Journal of Modern Foreign Psychology
2025. Vol. 14, no. 3, 182–191
doi:10.17759/jmfp.2025140315
ISSN: 2304-4977 (online)
Cognitive Factors in Mathematical Skill Acquisition in Primary School Children with ASD
Abstract
Difficulties in mastering mathematics are among the typical problems of school education for children with autism spectrum disorders (ASD). In this regard, the study of factors influencing the development of mathematical skills in children with ASD is of particular relevance. This review examines the role of key cognitive processes associated with the development of mathematical skills: visual-spatial abilities, executive functions, as well as symbolic and non-symbolic numerical magnitude processing skills. Analysis of the literature indicates that in children with ASD, executive functions and number processing are typically less developed compared to typical development. Visual-spatial abilities show high variability: a subgroup can be identified among children with ASD characterized by a cognitive profile with a peak in visual-spatial abilities. However, this profile is not universal, which complicates definitive comparative conclusions. It has been established that these cognitive factors, as in the norm, are positively associated with mathematical achievement in ASD. At the same time, the strength of these relationships and the interaction of the factors differ from those observed in typical development. The practical significance of this review lies in the fact that understanding the specifics of cognitive factors in mathematical development in ASD can contribute to the development of more effective teaching and intervention strategies.
General Information
Keywords: Autism Spectrum Disorder, mathematics, academic skills, executive functions, visual-spatial abilities, numerical magnitude processing
Journal rubric: Psychology of Special and Inclusive Education
Article type: review article
DOI: https://doi.org/10.17759/jmfp.2025140315
Funding. The study was supported by the Russian Science Foundation, project number 25-28-01258 (https://rscf.ru/project/25-28-01258/).
Received 06.07.2025
Revised 09.09.2025
Accepted
Published
For citation: Pereverzeva, D.S., Mamokhina, U.A., Ilyunceva, A.A., Uskova, O.A. (2025). Cognitive Factors in Mathematical Skill Acquisition in Primary School Children with ASD. Journal of Modern Foreign Psychology, 14(3), 182–191. (In Russ.). https://doi.org/10.17759/jmfp.2025140315
© Pereverzeva D.S., Mamokhina U.A., Ilyunceva A.A., Uskova O.A., 2025
License: CC BY-NC 4.0
Full text
References
- Aagten-Murphy, D., Attucci, C., Daniel, N., Klaric, E., Burr, D., Pellicano, E. (2015). Numerical estimation in children with autism. Autism Research: International Society for Autism Research, 8(6), 668—681. https://doi.org/10.1002/aur.1482
- Assouline, S.G., Foley Nicpon, M., Dockery, L. (2012). Predicting the academic achievement of gifted students with autism spectrum disorder. Journal of Autism and Developmental Disorders, 42(9), 1781—1789. https://doi.org/10.1007/s10803-011-1403-x
- Atit, K., Power, J.R., Pigott, T., Lee, J., Geer, E.A., Uttal, D.H., Ganley, C.M., Sorby, S.A. (2022). Examining the relations between spatial skills and mathematical performance: A meta-analysis. Psychonomic Bulletin & Review, 29(3), 699—720. https://doi.org/10.3758/s13423-021-02012-w
- Audras-Torrent, L., Miniarikova, E., Couty, F., Dellapiazza, F., Berard, M., Michelon, C., Picot, M.C., Baghdadli, A. (2021). WISC-V profiles and their correlates in children with autism spectrum disorder without intellectual developmental disorder: Report from the ELENA Cohort. Autism Research: International Society for Autism Research, 14(5), 997—1006. https://doi.org/10.1002/AUR.2444
- Bejarano-Martín, Á., Casado-Vara, R., Magán-Maganto, M., Díez, E., Jenaro, C., Flores, N., Orrantia, J., Canal-Bedia, R. (2024). Early numerical skills and mathematical domains in autistic students in primary school. Frontiers in Psychiatry, 15, Article 1509137. https://doi.org/10.3389/fpsyt.2024.1509137
- Bullen, J.C., Swain Lerro, L., Zajic, M., McIntyre, N., Mundy, P. (2020). A developmental study of mathematics in children with autism spectrum disorder, symptoms of attention deficit hyperactivity disorder, or typical development. Journal of Autism and Developmental Disorders, 50(12), 4463—4476. https://doi.org/10.1007/s10803-020-04500-9
- Bullen, J.C., Zajic, M.C., McIntyre, N., Solari, E., Mundy, P. (2022). Patterns of math and reading achievement in children and adolescents with autism spectrum disorder. Research in Autism Spectrum Disorders, 92, Article 101933. http://dx.doi.org/10.1016/j.rasd.2022.101933
- Burnette, C.P., Mundy, P.C., Meyer, J.A., Sutton, S.K., Vaughan, A.E., Charak, D. (2005). Weak central coherence and its relations to theory of mind and anxiety in autism. Journal of Autism and Developmental Disorders, 35(1), 63—73. https://doi.org/10.1007/s10803-004-1035-5
- Chen, L., Abrams, D.A., Rosenberg-Lee, M., Iuculano, T., Wakeman, H.N., Prathap, S., Chen, T., Menon, V. (2019). Quantitative analysis of heterogeneity in academic achievement of children with autism. Clinical Psychological Science, 7(2), 362—380. https://doi.org/10.1177/2167702618809353
- Christoforou, M., Jones, E.J., White, P., Charman, T. (2023). Executive function profiles of preschool children with autism spectrum disorder and attention‐deficit/hyperactivity disorder: A systematic review. JCPP Advances, 3(1), Article e12123. https://doi.org/10.1002/jcv2.12123
- Corbett, B.A., Constantine, L.J., Hendren, R., Rocke, D., Ozonoff, S. (2009). Examining executive functioning in children with autism spectrum disorder, attention deficit hyperactivity disorder and typical development. Psychiatry Research: International Society for Autism Research, 166(2—3), 210—222. https://doi.org/10.1016/j.psychres.2008.02.005
- Demetriou, E.A., Lampit, A., Quintana, D.S., Naismith, S.L., Song, Y.J., Pye, J.E., Hickie, I., Guastella, A.J. (2018). Autism spectrum disorders: A meta-analysis of executive function. Molecular Psychiatry, 23(5), 1198—1204. https://doi.org/10.1038/mp.2017.75
- Edgin, J.O., Pennington, B.F. (2005). Spatial cognition in autism spectrum disorders: Superior, impaired, or just intact? Journal of Autism and Developmental Disorders, 35(6), 729—745. https://doi.org/10.1007/s10803-005-0020-y
- Falter, C.M., Plaisted, K.C., Davis, G. (2008). Visuo-spatial processing in autism — testing the predictions of extreme male brain theory. Journal of Autism and Developmental Disorders, 38, 507—515. https://doi.org/10.1007/s10803-007-0419-8
- Fernández-Cobos, R., Polo-Blanco, I., Castroviejo, E., Juncal-Ruiz, M., Vicente, A. (2025). What predicts early math in autism? A study of cognitive and linguistic factors. Journal of Autism and Developmental Disorders, Preprint. https://doi.org/10.1007/s10803-025-06726-x
- Geurts, H.M., van den Bergh, S.F.W.M., Ruzzano, L. (2014). Prepotent response inhibition and interference control in autism spectrum disorders: Two meta-analyses. Autism research: International Society for Autism Research, 7(4), 407—420. https://doi.org/10.1002/aur.1369
- Hawes, Z.C.K., Gilligan-Lee, K.A., Mix, K.S. (2022). Effects of spatial training on mathematics performance: A meta-analysis. Developmental Psychology, 58(1), 112—137. https://doi.org/10.1037/dev0001281
- Hiniker, A., Rosenberg-Lee, M., Menon, V. (2016). Distinctive role of symbolic number sense in mediating the mathematical abilities of children with autism. Journal of Autism and Developmental Disorders, 46(4), 1268—1281. https://doi.org/10.1007/s10803-015-2666-4
- Horlin, C., Black, M., Falkmer, M., Falkmer, T. (2016). Proficiency of individuals with autism spectrum disorder at disembedding figures: A systematic review. Developmental Neurorehabilitation, 19(1), 54—63. https://doi.org/10.3109/17518423.2014.888102
- Hyseni, F., Blanken, L.M.E., Muetzel, R., Verhulst, F.C., Tiemeier, H., White, T. (2019). Autistic traits and neuropsychological performance in 6-to — 10-year-old children: A population-based study. Child Neuropsychology, 25(3), 352—369. https://doi.org/10.1080/09297049.2018.1465543
- Ishida, R., Kamio, Y., Nakamizo, S. (2009). Perceptual distortions of visual illusions in children with high-functioning autism spectrum disorder. Psychologia, 52(3), 175—187. https://doi.org/10.2117/psysoc.2009.175
- Kim, S.A., Kasari, C. (2025). Brief report: Longitudinal trajectory of working memory in school-aged children on the autism spectrum: Period of high plasticity and «late bloomers». Journal of Autism and Developmental Disorders, 55(4), 1537—1546. https://doi.org/10.1007/s10803-023-05960-5
- Li, X., Li, J., Zhao, S., Liao, Y., Zhu, L., Mou, Y. (2024). Magnitude representation of preschool children with autism spectrum condition. Autism, 28(4), 866—880. https://doi.org/10.1177/13623613231185408
- May, T., Rinehart, N., Wilding, J., Cornish, K. (2015). Attention and basic literacy and numeracy in children with Autism Spectrum Disorder: A one-year follow-up study. Research in Autism Spectrum Disorders, 9, 193—201. https://doi.org/10.1016/j.rasd.2014.10.010
- May, T., Rinehart, N., Wilding, J., Cornish, K. (2013). The role of attention in the academic attainment of children with autism spectrum disorder. Journal of Autism and Developmental Disorders, 43(9), 2147—2158. https://doi.org/10.1007/s10803-013-1766-2
- Muth, A., Hönekopp, J., Falter, C.M. (2014). Visuo-spatial performance in autism: A meta-analysis. Journal of Autism and Developmental Disorders, 44(12), 3245—3263. https://doi.org/10.1007/s10803-014-2188-5
- Odermatt, S.D., Möhring, W., Grieder, S., Grob, A. (2022). Cognitive and developmental functions in autistic and non-autistic children and adolescents: Evidence from the intelligence and development scales–2. Journal of Intelligence, 10(4), Article 112. https://doi.org/10.3390/jintelligence10040112
- Pearson, A., Marsh, L., Ropar, D., Hamilton, A. (2016). Cognitive mechanisms underlying visual perspective taking in typical and ASC children. Autism Research: International Society for Autism Research, 9(1), 121—130. https://doi.org/10.1002/aur.1501
- Polo-Blanco, I., Suárez-Pinilla, P., Goñi-Cervera, J., Suárez-Pinilla, M., Payá, B. (2024). Comparison of mathematics problem-solving abilities in autistic and non-autistic children: The influence of cognitive profile. Journal of Autism and Developmental Disorders, 54(1), 353—365. https://doi.org/10.1007/s10803-022-05802-w
- Raz, T., Shaul, S. (2025). Executive functions development: A longitudinal study of children from kindergarten to third grade across varied socioeconomic backgrounds. Cognitive Development, 74, Article 101576. https://doi.org/10.1016/j.cogdev.2025.101576
- Sadozai, A.K., Sun, C., Demetriou, E.A., Lampit, A., Munro, M., Perry, N., Boulton, K.A., Guastella, A.J. (2024). Executive function in children with neurodevelopmental conditions: A systematic review and meta-analysis. Nature Human Behaviour, 8, 2357—2366. https://doi.org/10.1038/s41562-024-02000-9
- Schneider, M., Beeres, K., Coban, L., Merz, S., Schmidt, S., Stricker, J., De Smedt, B. (2017). Associations of non-symbolic and symbolic numerical magnitude processing with mathematical competence: A meta-analysis. Developmental Science, 20(3), Article e12372. https://doi.org/10.1111/desc.12372
- Shaw, K.A., Williams, S., Patrick, M.E., Valencia-Prado, M., Durkin, M.S., Howerton, E.M., Ladd-Acosta, C.M., Pas, E.T., Bakian, A.V., Bartholomew, P., Nieves-Muñoz, N., Sidwell, K., Alford, A., Bilder, D.A., DiRienzo, M., Fitzgerald, R.T., Furnier, S.M., Hudson, A.E., Pokoski, O.M., ... Maenner, M.J. (2025). Prevalence and early identification of autism spectrum disorder among children aged 4 and 8 Years — autism and developmental disabilities monitoring network, 16 Sites, United States, 2022. Morbidity and Mortality Weekly Report. Surveillance Summaries 74(2), 1—22. https://doi.org/10.15585/mmwr.ss7402a1
- Silleresi, S., Prévost, P., Zebib, R., Bonnet-Brilhault, F., Conte, D., Tuller, L. (2020). Identifying language and cognitive profiles in children with ASD via a cluster analysis exploration: Implications for the new ICD-11. Autism Research: International Society for Autism Research, 13(7), 1155—1167. https://doi.org/10.1002/AUR.2268
- Sorenson Duncan, T., Karkada, M., Deacon, S.H., Smith, I.M. (2021). Building meaning: Meta-analysis of component skills supporting reading comprehension in children with autism spectrum disorder. Autism research: International Society for Autism Research, 14(5), 840—858. https://doi.org/10.1002/aur.2483
- Spiegel, J.A., Goodrich, J.M., Morris, B.M., Osborne, C.M., Lonigan, C.J. (2021). Relations between executive functions and academic outcomes in elementary school children: A meta-analysis. Psychological bulletin, 147(4), 329—351. https://doi.org/10.1037/bul0000322
- St. John, T., Dawson, G., Estes, A. (2018). Brief report: Executive function as a predictor of academic achievement in school-aged children with ASD. Journal of Autism and Developmental Disorders, 48(1), 276—283. https://doi.org/10.1007/s10803-017-3296-9
- Takayanagi, M., Kawasaki, Y., Shinomiya, M., Hiroshi, H., Okada, S., Ino, T., Sakai, K., Murakami, K., Ishida, R., Mizuno, K., Niwa, S.I. (2022). Review of cognitive characteristics of autism spectrum disorder using performance on six subtests on four versions of the wechsler intelligence scale for children. Journal of Autism and Developmental Disorders, 52(1), 240—253. https://doi.org/10.1007/S10803-021-04932-X/FIGURES/2
- Thérien, V.D., Degré-Pelletier, J., Barbeau, E.B., Samson, F., Soulières, I. (2022). Differential neural correlates underlying mental rotation processes in two distinct cognitive profiles in autism. NeuroImage: Clinical, 36, Article 103221. https://doi.org/10.1016/j.nicl.2022.103221
- Tikhomirova, T., Kuzmina, Y., Lysenkova, I., Malykh, S. (2019). The relationship between non-symbolic and symbolic numerosity representations in elementary school: The role of intelligence. Frontiers in Psychology, 10, Article 2724. https://doi.org/10.3389/fpsyg.2019.02724
- Titeca, D., Roeyers, H., Ceulemans, A., Desoete, A. (2015). Early numerical competencies in 5- and 6-year-old children with autism spectrum disorder. Early Education and Development, 26(7), 1012—1034. https://doi.org/10.1080/10409289.2015.1004516
- Tonizzi, I., Usai, M.C. (2023). Math abilities in autism spectrum disorder: A meta-analysis. Research in Developmental Disabilities, 139, Article 104559. https://doi.org/10.1016/j.ridd.2023.104559
- Tonizzi, I., Usai, M.C. (2024). Cognitive correlates of math abilities in autism spectrum disorder. PLOS ONE, 19(9), Article e0310525. https://doi.org/10.1371/journal.pone.0310525
- Vale, A.P., Fernandes, C., Cardoso, S. (2022). Word reading skills in autism spectrum disorder: A systematic review. Frontiers in psychology, 13, Article 930275. https://doi.org/10.3389/fpsyg.2022.930275
- van de Weijer-Bergsma, E., Kroesbergen, E.H., van Luit, J.E.H. (2015). Verbal and visual-spatial working memory and mathematical ability in different domains throughout primary school. Memory & Cognition, 43(3), 367—378. https://doi.org/10.3758/s13421-014-0480-4
- van der Hallen, R., Chamberlain, R., De-Wit, L., Wagemans, J. (2018). Superior disembedding in children with ASD: New tests using abstract, meaningful, and 3D contexts. Journal of Autism and Developmental Disorders, 48(7), 2478—2489. https://doi.org/10.1007/s10803-018-3508-y
- Wang, L., Liang, X., Jiang, B., Wu, Q., Jiang, L. (2023). What ability can predict mathematics performance in typically developing preschoolers and those with autism spectrum disorder? Journal of Autism and Developmental Disorders, 53, 2062—2077. https://doi.org/10.1007/s10803-022-05454-w
- Wei, W., Liao, H., Deng, W., Ye, Q. (2023). Training on number comparison, but not number line estimation, improves preschoolers' symbolic approximate arithmetic. Early Childhood Research Quarterly, 65, 241—249. https://doi.org/10.1016/j.ecresq.2023.07.004
- Whitehead, H.L., Hawes, Z. (2023). Cognitive foundations of early mathematics: Investigating the unique contributions of numerical, executive function, and spatial skills. Journal of Intelligence, 11(12), Article 221. https://doi.org/10.3390/jintelligence11120221
- Xie, F., Zhang, L., Chen, X., Xin, Z. (2020). Is spatial ability related to mathematical ability: A meta-analysis. Educational Psychology Review, 32(1), 113—155. https://doi.org/10.1007/s10648-019-09496-y
- Zeidan, J., Fombonne, E., Scorah, J., Ibrahim, A., Durkin, M.S., Saxena, S., Yusuf, A., Shih, A., Elsabbagh, M. (2022). Global prevalence of autism: A systematic review update. Autism research: International Society for Autism Research, 15(5), 778—790. https://doi.org/10.1002/aur.2696
Information About the Authors
Contribution of the authors
The authors contributed equally to the research, data analysis, and preparation of this manuscript
All authors participated in the discussion of the results and approved the final text of the manuscript.
Conflict of interest
The authors declare no conflict of interest.
Metrics
Web Views
Whole time: 165
Previous month: 69
Current month: 12
PDF Downloads
Whole time: 27
Previous month: 7
Current month: 2
Total
Whole time: 192
Previous month: 76
Current month: 14