”) such as spatial anxiety, self-efficacy in spatial abilities, and self-confidence in spatial abilities (e.g., Alvarez-Vargas et al., 2020; Arrighi & Hausmann, 2022; Cooke-Simpson & Voyer, 2007; Estes & Felker, 2012; Towle et al., 2005).”
InfluentialMaking the Case for Inorganic Chemistry Education Research: Insights from Symmetry
Pazicni, S., & Popova, M. (2025) · Comments on Inorganic Chemistry · doi:10.1080/02603594.2025.2523259 · Cited by 4 · see citing works
“[7,8] Representational competence, the ability to interpret, construct, and translate among different types of chemical representations, is another critical but often underdeveloped skill.”
Contreras, M. J., Meneghetti, C., Uttal, D. H., Fernández-Méndez, L. M., Rodán, A., & Montoro, P. R. (2020) · Education sciences · doi:10.3390/educsci10090237 · Cited by 3 · see citing works
“The authors hypothesized that confidence would function as a mediator of the differences between and within gender, given that previous literature has shown that men are more confident than women in their execution of mental rotation tasks [27] and that confidence is a mediator in other cognitive tasks (i.”
BackgroundŞahin, Ş., Şahin, E., Sağdilek, E., Vatansever, Ş., Birinci, Y., Güngör, A. K., & Kiziltan, E. (2020) · Journal of Education and Learning · doi:10.5539/jel.v9n3p66 · Cited by 3 · see citing works
Gender stereotypes and the construction of self-beliefs in spatial cognition
Arrighi, L., & Hausmann, M. (2026) · Psychological Research · doi:10.1007/s00426-026-02303-8 · Cited by 1 · see citing works
“These results replicate a previously observed robust pattern (Alvarez-Vargas et al., 2020; Arrighi & Hausmann, 2022 ; Cooke-Simpson & Voyer, 2007 ; Estes & Felker, 2012; Lyons et al., 2018 ; Matthews et al., 2024 ; Towle et al., 2005 ).”
InfluentialMRT as a Testing Instrument in Research on a Singular Aptitude Among Architecture Students
Górska, R., Wojtowicz, A., & Wójtowicz, B. (2018) · Advances in Intelligent Systems and Computing · doi:10.1007/978-3-319-95588-9_198 · Cited by 1
Spatial Visualization Ability Mediates the Male Advantage in Spatial and Visual Episodic Memory
Siedlecki, K. L. (2016) · Journal of Individual Differences · doi:10.1027/1614-0001/a000207 · Cited by 1 · see citing works
Factors Related to Mean Score Group Differences on Cognitive Ability Tests: A Systematic Review
Cuppello, S., Zibarras, L. D., & Corr, P. J. (2025) · Trends in Psychology · doi:10.1007/s43076-025-00504-5
Gender differences in confidence during number-line estimation
Rivers, M. L., Fitzsimmons, C. J., Fisk, S. R., Dunlosky, J., & Thompson, C. A. (2020) · Metacognition and Learning · doi:10.1007/s11409-020-09243-7
Flegr, S., Fabian, A., & Fütterer, T. (2026) · Learning and Individual Differences · doi:10.1016/j.lindif.2026.102955
Habacha, H. (2026) · Current Psychology · doi:10.1007/s12144-026-09956-z
“Confi - dence in one’s decisions is positively associated with MR performance (Cooke-Simpson & Voyer, 2007; Estes & Felker, 2012), particularly with evidence accumulation or processing speed (Desender et al., 2019; Notebaert et al., 2009; Purcell & Kiani, 2016).”
Cheng, L., Chen, T.-S., Liang, W.-S., Sun, C.-G., Qian, J., Tang, W., & Chen, M. (2026) · Cartography and Geographic Information Science · doi:10.1080/15230406.2026.2701863
Yoshioka, T., & Saiki, J. (2026) · Psychological Research · doi:10.1007/s00426-026-02286-6
“Indeed, prior work reported that confidence can capture performance in mental rotation tests, with moderate to strong confidence–performance cor - relations (Cooke-Simpson & Voyer, 2007; Estes & Felker, 2012).”
InfluentialXu, A. L., & Cassinelli, Á. (2025) · Creativity & Cognition · doi:10.1145/3698061.3726911
“Indeed, prior studies—for instance, Geiser et al. [18], Hugdahl et al. [21], Barkley et al. [3], Cooke-Simpson et al. [13], and Xue et al. [60]—often omit explicit details on display dimensions or equipment portability.”
Which methodologies can be used to identify engineering students’ spatial skills?
Charles, S. (2024) · Mesure et évaluation en éducation · doi:10.7202/1127300ar
- Authors
- Cooke-Simpson, A., & Voyer, D.
- Affiliations
- University of New Brunswick (CA)
- Corresponding author
- Voyer, Daniel
- ORCID
- Voyer, Daniel
- Venue
- Learning and Individual Differences
- Publisher
- Elsevier BV
- Published
- 2007-04
- Volume
- 17
- Issue
- 2
- Pages
- 181-186
- ISSN
- 1041-6080 (ISSN-L)
- OpenAlex
- W2074809147
- Cited by
- 81
- References
- 0
- Citations by year
- 2026: 7 · 2025: 4 · 2024: 6 · 2023: 3 · 2022: 4 · 2021: 3 · 2020: 6 · 2019: 5 · 2018: 5 · 2017: 3 · 2016: 6 · 2015: 4 · 2014: 2 · 2013: 2 · 2012: 6
- FWCI
- 7.36
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Learning and Individual Differences (publishedVersion)
- Topics
- Physical Sciences › Engineering › Automotive Engineering › Spatial Cognition and Navigation
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Education, Achievement, and Giftedness
- Social Sciences › Gender Studies › Gender and Technology in Education
- Keywords
- self-confidence, gender differences, guessing behavior, metacognition, Brier score, performance accuracy, spatial ability
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