Representation and working memory in early arithmetic
Abstract
Working memory has been implicated in the early acquisition of arithmetic skill, but the relations among different components of working memory, performance on different types of arithmetic problems, and development have not been explored. Preschool and Grade 1 children completed measures of phonological, visual-spatial, and central executive working memory, as well as nonverbal and verbal arithmetic problems, some of which included irrelevant information. For preschool children, accuracy was higher on nonverbal problems than on verbal problems, and the best and only unique predictor of performance on the standard nonverbal problems was visual-spatial working memory. This finding is consistent with the view that most preschoolers use a mental model for arithmetic that requires visual-spatial working memory. For Grade 1 children, performance was equivalent on nonverbal and verbal problems, and phonological working memory was the best predictor of performance on standard verbal problems. For both age groups, problems with added irrelevant information were substantially more difficult than standard problems, and in some cases measures of the central executive predicted performance. Assessing performance on different components of working memory in conjunction with different types of arithmetic problems provided new insights into the developing relations between working memory and how children do arithmetic.
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“Similarly to us, others have reported that the link between spatial STM and math varies with age/school grades and is less robust than links between math and WM tasks (Holmes & Adams, 2006; Rasmussen & Bisanz, 2005).”
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The relationship among geometry, working memory, and intelligence in children
Giofrè, D., Mammarella, I. C., & Cornoldi, C. (2014) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2014.01.002 · Cited by 70 · see citing works
“…& Lucangeli, 2012), mathematical skills (Alloway & Passolunghi, 2011), multi-digit operations (Heathcote, 1994), nonverbal problem solving (Rasmussen & Bisanz, 2005), mathematical achievement (Bull, Espy, & Wiebe, 2008; Jarvis & Gathercole, 2003; Maybery & Do, 2003; Passolunghi,…”
Giofrè, D., Borella, E., & Mammarella, I. C. (2017) · Journal of Cognitive Psychology · doi:10.1080/20445911.2017.1310110 · Cited by 86 · see citing works
“…& Conway, 2005) such as reading comprehension (Borella & de Ribaupierre, 2014), arithmetic problem-solving (Passolunghi & Mammarella, 2012; Rasmussen & Bisanz, 2005), mental calculations (Caviola, Mammarella, Cornoldi, & Lucangeli, 2012; Mammarella et al., 2013), magnitude representation…”
Kyttälä, M., & Björn, P. M. (2013) · Learning and Individual Differences · doi:10.1016/j.lindif.2013.10.010 · Cited by 78 · see citing works
Refining the quantitative pathway of the Pathways to Mathematics model
Sowinski, C., LeFevre, J., Skwarchuk, S., Kamawar, D., Bisanz, J., & Smith‐Chant, B. L. (2014) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2014.11.004 · Cited by 68 · see citing works
“The visual–spatial component of working memory has been found to uniquely predict math achievement (Bull, Espy, & Wiebe, 2008; Hoard, Geary, Byrd-Craven, & Nugent, 2008; Rasmussen & Bisanz, 2005).”
BackgroundSelf-citationThe Effects of Dynamic Strategic Math on English Language Learners’ Word Problem Solving
Orosco, M. J., Swanson, H. L., O’Connor, R., & Lussier, C. (2013) · The Journal of Special Education · doi:10.1177/0022466911416248 · Cited by 65 · see citing works
“Word problem performance improves as children gain a greater ability to (a) understand underlying arithmetic operations (e.g., Rasmussen & Bisanz, 2005; Zamarian, López-Rolón, & Delazer, 2007), (b) distinguish between types of word problems on a basis of mathematical operations (e.g., Fuchs &…”
BackgroundFilippetti, V. A., & Richaud, M. C. (2016) · Child Neuropsychology · doi:10.1080/09297049.2016.1199665 · Cited by 68 · see citing works
“…expectation to find a significant association between the visuospatial sketchpad and math performance; both cross-sectional (Holmes & Adams, 2006; Rasmussen & Bisanz, 2005) and longitudinal (De Smedt et al., 2009; van de Weijer-Bergsma et al., 2015) studies have shown that the importance of the…”
BackgroundWorking memory components and problem-solving accuracy: are there multiple pathways?
Swanson, H. L., & Fung, W. W. (2016) · Journal of Educational Psychology · doi:10.1037/edu0000116 · Cited by 63 · see citing works
Metcalfe, A. W. S., Ashkenazi, S., Rosenberg‐Lee, M., & Menon, V. (2013) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2013.10.001 · Cited by 69 · see citing works
“…requires domain-general VS processes (de Hevia and Spelke, 2010; Dehaene et al., 2003); one central example for the support systems that link number and space is visuospatial WM (De Smedt et al., 2009; Geary and Hoard, 2001; Holmes and Adams, 2006; Meyer et al., 2010; Rasmussen and Bisanz, 2005).”
Profiles of children’s arithmetic fact development: A model-based clustering approach
Vanbinst, K., Ceulemans, E., Ghesquière, P., & Smedt, B. D. (2015) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2015.01.003 · Cited by 63 · see citing works
“After also controlling for cluster differences in general mathematics achievement and reading ability, only differences in symbolic numerical magnitude processing remained significant.”
BackgroundVisual and Spatial Working Memory Abilities Predict Early Math Skills: A Longitudinal Study
Fanari, R., Meloni, C., & Massidda, D. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02460 · Cited by 68 · see citing works
Preschoolers' Dot Enumeration Abilities Are Markers of Their Arithmetic Competence
Gray, S. A. O., & Reeve, R. A. (2014) · PLoS ONE · doi:10.1371/journal.pone.0094428 · Cited by 63 · see citing works
“This finding supports research associating working memory and response inhibition measures with a range of preschool math abilities [19–22].”
BackgroundMethodResultInfluentialRasmussen, C., & Bisanz, J. (2010) · The Journal of Special Education · doi:10.1177/0022466909356110 · Cited by 58 · see citing works
Self-citationWorking Memory in Nonsymbolic Approximate Arithmetic Processing: A Dual‐Task Study With Preschoolers
Xenidou‐Dervou, I., Lieshout, E. C. D. M. V., & van der Schoot, M. (2013) · Cognitive Science · doi:10.1111/cogs.12053 · Cited by 49 · see citing works
“…596 arithmetic, some sort of visuo-spatial mental operation does take place, which is not, however, 597 adjunct to visuospatial WM. 598 But, apart from the preceding arguments, why did Rasmussen and Bisanz (2005) find 599 the VSSP playing a predominant role in nonsymbolic processing and we did not?”
BackgroundMethodResultInfluentialXenidou-Dervou, I., Molenaar, D., Ansari, D., van der Schoot, M., & van Lieshout, E. C. D. M. (2017) · Learning and Instruction · doi:10.1016/j.learninstruc.2016.11.001 · Cited by 59 · see citing works
“The role of the different WM components and their interactions when conducting a given cognitive task depend upon the characteristics of the task and the age of participants (Friso-van den Bos et al., 2013; Rasmussen & Bisanz, 2005; Simmons, Willis, & Adams, 2012; Xenidou-Dervou et al., 2015b).”
Phonological awareness and mathematical difficulty: A longitudinal perspective
Jordan, J., Wylie, J., & Mulhern, G. (2010) · British Journal of Developmental Psychology · doi:10.1348/026151010x485197 · Cited by 65 · see citing works
“Hecht et al. (2001) and Noel, Seron, and Trovarelli (2004) reported a relationship between phonological loop function and arithmetic in school age children, while Rasmussen and Bisanz (2005) found a similar relationship in preschoolers.”
Pimperton, H., & Nation, K. (2010) · British Journal of Educational Psychology · doi:10.1348/000709909x477251 · Cited by 58
The interplay between math anxiety and working memory on math performance: a longitudinal study
Pellizzoni, S., Cargnelutti, E., Cuder, A., & Passolunghi, M. C. (2021) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.14722 · Cited by 61 · see citing works
Training early visuo-spatial abilities: A controlled classroom-based intervention study
Cornu, V., Schiltz, C., Pazouki, T., & Martin, R. (2017) · Applied Developmental Science · doi:10.1080/10888691.2016.1276835 · Cited by 60 · see citing works
English language immersion and students' academic achievement in English, Chinese and mathematics
Cheng, L., Li, M., Kirby, J. R., Qiang, H., & Wade‐Woolley, L. (2010) · Evaluation & Research in Education · doi:10.1080/09500790.2010.489150 · Cited by 45 · see citing works
“Rasmussen and Bisanz (2005) suggested that children’s arithmetic strategies are increasingly dependent on their phonological processing abilities.”
BackgroundHoogland, K., de Koning, J., Bakker, A., Pepin, B., & Gravemeijer, K. (2018) · Studies in Educational Evaluation · doi:10.1016/j.stueduc.2018.06.004 · Cited by 52 · see citing works
“…common when adding illustrations, can put extra cognitive load on students’ working memories, and split-attention effects can occur when students have to jump between text and illustration elements (Berends & van Lieshout, 2009; Rasmussen & Bisanz, 2005; Scheiter, Gerjets, & Catrambone, 2006).”
BackgroundNumber-Processing Skills in Adults with Dyslexia
Göbel, S., & Snowling, M. (2010) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470210903359206 · Cited by 52 · see citing works
“Consistent with this, a number of studies have reported that phonological-processing abilities predict arithmetic impairment (Hecht, Torgesen, Wagner, & Rashotte, 2001; Leather & Henry, 1994; Rasmussen & Bisanz, 2005).”
BackgroundCanobi, K. H., & Bethune, N. (2008) · Cognition · doi:10.1016/j.cognition.2008.05.011 · Cited by 52
“…words affect children’s addition and subtraction problem-solving procedures because when researchers have presented children with number-word problems, they have tended to remove access to concrete referents (Barth et al., 2006; Jordan et al., 1995; Levine et al. 1992; Rasmussen & Bisanz, 2005).”
BackgroundFostering spatial ability development in and for authentic STEM learning
Zhu, C., Leung, C. O.-Y., Lagoudaki, E., Velho, M., Caballero, N. S., Jolles, D., Duffy, G., Maresch, G., Pagkratidou, M., & Klapwijk, R. (2023) · Frontiers in Education · doi:10.3389/feduc.2023.1138607 · Cited by 69 · see citing works
“For example, in the domain of math, positive correlations between spatial ability and math performance have been found among preschoolers (Kyttälä et al., 2003; Rasmussen and Bisanz, 2005), middle childhood (Casey et al.”
BackgroundSylvie Chokron, A., & Dutton, G. N. (2022) · Journal of Neural Transmission · doi:10.1007/s00702-022-02572-8 · Cited by 57 · see citing works
“According to this model, while verbal skills (phonological awareness in particular) are paramount in stage 1, visual-spatial skills (visual working memory and nonverbal representation of numbers in particular) are important in stages 2 and 3 (e.g., Rasmussen and Bisanz 2005).”
MethodFan, L., Gau, S. S., & Chou, T. (2014) · Psychological Medicine · doi:10.1017/s0033291714000038 · Cited by 45 · see citing works
“The counting Stroop task is designed to evaluate the underlying mechanism of cognitive interference between number and meaning (Bush et al. 1998), and the visual properties of the numbers to evaluate visual processing (Rasmussen & Bisanz, 2005).”
MethodSoto-Calvo, E., Simmons, F. R., Willis, C., & Adams, A.-M. (2015) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2015.06.011 · Cited by 46 · see citing works
“It is suggested that visual-spatial STM is associated with performance on non-verbal arithmetic problems because young children use non-verbal mental models to solve them (Huttenlocher et al., 1994; Rasmussen & Bisanz, 2005).”
BackgroundInfluentialFuchs, L. S., Geary, D. C., Fuchs, D., Compton, D. L., & Hamlett, C. L. (2013) · Journal of Educational Psychology · doi:10.1037/a0034444 · Cited by 44 · see citing works
“…studies of the relation between visuospatial ability and performance on mathematical achievement and cognition measures has been mixed, once the central executive is controlled (Hegarty & Kozhevnikov, 1999; Holmes & Adams, 2006; Meyer, Salimpoor, Wu, Geary, & Menon, 2010; Rasmussen & Bisanz, 2005).”
BackgroundCognitive correlates of math skills in third-grade students
Männamaa, M., Kikas, E., Peets, K., & Palu, A. (2011) · Educational Psychology · doi:10.1080/01443410.2011.621713 · Cited by 44 · see citing works
“Visuo-spatial WM was hypothesised mainly to influence the knowing domain (see McLean & Hitch, 1999; Rasmussen & Bisanz, 2005).”
BackgroundInfluentialThe Relationship between Working Memory and Arithmetic in Primary School Children: A Meta-Analysis
Zhang, Y.-X., Tolmie, A., & Gordon, R. (2022) · Brain Science · doi:10.3390/brainsci13010022 · Cited by 44 · see citing works
“This might be explained if it is considered that, at the beginning of school, learning is largely based on verbal codes to retain information and retrieve knowledge from memory [27].”
- Authors
- Rasmussen, C., & Bisanz, J.
- Affiliations
- University of Alberta (CA)
- Corresponding author
- Rasmussen, Carmen
- Venue
- Journal of Experimental Child Psychology
- Publisher
- Elsevier BV
- Published
- 2005-06
- Volume
- 91
- Issue
- 2
- Pages
- 137-157
- ISSN
- 0022-0965 (ISSN-L)
- OpenAlex
- W2020001059
- Cited by
- 408
- References
- 55
- Citations by year
- 2026: 5 · 2025: 11 · 2024: 7 · 2023: 11 · 2022: 44 · 2021: 22 · 2020: 16 · 2019: 21 · 2018: 31 · 2017: 23 · 2016: 35 · 2015: 22 · 2014: 33 · 2013: 27 · 2012: 19
- FWCI
- 8.98
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Experimental Child Psychology (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Natural Sciences and Engineering Research Council of Canada
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Cognitive and developmental aspects of mathematical skills
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Developmental and Educational Neuropsychology
- Keywords
- working memory, early arithmetic, arithmetic problem solving, visuospatial working memory, phonological working memory, central executive, preschool children, first grade students, verbal arithmetic problems, irrelevant information, mental models, cognitive development
- MeSH terms
- Child, Child, Preschool, Cognition, Female, Humans, Male, Mathematics, Memory, Phonetics
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