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The Relationship Between Working Memory and Mathematical Problem Solving in Children at Risk and Not at Risk for Serious Math Difficulties.
Abstract
This study identified cognitive processes that underlie individual differences in working memory (WM) and mathematical problem-solution accuracy in elementary school children at risk and not at risk for serious math difficulties (SMD). A battery of tests was administered that assessed problem solving, achievement, and cognitive processing in children in first (N = 130), second (N = 92) and third grades (N = 131). The results were that (a) younger children and children at risk for SMD performed poorer on WM and problem-solving tasks, as well as measures of math calculation, reading, semantic processing, phonological processing, and inhibition, than older children and children not at risk for SMD and (b) WM predicted solution accuracy of word problems independent of measures of fluid intelligence, reading skill, math skill, knowledge of algorithms, phonological processing, semantic processing, speed, short-term memory, and inhibition. The results support the notion that the executive system is an important predictor of children's problem solving.
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“The independence of the working memory association with severity of learning difficulties from phonological processing skills is also consistent with other findings from studies of children with learning difficulties (e.g., Swanson & Beebe-Frankenberger, 2004).”
From Working memory in children with reading disabilities (2006) · cites this paper as Swanson & Beebe-Frankenberger, 2004
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Cited by
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Investigating the predictive roles of working memory and IQ in academic attainment
Alloway, T. P., & Alloway, R. G. (2009) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2009.11.003 · Cited by 1,489
Is working memory training effective?
Shipstead, Z., Redick, T. S., & Engle, R. W. (2012) · Psychological Bulletin · doi:10.1037/a0027473 · Cited by 1,101
“By kindergarten, WM capacity is predictive of Gf (Engel de Abreu et al., 2010), and individual differences in WM capacity predict children's verbal and mathematical aptitude (Cowan et al., 2005; Gathercole & Pickering, 2000; Swanson & Beebe-Frankenberger, 2004).”
BackgroundRaghubar, K. P., Barnes, M. A., & Hecht, S. A. (2010) · Learning and Individual Differences · doi:10.1016/j.lindif.2009.10.005 · Cited by 975
“…IQb Readingb DS backward WRAT-3 Arithmetic Siegel and Ryan (1989) Child, ID IQb Readingb Listening span comp., Counting span WRAT Arithmetic Swanson and Beebe-Frankenberger (2004) Child, ID, and Predictor of word problem solving ability Nonverbal IQa,c Algorithm knowledgec Math…”
BackgroundInfluentialEarly Identification and Interventions for Students With Mathematics Difficulties
Gersten, R. M., Jordan, N. C., & Flojo, J. R. (2005) · Journal of Learning Disabilities · doi:10.1177/00222194050380040301 · Cited by 828
“Several other researchers have also found that problems with numerical digit span have been identified with MD (Geary & Brown, 1991; Siegel & Ryan, 1988; Swanson & Beebe-Frankenberger, 2004 ).”
BackgroundWorking memory in children with reading disabilities
Gathercole, S. E., Alloway, T. P., Willis, C., & Adams, A.-M. (2006) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2005.08.003 · Cited by 795
“The independence of the working memory association with severity of learning diYculties from phonological awareness skills is also consistent with other Wndings from studies of children with learning diYculties (e.g., Swanson & Beebe-Frankenberger, 2004).”
Fuchs, L. S., Fuchs, D., Compton, D. L., Powell, S. R., Seethaler, P. M., Capizzi, A. M., Schatschneider, C. W., & Fletcher, J. M. (2006) · Journal of Educational Psychology · doi:10.1037/0022-0663.98.1.29 · Cited by 611
The Prevention, Identification, and Cognitive Determinants of Math Difficulty.
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Cragg, L., & Gilmore, C. K. (2014) · Trends in Neuroscience and Education · doi:10.1016/j.tine.2013.12.001 · Cited by 667
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Peng, P., Namkung, J., Barnes, M., & Sun, C. (2016) · Journal of Educational Psychology · doi:10.1037/edu0000079 · Cited by 557
Krajewski, K., & Schneider, W. (2009) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2009.03.009 · Cited by 493
“…1994; Lee et al., 2004; Lemaire, Abdi, & Fayol, 1996; Logie, Gilhooly, & Wynn, 1994; Passolunghi & Siegel, 2004; Passolunghi et al., 2007; Rammelaere, Stuyven, & Vandierendonck, 2001; Swanson, 2006; Swanson & Beebe-Frankenberger, 2004; Thomas, Zoelch, Seitz-Stein, & Schumann-Hengsteler, 2006).”
The Cognitive and Behavioral Characteristics of Children With Low Working Memory
Alloway, T. P., Gathercole, S. E., Kirkwood, H., & Elliott, J. (2009) · Child Development · doi:10.1111/j.1467-8624.2009.01282.x · Cited by 569
“…Brown, & Pickering, 2003) and of substantial working memory problems for the majority of children identified on the basis of learning disabilities (e.g., Gathercole, Alloway et al., 2006; Swanson & Beebe-Frankenberger, 2004), including language impairments (Archibald & Gathercole, 2006b).”
BackgroundThe importance of number sense to mathematics achievement in first and third grades
Jordan, N. C., Glutting, J., & Ramineni, C. (2010) · Learning and Individual Differences · doi:10.1016/j.lindif.2009.07.004 · Cited by 471
“Moreover, weaknesses in working memory capacity are a characteristic of young children with math difficulties (Geary, Brown, & Samaranayake, 1991; Koontz & Berch, 1996; Wilson & Swanson, 2001; Swanson & Beebe-Frankenberger, 2004).”
BackgroundSmedt, B. D., Janssen, R., Bouwens, K., Verschaffel, L., Boets, B., & Ghesquière, P. (2009) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2009.01.004 · Cited by 418
Jacob, R., & Parkinson, J. (2015) · Review of Educational Research · doi:10.3102/0034654314561338 · Cited by 538
“No clear patterns can be discerned from the results; some studies found a strong and statistically significant association between response inhibition and math (e.g., Espy et al., 2004), but others did not (Swanson & Beebe-Frankenberger, 2004).”
BackgroundKrajewski, K., & Schneider, W. (2008) · Learning and Instruction · doi:10.1016/j.learninstruc.2008.10.002 · Cited by 405
Purpura, D. J., Hume, L. E., Sims, D. M., & Lonigan, C. J. (2011) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2011.07.004 · Cited by 457
“…genetic, cognitive, and environmental links (Farrington-Flint, Vanuxem-Cotterill, & Stiller, 2009; Gathercole, Pickering, Knight, & Stegmann, 2004; Hart, Petrill, Thompson, & Plomin, 2009; Rohde & Thompson, 2007; Spinath, Spinath, Harlaar, & Plomin, 2006; Swanson & Beebe-Frankenberger, 2004).”
Murphy, M. M., Mazzocco, M. M. M., Hanich, L. B., & Early, M. C. (2007) · Journal of Learning Disabilities · doi:10.1177/00222194070400050901 · Cited by 366
“Indeed, a relationship between math performance and math-related skills has been documented in the areas of reading (Mazzocco & Myers, 2003; Rasanen & Ahonen, 1995), visual‐spatial skills (Dehaene, Spelke, Pinel, Stanescu, & Tsivkin, 1999; Fias & Fischer, 2005), and working memory (Bull & Scerif, 2001; Epsy et al., 20…”
BackgroundMontgomery, J. W., Magimairaj, B. M., & Finney, M. C. (2010) · American Journal of Speech-Language Pathology · doi:10.1044/1058-0360(2009/09-0028 · Cited by 374
Passolunghi, M. C., Vercelloni, B., & Schadee, H. M. A. (2006) · Cognitive Development · doi:10.1016/j.cogdev.2006.09.001 · Cited by 353
Working Memory and Academic Learning: Assessment and Intervention
Dehn, M. J. (2008) · Cited by 323
The role of selective attention on academic foundations: A cognitive neuroscience perspective
Stevens, C., & Bavelier, D. (2011) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2011.11.001 · Cited by 385
“ry performance (Andersson and Lyxell, 2007; Fuchs et al., 006; Swanson and Beebe-Frankenberger, 2004; Swanson nd Jerman, 2006).”
Examining the mutual relations between language and mathematics: A meta-analysis.
Peng, P., Lin, X., Ünal, Z. E., Lee, K., Namkung, J. M., Chow, J. C., & Sales, A. (2020) · Psychological Bulletin · doi:10.1037/bul0000231 · Cited by 379
Developmental and Individual Differences in Understanding of Fractions
Siegler, R., & Pyke, A. A. (2012) · Developmental Psychology · doi:10.1037/a0031200 · Cited by 111
“Kover, 2007; Passolunghi & Pazzaglia, 2004, 2005; Swanson & Beebe-Frankenberger, 2004).”
Using Kindergarten Number Sense to Predict Calculation Fluency in Second Grade
Locuniak, M. N., & Jordan, N. C. (2008) · Journal of Learning Disabilities · doi:10.1177/0022219408321126 · Cited by 300
“Although Swanson and Beebe-Frankenberger (2004) found that digit span forward and digit span backward loaded on a short-term memory factor rather than a working memory factor (that included a task that required subjects to remember numerical information embedded in sentences), there nevertheless…”
BackgroundImproving at-risk learners’ understanding of fractions.
Fuchs, L. S., Schumacher, R. F., Long, J., Namkung, J. M., Hamlett, C. L., Cirino, P. T., Jordan, N. C., Siegler, R. S., Gersten, R. M., & Changas, P. C. (2013) · Journal of Educational Psychology · doi:10.1037/a0032446 · Cited by 304
“…in listening comprehension has been demonstrated for whole-number word problems but not calculations (e.g., Fuchs et al., 2008; Fuchs, Geary, Compton, Fuchs, Hamlett, & Bryant, 2010; Fuchs, Geary, Compton, Fuchs, Hamlett, Seethaler, et al., 2010; H. L. Swanson & Beebe-Frankenberger, 2004).”
Meyer, M. L., Salimpoor, V. N., Wu, S. S., Geary, D. C., & Menon, V. (2010) · Learning and Individual Differences · doi:10.1016/j.lindif.2009.08.004 · Cited by 273
“Our findings are consistent with several previous studies which have implicated the central executive in mathematical problemsolving in 7-to 12-year-old children (Adams & Hitch, 1997; Geary et al., 2004; Swanson, 2006; Swanson & Beebe-Frankenberger, 2004; Swanson, Cooney & Brock, 1993).”
BackgroundResultWorking memory deficit in children with mathematical difficulties: A general or specific deficit?
Andersson, U., & Lyxell, B. (2007) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2006.10.001 · Cited by 274
Fuchs, L. S., Fuchs, D., Stuebing, K. K., Fletcher, J. M., Hamlett, C. L., & Lambert, W. E. (2008) · Journal of Educational Psychology · doi:10.1037/0022-0663.100.1.30 · Cited by 273
“This is understandable because correlations between computational and problem-solving skill, as demonstrated elsewhere (e.g., Fuchs et al., 2006; Swanson & Beebe-Frankenberger, 2004), were only moderate, ranging from .30 to .49.”
BackgroundFuchs, 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
“This appears to require working memory (e.g., Kintsch & Greeno, 1985), which is supported by much of the relevant literature (e.g., L. S. Fuchs et al., 2005; Swanson & Beebe-Frankenberger, 2004; Swanson & Sachse-Lee, 2001), including present results.”
Swanson, H. L., Jerman, O., & Zheng, X. (2008) · Journal of Educational Psychology · doi:10.1037/0022-0663.100.2.343 · Cited by 281
“Studies by Swanson and colleagues (Swanson, 2004; Swanson & Beebe-Frankenberger, 2004; Swanson & Sachse-Lee, 2001) have shown that children with mathematical problem solving difficulties across different age groups perform poorly relative to controls on measures of WM.”
BackgroundMethodSelf-citationCogmed working memory training: Does the evidence support the claims?
Shipstead, Z., Hicks, K. L., & Engle, R. W. (2012) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2012.06.003 · Cited by 249
“Children with low WM capacity have relatively poor verbal and mathematical abilities (Cowan et al., 2005; Gathercole & Pickering, 2000; Swanson & Beebe-Frankenberger, 2004) and have difficulty following directions (Engle, Carullo, & Collins, 1991; Gathercole, Durling, Evans, Jeffcock, & Stone,…”
BackgroundImbo, I., & Vandierendonck, A. (2007) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2006.09.001 · Cited by 244
“…disabled children (e.g., Bull, Johnston, & Roy, 1999; Geary, Hoard, & Hamson, 1999; McLean & Hitch, 1999; Passolunghi, Cornoldi, & De Liberto, 1999; Passolunghi & Siegel, 2004; Swanson & Beebe-Frankenberger, 2004; Swanson & Sachse-Lee, 2001; van der Sluis, de Jong, & van der Leij, 2004).”
A 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
“These include reading difficulties (e.g., Gathercole, Alloway, Willis, & Adams, 2006), mathematics difficulties (e.g., Geary, Hoard, ByrdCraven, Nugent, & Numtee, 2007), and a combination of reading and mathematics difficulties (e.g., Swanson & Beebe-Frankenberger, 2004).”
BackgroundMethodRykhlevskaia, E. I. (2009) · Frontiers in Human Neuroscience · doi:10.3389/neuro.09.051.2009 · Cited by 239
“…abilities in children involve multiple cognitive processes, most notably visuospatial processing and working memory (Adams and Hitch, 1998; Swanson and Beebe-Frankenberger, 2004), and the relative contribution of these processes changes with instruction and development (Meyer et al.,…”
Berg, D. H. (2008) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2007.12.002 · Cited by 238
Working memory training involves learning new skills
Gathercole, S. E., Dunning, D. L., Holmes, J., & Norris, D. (2019) · Journal of Memory and Language · doi:10.1016/j.jml.2018.10.003 · Cited by 225
Vukovic, R. K., & Lesaux, N. K. (2013) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2013.02.002 · Cited by 224
“…composite and mathematical outcomes could reflect a relation between mathematical outcomes and phonological skills and/or domain-specific skills, consistent with previous research (e.g., Fuchs et al., 2005; Jordan & Levine, 2009; Locuniak & Jordan, 2008; Swanson & Beebe-Frankenberger, 2004).”
ResultSources 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
“For example, behavioral inhibition and sustained attention are at least theoretically related to variability in mathematical performance (see e.g., Passolunghi & Pazzagliab, 2004; Passolunghi & Siegel, 2000; Swanson and Beebe-Frankenberger, 2004; Zentall, 1993).”
BackgroundHoffman, B. H. (2010) · Learning and Individual Differences · doi:10.1016/j.lindif.2010.02.001 · Cited by 228
Quach, D., Jastrowski Mano, K. E., & Alexander, K. (2016) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2015.09.024 · Cited by 213
“WMC is implicated in processes such as reasoning ability, mathematical problem solving, language, and reading comprehension, and many other aspects of learning [21,22].”
BackgroundWorking Memory in Children With Developmental Disorders
Alloway, T. P., Rajendran, G., & Archibald, L. M. D. (2009) · Journal of Learning Disabilities · doi:10.1177/0022219409335214 · Cited by 203
A Systematic Review of Longitudinal Studies of Mathematics Difficulty
Nelson, G., & Powell, S. R. (2017) · Journal of Learning Disabilities · doi:10.1177/0022219417714773 · Cited by 205
“Researchers have also determined that cognitive characteristics—such as those related to working memory (Swanson & Beebe-Frankenberger, 2004), processing speed (Cirino, Fuchs, Elias, Powell, & Schumacher, 2015), and phonological processing (Fuchs et al., 2006)—are distinctive for students with math…”
BackgroundEffects 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
“…dealing with the limited capacity and management of information in immediate memory (i.e., working memory) during mathematics performance in general, and especially during completion of mathematics word problems (Fuchs et al., 2005; Passolunghi & Seigel, 2001; Swanson & Beebe-Frankenberger, 2004).”
BackgroundInfluentialThe transition from informal to formal mathematical knowledge: Mediation by numeral knowledge.
Purpura, D. J., Baroody, A. J., & Lonigan, C. J. (2013) · Journal of Educational Psychology · doi:10.1037/a0031753 · Cited by 204
Working memory and language: Skill-specific or domain-general relations to mathematics?
Purpura, D. J., & Ganley, C. M. (2014) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2013.12.009 · Cited by 238
Fuchs, L. S., Powell, S. R., Seethaler, P. M., Cirino, P. T., Fletcher, J. M., Fuchs, D., Hamlett, C. L., & Zumeta, R. O. (2009) · Journal of Educational Psychology · doi:10.1037/a0014701 · Cited by 204
“…with WP skill is language (e.g., Fuchs et al., 2005; Fuchs, Fuchs, Compton, et al., 2006; Fuchs, Fuchs, Stuebing, et al., 2008; Swanson, 2006; Swanson & Beebe-Frankenberger, 2004), and the language profiles of students with concurrent difficulty with mathematics and reading are lower than…”
BackgroundFuchs, L. S., Fuchs, D., Powell, S. R., Seethaler, P. M., Cirino, P. T., & Fletcher, J. M. (2008) · Learning Disability Quarterly · doi:10.2307/20528819 · Cited by 194
“third graders, Swanson and Beebe-Frankenberger (2004) identified working memory as Intensive Intervention - 7”
BackgroundAndersson, U. (2010) · Journal of Educational Psychology · doi:10.1037/a0016838 · Cited by 191
Purpura, D. J., & Lonigan, C. J. (2012) · American Educational Research Journal · doi:10.3102/0002831212465332 · Cited by 187
Andersson, U. (2008) · British Journal of Educational Psychology · doi:10.1348/000709907x209854 · Cited by 174
Cross-sectional and incremental changes in working memory and mathematical problem solving.
Swanson, H. L. (2006) · Journal of Educational Psychology · doi:10.1037/0022-0663.98.2.265 · Cited by 180
Self-citationThe 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
“These include working memory (e.g., Barrouillet, Fayol, & Lathuliére, 1997; Engle, Tuholski, Laughlin, & Conway, 1999; Geary et al., 2007; Swanson & Beebe-Frankenberger, 2004), processing speed (e.g., Bull & Johnston, l997; Fuchs et al., 2005; Hecht, Torgesen, Wagner, & Rashotte, 2001), and…”
Spontaneous focusing on numerosity as a domain-specific predictor of arithmetical skills
Hannula‐Sormunen, M. M., Lepola, J., & Lehtinen, E. (2010) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2010.06.004 · Cited by 192
The Contributions of Numerosity and Domain-General Abilities to School Readiness
Fuchs, L., Geary, D., Compton, D. L., Fuchs, D., Hamlett, C. L., & Bryant, J. D. (2010) · Child Development · doi:10.1111/j.1467-8624.2010.01489.x · Cited by 160
“Much of the literature, including the present results, provides support for this theoretical framework (e.g., Fuchs et al., 2005; Swanson & Beebe-Frankenberger, 2004; Swanson & Sachse-Lee, 2001), although findings Child Dev.”
ResultExecutive function as a mediator between SES and academic achievement throughout childhood
Lawson, G. M., & Farah, M. J. (2015) · International Journal of Behavioral Development · doi:10.1177/0165025415603489 · Cited by 197
“…in the face of distraction (e.g., Blair, 2002; Gathercole et al., 2008) and are taxed by some academic tasks, particularly math, which involve holding information in working memory, shifting attention, and inhibiting prepotent responses (Blair & Razza, 2007; Swanson & Beebe-Frankenberger, 2004).”
Working memory abilities and children's performance in laboratory analogues of classroom activities
Gathercole, S. E., Durling, E., Evans, M. K., Jeffcock, S., & Stone, S. (2007) · Applied Cognitive Psychology · doi:10.1002/acp.1407 · Cited by 166
“This raises the possibility that the high scores of the low working memory children simply reflect the well-documented findings that these individuals typically make poor academic progress (e.g. Gathercole et al., 2004; Swanson & Beebe-Frankenberger, 2004).”
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
Swanson, H. L. (2011) · Journal of Educational Psychology · doi:10.1037/a0025114 · Cited by 161
Self-citationExamining the relations between spatial skills and mathematical performance: A meta-analysis
Atit, K., Power, J., Pigott, T., Lee, J., Geer, E. A., Uttal, D. H., Ganley, C. M., & Sorby, S. (2021) · Psychonomic Bulletin & Review · doi:10.3758/s13423-021-02012-w · Cited by 202
“In children with and without significant mathematics difficulties, Swanson and Beebe-Frankenberger(2004) found that working memory predicted solution accuracy on word problems independent of several academic and cognitive variables, such as fluid reasoning, reading skills, and phonological…”
BackgroundCognitive components of a mathematical processing network in 9‐year‐old children
Szűcs, D., Devine, A., Soltész, F., Nobes, A., & Gabriel, F. C. (2014) · Developmental Science · doi:10.1111/desc.12144 · Cited by 173
“More recently, Swanson and Beebe-Frankenberger (2004) and Simmons, Singleton and Horne (2008) reported similar results.”
ResultWorking memory components as predictors of children’s mathematical word problem solving
Zheng, X., Swanson, H. L., & Marcoulides, G. A. (2011) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2011.06.001 · Cited by 179
Self-citationNormative data on the n-back task for children and young adolescents
Pelegrina, S., Lechuga, M. T., García-Madruga, J. A., Elosúa, M. R., Macizo, P., Carreiras, M., Fuentes, L. J., & Bajo, M. T. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01544 · Cited by 178
The influence of self-efficacy and working memory capacity on problem-solving efficiency
Hoffman, B. H., & Schraw, G. J. (2008) · Learning and Individual Differences · doi:10.1016/j.lindif.2008.08.001 · Cited by 180
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
“…2012). at value (p) is for Total Effect. bBootstrapped 95% confidence interval (CI) is for indirect effects. differences in WM account for variance in WPs, when controlling for other cognitive resources (Fuchs, Geary, Compton, Fuchs, Hamlett, & Bryant, 2010; Swanson & Beebe-Frankenberger, 2004).”
BackgroundGutiérrez‐Clellen, V. F., & Simon‐Cereijido, G. (2010) · Learning Disabilities Research and Practice · doi:10.1111/j.1540-5826.2009.00300.x · Cited by 149
“…in groups of children with learning disabilities (for a review, see Alloway & Archibald, 2008), attention deficits (Alloway, Rajendran, & Archibald, 2009), reading disabilities (e.g., Kibby, Marks, Morgan, & Long, 2009; Swanson & Beebe-Frankenberger, 2004), and LI (Ellis Weismer et al., 2000).”
BackgroundPeng, P., Wang, C., & Namkung, J. M. (2018) · Review of Educational Research · doi:10.3102/0034654317753350 · Cited by 160
“…MD should demonstrate comprehensive executive function deficits, while older children and adults with MD may show selective executive function deficits depending on types of MD (L. S. Fuchs et al., 2005; L. S. Fuchs et al., 2006; Passolunghi & Siegel, 2001; Swanson & Beebe-Frankenberger, 2004).”
BackgroundMethodInfluentialFuchs, L. S., Powell, S. R., Seethaler, P. M., Cirino, P. T., Fletcher, J. M., Fuchs, D., & Hamlett, C. L. (2009) · Learning and Individual Differences · doi:10.1016/j.lindif.2009.09.003 · Cited by 153
“…addition, because using text to construct a word-problem model involves language (e.g., Fuchs et al., 2005; Fuchs et al., 2006; Fuchs, Fuchs, Stuebing et al., 2008; Swanson & Beebe-Frankenberger, 2004; Swanson, 2006) and because the language of students with MDRD is depressed Learn Individ Differ.”
Methodvan de Weijer‐Bergsma, E., Kroesbergen, E. H., & Luit, J. E. H. V. (2014) · Memory & Cognition · doi:10.3758/s13421-014-0480-4 · Cited by 141
“…& Catherine DeSoto, 2004; Holmes & Adams, 2006; Imbo & Vandierendonck, 2007; Meyer, Salimpoor, Wu, Geary, & Menon, 2010; Raghubar et al., 2010; Swanson & Beebe-Frankenberger, 2004; Swanson, 2006; Toll, Van der Ven, Kroesbergen, & Van Luit, 2011; Van der Ven, Van der Maas, Straatemeier, &…”
Social networking sites and cognitive abilities: Do they make you smarter?
Alloway, T. P., Horton, J., Alloway, R. G., & Dawson, C. (2013) · Computers & Education · doi:10.1016/j.compedu.2012.10.030 · Cited by 136
“In typically developing children, scores on working memory tasks predict reading achievement independently of measures of phonological skills (Swanson & Beebe-Frankenberger, 2004).”
BackgroundCowan, R., & Powell, D. (2013) · Journal of Educational Psychology · doi:10.1037/a0034097 · Cited by 138
“Number estimation has been found to be impaired in children with number difficulties (Geary et al., 2008).”
The importance of working memory in children with Dyscalculia and Ageometria
Galitskaya, V., & Drigas, A. S. (2021) · Scientific Electronic Archives · doi:10.36560/141020211449 · Cited by 220
Alloway, T. P. (2010) · Journal of Intellectual Disability Research · doi:10.1111/j.1365-2788.2010.01281.x · Cited by 150
Training working memory in kindergarten children: Effects on working memory and early numeracy
Kroesbergen, E. H., Noordende, J. E. V. '., & Kolkman, M. E. (2012) · Child Neuropsychology · doi:10.1080/09297049.2012.736483 · Cited by 131
“…system is thus responsible for processing information during the performance of cognitive tasks and consequently plays an important role in learning new knowledge and developing new skills such as mathematics (Bull & Scerif, 2001; Lehto, 1995; Swanson, 1999; Swanson & Beebe-Frankenberger, 2004).”
BackgroundMorgan, P. L., Farkas, G., Wang, Y., Hillemeier, M. M., Oh, Y., & Maczuga, S. (2018) · Early Childhood Research Quarterly · doi:10.1016/j.ecresq.2018.06.009 · Cited by 159
Simmons, F. R., Willis, C., & Adams, A.-M. (2011) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2011.08.011 · Cited by 128
Hannula‐Sormunen, M. M., Lehtinen, E., & Räsänen, P. (2015) · Mathematical Thinking and Learning · doi:10.1080/10986065.2015.1016814 · Cited by 157
“Naturally, there can be other variables such as visuospatial working memory and inhibition that have an effect on the relationships between predictors and outcome variables (see, e.g., LeFevre et al., 2010; Swanson & Beebe-Frankenberger, 2004; Zhang et al., 2014).”
BackgroundMathematical 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
Andersson, U., & Östergren, R. (2012) · Learning and Individual Differences · doi:10.1016/j.lindif.2012.05.004 · Cited by 121
“…there are some indications that children with MLD have problems with controlled retrieval of semantic information from long-term memory and are slower with respect to general processing speed (Andersson, 2008; Andersson & Lyxell, 2007; Bull & Johnston, 1997; Swanson & Beebe-Frankenberger, 2004).”
BackgroundResultWorking 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
Fuchs, L. S., Gilbert, J. K., Fuchs, D., Seethaler, P. M., & Martin, B. N. (2017) · Scientific Studies of Reading · doi:10.1080/10888438.2017.1398259 · Cited by 128
“…across TC and WP solving (L. S. Fuchs et al., 2015), and (c) shared but some distinctive predictive patterns for WP solving versus calculations (L. S. Fuchs et al., 2008; Swanson & Beebe-Frankenberger, 2004), we hypothesized that TC’s effects are stronger on WP solving than on pure calculations.”
BackgroundResultVukovic, R., & Siegel, L. (2010) · Learning Disabilities Research and Practice · doi:10.1111/j.1540-5826.2009.00298.x · Cited by 118
“…Mazzocco & Myers, 2003; Murphy, Mazzocco, Hanich, & Early, 2007), whether there are core deficits involved in MD (e.g., Fuchs et al., 2005, 2006; Swanson & Beebe-Frankenberger, 2004), and whether the mathematics skills in children with MD can Requests for reprints should be sent to Rose K.…”
BackgroundViterbori, P., Usai, M. C., Traverso, L., & Franchis, V. D. (2015) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2015.06.014 · Cited by 131
Passolunghi, M., & Mammarella, I. (2012) · Journal of Learning Disabilities · doi:10.1177/0022219411400746 · Cited by 122
The contribution of working memory to children's mathematical word problem solving
Andersson, U. (2006) · Applied Cognitive Psychology · doi:10.1002/acp.1317 · Cited by 134
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
“Numerous other studies have supported that WMC is related to word problem solving (Passolunghi & Siegel, 2004; Swanson, 2006; Swanson & Beebe-Frankenberger, 2004).”
BackgroundRemapping the cognitive and neural profiles of children who struggle at school
Astle, D. E., Bathelt, J., the CALM team, & Holmes, J. (2018) · Developmental Science · doi:10.1111/desc.12747 · Cited by 114
“…(Duranovic et al., 2014; Gathercole, Woolgar, Keivit, Astle, Manly, the CALM Team & Holmes, 2016; Pointus, 1981; Winner et al., 2001) and maths problems (Gathercole, et al., 2016; Swanson & Beebe-Frankenberger, 2004; Fuchs et al., 2005, 2006, 2015), as well as those with ADHD (Holmes et al., 2013).”
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
Working memory and early numeracy training in preschool children
Passolunghi, M. C., & Costa, H. M. (2014) · Child Neuropsychology · doi:10.1080/09297049.2014.971726 · Cited by 114
“…WM is considered an active system that involves both storage and processing of information, while STM typically involves situations in which the individual passively holds small amounts of information, as required in span forward tasks (Cornoldi & Vecchi, 2003; Swanson & Beebe-Frankenberger, 2004).”
BackgroundWorking memory, learning, and academic achievement.
Swanson, H. L., & Alloway, T. P. (2012) · APA educational psychology handbook, Vol 1: Theories, constructs, and critical issues. · doi:10.1037/13273-012 · Cited by 118
Self-citationCognitive processes that underlie mathematical precociousness in young children
Swanson, H. L. (2005) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2005.09.006 · Cited by 119
Self-citationLearning disabilities: The need for neuropsychological evaluation
Silver, C., Ruff, R. M., Iverson, G. L., Barth, J. T., Broshek, D. K., BUSH, S., Koffler, S. P., & REYNOLDS, C. (2007) · Archives of Clinical Neuropsychology · doi:10.1016/j.acn.2007.09.006 · Cited by 111
“The dyscalculia research that utilizes neuroimaging is not as extensive as the dyslexia research, but studies of neurocognitive processes clearly have documented specific types of brain dysfunction (Swanson & Beebe-Frankenberger, 2004; Wilson & Swanson, 2001).”
BackgroundFinn, A. S., Minas, J. E., Leonard, J., Mackey, A. P., Salvatore, J., Goetz, C., West, M. R., Gabrieli, C. F. O., & Gabrieli, J. D. E. (2016) · Developmental Science · doi:10.1111/desc.12450 · Cited by 114
Powell, S. R., Fuchs, L. S., & Fuchs, D. (2013) · Learning Disabilities Research and Practice · doi:10.1111/ldrp.12001 · Cited by 109
“This is problematic because research indicates that many students with MD have limitations in working memory (Passolunghi & Cornoldi, 2008; Swanson & Beebe-Frankenberger, 2004).”
BackgroundAcademic Achievement of Children and Adolescents With Oral Clefts
Wehby, G. L., Collett, B., Barron, S., Romitti, P. A., Ansley, T. N., & Speltz, M. L. (2014) · PEDIATRICS · doi:10.1542/peds.2013-3072 · Cited by 108
U-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
Imbo, I., & Vandierendonck, A. (2007) · Psychological Research · doi:10.1007/s00426-007-0112-8 · Cited by 108
“Comparable results were obtained by Swanson (2004; Swanson & Beebe-Frankenberger, 2004), who showed that working memory predicted solution accuracy of arithmetic word problems independent of other skill measures such as fluid intelligence, reading skill, math skill, and short-term memory.”
ResultEarly childhood memory and attention as predictors of academic growth trajectories.
Stipek, D. J., & Valentino, R. A. (2014) · Journal of Educational Psychology · doi:10.1037/edu0000004 · Cited by 116
“…on the child’s level of fluid intelligence, reading and arithmetic achievement, phonological processing, shortterm memory, and inhibition (Swanson & Beebe-Frankenberger, 2004); reading, IQ, perseveration, and inhibition efficiency (Bull & Scerif, 2001); maternal education and child…”
BackgroundMobile Application Tools for Students in Secondary Education. An Evaluation Study.
Karabatzaki, Z., Stathopoulou, A., Kokkalia, G., Dimitriou, E., Loukeri, P. I., Economou, A., & Drigas, A. S. (2018) · International Journal of Interactive Mobile Technologies (iJIM) · doi:10.3991/ijim.v12i2.8158 · Cited by 105
Spatial Working Memory and Arithmetic Deficits in Children With Nonverbal Learning Difficulties
Mammarella, I., Lucangeli, D., & Cornoldi, C. (2010) · Journal of Learning Disabilities · doi:10.1177/0022219409355482 · Cited by 104
Passolunghi, M., & Mammarella, I. (2010) · The European Journal of Cognitive Psychology · doi:10.1080/09541440903091127 · Cited by 108
“Previous studies have demonstrated that specific activities of the central executive related to suppression of irrelevant information are deficient in children with poor problem-solving abilities (Passolunghi, Cornoldi, & de Liberto, 2001; Passolunghi & Siegel, 2001 ), and that central executive measures contributed u…”
Background
Metadata
- Authors
- Swanson, H. L., & Beebe-Frankenberger, M.
- Affiliations
- University of California, Riverside (US)
- University of Montana (US)
- ORCID
- Swanson, H. Lee
- Venue
- Journal of Educational Psychology
- Published
- 2004-09
- Volume
- 96
- Issue
- 3
- Pages
- 471-491
- ISSN
- 0022-0663 (ISSN-L)
- 1939-2176
- OpenAlex
- W1965873661
- Cited by
- 638
- References
- 91
- Citations by year
- 2026: 18 · 2025: 17 · 2024: 18 · 2023: 25 · 2022: 25 · 2021: 26 · 2020: 64 · 2019: 39 · 2018: 27 · 2017: 38 · 2016: 36 · 2015: 41 · 2014: 51 · 2013: 39 · 2012: 36
- FWCI
- 11.50
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Educational Psychology (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
- working memory, mathematical problem solving, vulnerable children, elementary school students, executive function, inhibition, phonological processing, semantic processing, age differences, individual differences
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