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Children's Arithmetical Difficulties: Contributions from Processing Speed, Item Identification, and Short-Term Memory
Abstract
Children's arithmetical difficulties are often explained in terms of a short-term memory deficit. However, the underlying cause of this memory deficit is unclear, with some researchers suggesting a slow articulation rate and hence increased decay of information during recall, while others offer an explanation in terms of slow speed of item identification, indicating difficulty in retrieving information stored in long-term memory. General processing speed is also related to measures of short-term memory but has rarely been assessed in studies of children's arithmetic. Measures of short-term memory, processing speed, sequencing ability, and retrieval of information from long-term memory were therefore given to 7-year-old children. When reading ability was controlled for, arithmetic ability was best predicted by processing speed, with short-term memory accounting for no further unique variance. It was concluded that children with arithmetic difficulties have problems specifically in automating basic arithmetic facts which may stem from a general speed of processing deficit.
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Processing speed as a mental capacity
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Self-citationMathematics and Learning Disabilities
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Self-citationSpecific Learning Disorder: Prevalence and Gender Differences
Moll, K., Kunze, S., Neuhoff, N., Bruder, J., & Schulte-Körne, G. (2014) · PLoS ONE · doi:10.1371/journal.pone.0103537 · Cited by 378
“While the core cognitive deficits associated with reading, spelling and arithmetic disorders appear to be specific, one proposal regarding comorbidity between learning disorders is that domain-general cognitive risk factors, such as memory or processing speed deficits [47–49] are shared between learning disorders.”
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“Bull and Johnston (1997) found that processing speed was the best predictor of computational competence among 7-year-olds, subsuming all of the variance accounted for by long- and short-term memory, even with reading performance controlled.”
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Andersson, U., & Lyxell, B. (2007) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2006.10.001 · Cited by 274
Fuchs, L. S., Geary, D. C., Compton, D. L., Fuchs, D., Hamlett, C. L., Seethaler, P. M., Bryant, J. D., & Schatschneider, C. (2010) · Developmental Psychology · doi:10.1037/a0020662 · Cited by 263
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Noël, M.-P. (2005) · Child Neuropsychology: A Journal of Normal and Abnormal Development in Childhood and Adolescence · doi:10.1080/09297040590951550 · Cited by 263
“It explains the development of the verbal (Kail, 1992, 1997a) and visuospatial short-term memory (Kail, 1997b), the evolutions of both reading recognition and comprehension (Kail & Hall, 1994), and performance in simple additions (Bull & Johnston, 1997) and in problem solving (Kail & Hall, 1999).”
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Passolunghi, M. C., & Lanfranchi, S. (2011) · British Journal of Educational Psychology · doi:10.1111/j.2044-8279.2011.02039.x · Cited by 284
“Bull and Johnston (1997) found that processing speed was the best predictor of arithmetic competence among 7-year olds, subsuming all of the variance accounted for by long- and short-term memory, even when controlling for reading performance.”
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“Indeed, studies of typically developing children have documented significant associations between processing speed and academic outcomes (Berg, 2008; Bull & Johnston, 1997; Gathercole, Pickering, Knight, & Stegman, 2004; Schatschneider et al., 2004; St Clair-Thompson & Gathercole, 2006).”
BackgroundHow is phonological processing related to individual differences in children’s arithmetic skills?
Smedt, B. D., Taylor, J., Archibald, L. M. D., & Ansari, D. (2009) · Developmental Science · doi:10.1111/j.1467-7687.2009.00897.x · Cited by 274
“Problem size was defined as described in Campbell and Xue (2001) (see also Barrouillet et al.”
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“First, the role of working memory has been studied predominantly by means of correlations between working memory measures (e.g., counting span, Trails task, Stroop task) and simple arithmetic performance (e.g., Bull & Johnston, 1997; Bull et al., 1999; Bull & Scerif, 2001; McLean & Hitch, 1999; Passolunghi & Siegel, 2…”
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The cognitive foundations of reading and arithmetic skills in 7- to 10-year-olds
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“The Gs-to-arithmetic skill link (Bull & Johnston, 1997; Fiorello & Primerano, 2005; Floyd et al., 2003; Fuchs et al., 2006) has been explained in terms of counting speed (Geary, 1993, 2007), numerical processing fluency (Swanson & Jerman, 2006), and efficiency and consistency of execution of simple…”
BackgroundMethodA Meta-Analysis of Working Memory Deficits in Children With Learning Difficulties
Peng, P., & Fuchs, D. (2014) · Journal of Learning Disabilities · doi:10.1177/0022219414521667 · Cited by 244
“Different reading and math skills tap WM skills differently (e.g., Bull & Johnston, 1997; Carretti, Cornoldi, De Beni, & Romanò, 2005; Gathercole & Pickering, 2000).”
BackgroundMathematical Skills in Ninth-graders: Relationship with visuo-spatial abilities and working memory
Reuhkala, M. (2001) · Educational Psychology · doi:10.1080/01443410120090786 · Cited by 211
“The previous studies concerning the relationship between WM and mathematics have focused mainly on the general processing component, the CE (e.g. Bull & Johnston, 1997; Bull et al., 1999), and on phonological WM (e.g. Healy & Nairne, 1985; Logie & Baddeley, ISSN 0144-3410 print; ISSN 1469-5820…”
BackgroundResultSources of group and individual differences in emerging fraction skills.
Hecht, S. A., & Vagi, K. J. (2010) · Journal of Educational Psychology · doi:10.1037/a0019824 · Cited by 220
“In the second step (see panel 2), both estimated full scale IQ and word level reading were entered to control for general (global) learning mechanisms that could also underlie the observed associations between the predictors and math-related outcomes (cf., Bull & Johnston, 1997;Kail, 2004).”
BackgroundInhibition and shifting in children with learning deficits in arithmetic and reading
van der Sluis, S., de Jong, P. F., & van der Leij, A. (2004) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2003.12.002 · Cited by 330
Effects of general and broad cognitive abilities on mathematics achievement.
Taub, G. E., Keith, T. Z., Floyd, R. G., & McGrew, K. S. (2008) · School Psychology Quarterly · doi:10.1037/1045-3830.23.2.187 · Cited by 211
“…of studies focusing on CHC theory (e.g., Floyd et al., 2003; Keith, 1999; McGrew et al., 1997; McGrew & Hessler, 1995), as well as others studies (Bull & Johnston, 1997; Fuchs et al., 2006; Kirby & Becker, 1988) that suggest that the ability to process and make decisions quickly about visual…”
Moll, K., Göbel, S. M., Gooch, D., Landerl, K., & Snowling, M. J. (2016) · Journal of Learning Disabilities · doi:10.1177/0022219414547221 · Cited by 208
“Processing speed deficits have long been associated with language and learning disorders (e.g., Bull & Johnston, 1997; Catts, Gillispie, Leonard, Kail, & Miller, 2002).”
BackgroundThe effects of phonological and visual-spatial interference on children’s arithmetical performance
McKenzie, B., Bull, R., & Gray, C. (2003) · Educational and Child Psychology · doi:10.53841/bpsecp.2003.20.3.93 · Cited by 219
Self-citationAndersson, U. (2010) · Journal of Educational Psychology · doi:10.1037/a0016838 · Cited by 191
Individual differences in arithmetic
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Passolunghi, M. C., Mammarella, I. C., & Altoè, G. (2008) · Developmental Neuropsychology · doi:10.1080/87565640801982320 · Cited by 179
“Children with poor mathematical ability do not always show particular problems in phonological working memory tasks ( McLean & Hitch, 1999 ; Passolunghi & Siegel, 2004 ), although Bull and Johnston (1997) found a significant association between phonological memory and individual differences in mathematical computation…”
BackgroundThe Cognitive and Academic Profiles of Reading and Mathematics Learning Disabilities
Compton, D. L., Fuchs, L. S., Fuchs, D., Lambert, W. E., & Hamlett, C. L. (2011) · Journal of Learning Disabilities · doi:10.1177/0022219410393012 · Cited by 173
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Counting and RAN: Predictors of arithmetic calculation and reading fluency.
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Learning Disabilities in Arithmetic and Mathematics: Theoretical and Empirical Perspectives
Perspectives (2005) · Psychology Press eBooks · doi:10.4324/9780203998045-24 · Cited by 140
“One approach that can be used to circumvent this instructional confound involves is to apply the theories and methods used to study mathematical competencies in normal children to the study of children with MD ( Bull & Johnston, 1997; Garnett & Fleischner, 1983; Geary & Brown, 1991; Geary, Widaman, Little, & Cormier,…”
MethodBasic calculation proficiency and mathematics achievement in elementary school children.
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Processing speed and working memory underlie academic attainment in very preterm children
Mulder, H., Pitchford, N. J., & Marlow, N. (2010) · Archives of Disease in Childhood Fetal & Neonatal · doi:10.1136/adc.2009.167965 · Cited by 162
Sources of individual differences in fraction skills.
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Executive functions underlying multiplicative reasoning: Problem type matters
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Working memory and literacy as predictors of performance on algebraic word problems
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The Contributions of Numerosity and Domain-General Abilities to School Readiness
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“…Of the domain-general mechanisms, working memory, classroom attention, and speed of processing have all been show to predict NC performance (e.g., Bull & Johnston, 1997; Fuchs et al., 2005; Hitch & McAuley, 1991), but none of the studies assessed these potential mechanisms simultaneously with…”
BackgroundMathematics Learning Disabilities
Ginsburg, H. (1997) · Journal of Learning Disabilities · doi:10.1177/002221949703000102 · Cited by 156
Is Word-Problem Solving a Form of Text Comprehension?
Fuchs, L. S., Fuchs, D., Compton, D. L., Hamlett, C. L., & Wang, A. Y. (2015) · Scientific Studies of Reading · doi:10.1080/10888438.2015.1005745 · Cited by 151
“Speed of processing, also a predictor of arithmetic (Bull & Johnston, 1997; Hecht, Torgesen, Wagner, & Rashotte, 2001), may help support efficient counting to produce correct associations between problems and answers.”
BackgroundEffects of first-grade number knowledge tutoring with contrasting forms of practice.
Fuchs, L. S., Geary, D. C., Compton, D. L., Fuchs, D., Schatschneider, C. W., Hamlett, C. L., DeSelms, J., Seethaler, P. M., Wilson, J., Craddock, C. F., et al. (2012) · Journal of Educational Psychology · doi:10.1037/a0030127 · Cited by 163
“It has also been identified as predictive of arithmetic performance (Bull & Johnston, 1997; Fuchs, Fuchs, Stuebing, et al., 2008; Hecht et al., 2001).”
BackgroundCounting on working memory when learning to count and to add: a preschool study.
Noël, M.-P. (2009) · Developmental Psychology · doi:10.1037/a0016224 · Cited by 151
“For instance, in a population of normal 7-year-old children, arithmetical performance has been shown to correlate with CE capacity (Bull & Johnston, 1997; Bull & Scerif, 2001; Bull, Johnston, & Roy, 1999; Gathercole & Pickering, 2000; Gathercole, Pickering, Knight, & Stegmann, 2004).”
BackgroundCognitive correlates of performance in advanced mathematics
Wei, W., Yuan, H., Chen, C., & Zhou, X. (2011) · British Journal of Educational Psychology · doi:10.1111/j.2044-8279.2011.02049.x · Cited by 157
Developmental Gains in Visuospatial Memory Predict Gains in Mathematics Achievement
Li, Y., & Geary, D. C. (2013) · PLoS ONE · doi:10.1371/journal.pone.0070160 · Cited by 145
“We assessed this by examining the relation between the three components of working memory and mathematics achievement in fifth grade, controlling for the relation between first grade working memory capacity and grade-related changes in mathematics achievement and controlling for other factors that are related to mathe…”
MethodRammelaere, S. D., Stuyven, E., & Vandierendonck, A. (2001) · Memory & Cognition · doi:10.3758/bf03194920 · Cited by 147
“In an attempt to find the underlying cause of children’s arithmetical difficulties, Bull and Johnston (1997) and Bull, Johnston, and Roy (1999) concluded that “specifically the functioning of the articulatory loop did not represent a fundamental deficit for children of low mathematical ability”…”
BackgroundExploring working memory in children with low arithmetical achievement
D’Amico, A., & Guarnera, M. A. (2005) · Learning and Individual Differences · doi:10.1016/j.lindif.2005.01.002 · Cited by 126
Cowan, R., & Powell, D. (2013) · Journal of Educational Psychology · doi:10.1037/a0034097 · Cited by 138
“Processing speed accounts for variation in mathematical skills independently of working memory in some studies (e.g., Andersson, 2010; Bull & Johnston, 1997; Chan & Ho, 2010; Fuchs et al., 2006; Hecht, Torgesen, Wagner, & Rashotte, 2001; but note Geary et al., 2008).”
Kroesbergen, E., Luit, J. V. V., & Maas, C. (2004) · The Elementary school journal · doi:10.1086/499751 · Cited by 136
Eisen, M. L., Qin, J., Goodman, G. S., & Davis, S. L. (2002) · Journal of Experimental Child Psychology · doi:10.1016/s0022-0965(02)00126-1 · Cited by 141
Mathematical competencies in children with different types of learning difficulties.
Andersson, U. (2008) · Journal of Educational Psychology · doi:10.1037/0022-0663.100.1.48 · Cited by 131
Peng, P., Wang, C., & Namkung, J. M. (2018) · Review of Educational Research · doi:10.3102/0034654317753350 · Cited by 160
“We found that processing speed deficits were one of the most salient cognitive deficits among MD, in line with most previous research (Bull & Johnston, 1997;”
BackgroundResultInfluentialMabbott, D., & Bisanz, J. (2008) · Journal of Learning Disabilities · doi:10.1177/0022219407311003 · Cited by 125
“This task has consistently been used to examine working memory skills in children with MLD (Bull & Johnston, 1997; Passolunghi & Siegel, 2001, 2004; van der Sluis et al., 2005).”
BackgroundMethodPassolunghi, M., & Mammarella, I. (2012) · Journal of Learning Disabilities · doi:10.1177/0022219411400746 · Cited by 122
Visuospatial working memory and early numeracy
Kyttälä, M., Aunio, P., Lehto, J., van Luit, J. V., & Hautamäki, J. (2003) · Educational & Child Psychology · doi:10.53841/bpsecp.2003.20.3.65 · Cited by 122
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“…one proposal regarding the comorbidity of RD and MD is that domain-general deficits, such as deficits in processing speed or working memory (Bull & Johnston, 1997; Geary & Hoard, 2005; Willcutt et al., 2013) are shared between RD and MD and this could explain why these disorders frequently…”
BackgroundAndersson, U., & Östergren, R. (2012) · Learning and Individual Differences · doi:10.1016/j.lindif.2012.05.004 · Cited by 121
“Impaired executive functions appear to be associated with MLD in children as a few studies report problems with shifting ability and attention functions among these children (Bull & Johnston, 1997; Bull, Johnston, & Roy, 1999; McLean & Hitch, 1999; van der Sluis, de Jong, & van der Leij, 2004).”
BackgroundTolar, T. D., Lederberg, A. R., & Fletcher, J. M. (2009) · Educational Psychology · doi:10.1080/01443410802708903 · Cited by 119
“Working memory consistently correlates with performance on arithmetical computation and problem-solving tasks among children (Bull & Johnston, 1997; Bull, Johnston, & Roy, 1999; Bull & Scerif, 2001; Demetriou, Christou, Spanoudis, & Platsidou, 2002; Espy et al., 2004; Gathercole, Pickering, Knight,…”
BackgroundU-shaped development in math: 7-year-olds outperform 9-year-olds on equivalence problems.
McNeil, N. M. (2007) · Developmental Psychology · doi:10.1037/0012-1649.43.3.687 · Cited by 116
“Similarly, theories that focus on the role of working memory capacity in math problem solving predict that performance should improve with age as executive processing capacity and phonological short-term memory mature (Adams & Hitch, 1997; Ashcraft, 1992; Barrouillet & Lepine, 2005; Bull & Johnston, 1997; Gathercole &…”
BackgroundVukovic, R., & Siegel, L. (2010) · Learning Disabilities Research and Practice · doi:10.1111/j.1540-5826.2009.00298.x · Cited by 118
“…MD may have short-term memory deficits specifically for numerical information (Passolunghi & Siegel, 2001), and still other studies have not found differences on short-term memory between children with MD and typical developers (e.g., Bull & Johnston, 1997; Landerl, Bevan, & Butterworth, 2004).”
BackgroundThe relative importance of two different mathematical abilities to mathematical achievement
Nuñes, T., Bryant, P., Barros, R., & Sylva, Κ. (2011) · British Journal of Educational Psychology · doi:10.1111/j.2044-8279.2011.02033.x · Cited by 116
Sex differences in mental arithmetic, digit span, and g defined as working memory capacity
Lynn, R., & Paul Irwing, B. (2007) · Intelligence · doi:10.1016/j.intell.2007.06.002 · Cited by 123
Fluency, accuracy, and gender predict developmental trajectories of arithmetic strategies.
Carr, M., & Alexeev, N. (2011) · Journal of Educational Psychology · doi:10.1037/a0023864 · Cited by 100
Working memory deficits in developmental dyscalculia: The importance of serial order
Attout, L., & Majerus, S. (2014) · Child Neuropsychology · doi:10.1080/09297049.2014.922170 · Cited by 137
Passolunghi, M., & Mammarella, I. (2010) · The European Journal of Cognitive Psychology · doi:10.1080/09541440903091127 · Cited by 108
“However, the phonological loop did not represent a fundamental deficit for children of low mathematical ability when difference in reading is controlled for (Bull & Johnston, 1997 ; McLean & Hitch, 1999 ; Passolunghi, 2006 ; Passolunghi & Siegel, 2004 ).”
BackgroundDoes Strategy Knowledge Influence Working Memory in Children with Mathematical Disabilities?
Keeler, M. L., & Swanson, H. L. (2001) · Journal of Learning Disabilities · doi:10.1177/002221940103400504 · Cited by 96
How Working Memory Capacity Affects Problem Solving
Wiley, J., & Jarosz, A. F. (2012) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/b978-0-12-394393-4.00006-6 · Cited by 124
“Importantly, in addition to measures of WMC (complex span tasks requiring both storage and processing), participants also completed simple STM span measures (requiring only storage).”
BackgroundInfluentialAn Evolutionary Perspective on Learning Disability in Mathematics
Geary, D. C. (2007) · Developmental Neuropsychology · doi:10.1080/87565640701360924 · Cited by 106
Schneuer, F., Bentley, J., Davidson, A., Holland, A., Badawi, N., Martin, A. J., Skowno, J., Lain, S., & Nassar, N. (2018) · Paediatric anaesthesia · doi:10.1111/pan.13390 · Cited by 101
Working Memory in Dutch Children with Reading- and Arithmetic-Related LD
van der Sluis, S., van der Leij, A., & de Jong, P. F. (2005) · Journal of Learning Disabilities · doi:10.1177/00222194050380030301 · Cited by 145
Sources of developmental change in children's word-problem performance.
Kail, R., & Hall, L. K. (1999) · Journal of Educational Psychology · doi:10.1037/0022-0663.91.4.660 · Cited by 99
Ramaa, S., & Gowramma, I. P. (2002) · Dyslexia · doi:10.1002/dys.214 · Cited by 97
“Copyright # 2002 John Wiley & Sons, Ltd. DYSLEXIA 8: 67–85 (2002) (iv) There may be fact-retrieval deficits in children attributed to general deficiencies in speed of processing (Ackerman and Dykman, 1995; Bull and Johnston, 1997).”
BackgroundStrategic counting: A novel assessment of place-value understanding
Chan, W. W. L., Au, T. K.-F., & Tang, J. (2013) · Learning and Instruction · doi:10.1016/j.learninstruc.2013.09.001 · Cited by 103
D'Amico, A., & Passolunghi, M. (2009) · Learning and Individual Differences · doi:10.1016/j.lindif.2009.01.001 · Cited by 87
“…1993) or phonological processes (Fuchs et al., 2005; Hecht, Torgesen, Wagner, & Rashotte, 2001), as well as one or more aspects of working memory (Bull & Johnston,1997; Bull, Johnston, & Roy,1999; D'Amico&Guarnera, 2005; Geary, Hamson, & Hoard, 2000; Geary, Hoard, & Hamson, 1999; McLean & Hitch,…”
BackgroundResultInfluentialSeethaler, P. M., Fuchs, L. S., Star, J. R., & Bryant, J. D. (2011) · Learning and Individual Differences · doi:10.1016/j.lindif.2011.05.002 · Cited by 80
“…skill given prior work with whole-number calculations sometimes showing the unique contribution of processing speed but not working memory when both predictors compete for variance in the same model (e.g., Bull & Johnston, 1997; Fuchs, Fuchs, Stuebing, et al., 2008; Fuchs et al., 2010b).”
Background
Metadata
- Authors
- Bull, R., & Johnston, R. S.
- Affiliations
- University of St Andrews (GB)
- ORCID
- Bull, Rebecca
- Venue
- Journal of Experimental Child Psychology
- Publisher
- Elsevier BV
- Published
- 1997-04
- Volume
- 65
- Issue
- 1
- Pages
- 1-24
- ISSN
- 0022-0965 (ISSN-L)
- OpenAlex
- W1998494999
- Cited by
- 381
- References
- 0
- Citations by year
- 2026: 5 · 2025: 5 · 2024: 6 · 2023: 8 · 2022: 14 · 2021: 14 · 2020: 8 · 2019: 11 · 2018: 16 · 2017: 19 · 2016: 19 · 2015: 16 · 2014: 28 · 2013: 11 · 2012: 19
- FWCI
- 5.13
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Experimental Child Psychology (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Cognitive and developmental aspects of mathematical skills
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Developmental and Educational Neuropsychology
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Keywords
- arithmetic difficulties, processing speed, short-term memory, item identification, arithmetic fact retrieval, arithmetic fact automation, reading skills
- MeSH terms
- Analysis of Variance, Child, Cognition, Cross-Sectional Studies, Female, Humans, Learning Disabilities, Male, Mathematics, Memory Disorders, Memory, Short-Term, Pattern Recognition, Visual, Reaction Time, Reading, Mental Recall, Regression Analysis, Speech
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