A meta-analysis on the relation between reading and working memory
Open accessAbstract
The purpose of this study was to determine the relation between reading and working memory (WM) in the context of 3 major theories: the domain-specificity theory (debate) of WM, the intrinsic cognitive load theory, and the dual process theory. A meta-analysis of 197 studies with 2026 effect sizes found a significant moderate correlation between reading and WM, r = .29, 95% CI [.27, .31]. Moderation analyses indicated that after controlling for publication type, bilingual status, domains of WM, and grade level, the relation between WM and reading was not affected by types of reading. The effects of WM domains were associated with grade level: before 4th grade, different domains of WM were related to reading to a similar degree, whereas verbal WM showed the strongest relations with reading at or beyond 4th grade. Further, the effect of WM on reading comprehension was partialed out when decoding and vocabulary were controlled for. Taken together, the findings are generally compatible with aspects of the domain-specificity theory of WM and the dual process theory, but, importantly, add a developmental component that is not currently reflected in models of the relation between reading and WM. The findings suggest that the domain-general central executive of WM is implicated in early reading acquisition, and verbal WM is more strongly implicated in later reading performance as readers gain more experience with reading. The implications of these findings for reading instruction and WM training are also discussed. (PsycINFO Database Record
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Working memory capacity predicts academic achievement.
“WM capacity is also a significant predictor of academic achievement (Peng et al., 2018).”
From Working memory training in typically developing children: A multilevel meta-analysis (2020) · cites this paper as Peng et al., 2018
Working memory is correlated with reading and mathematical skills.
“Furthermore, WM is correlated with reading (Peng et al., 2018) and mathematical skills (Peng, Namkung, Barnes, & Sun, 2016).”
From Working memory training does not enhance older adults' cognitive skills: A comprehensive meta-analysis (2019) · cites this paper as Peng et al., 2018
WMT improves performance on trained tasks and yields measurable behavioural gains on untrained tasks.
“Accumulating evidence indicates that WMT improves performance on trained tasks and yields measurable behavioural gains on untrained tasks, supporting its promise as a non-pharmacological approach to cognitive health14,15.”
From Meta-analysis of computerised working memory training: behavioural gains, training parameters, transfer mechanisms, and neural correlates (2026) · cites this paper as [15]
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References 240 · Cited by 521
- Authors
- Peng, P., Barnes, M., Wang, C., Wang, W., Li, S., Swanson, H. L., Dardick, W., & Tao, S.
- Affiliations
- University of Nebraska–Lincoln (US)
- The University of Texas at Austin (US)
- Beijing Normal University (CN)
- University of Central Florida (US)
- University of California, Riverside (US)
- George Washington University (US)
- Venue
- Psychological Bulletin
- Published
- 2018-01
- Volume
- 144
- Issue
- 1
- Pages
- 48-76
- ISSN
- 0033-2909 (ISSN-L)
- 1939-1455
- OpenAlex
- W2766547072
- Cited by
- 521
- References
- 240
- Citations by year
- 2026: 90 · 2025: 70 · 2024: 69 · 2023: 75 · 2022: 69 · 2021: 66 · 2020: 47 · 2019: 25 · 2018: 9
- FWCI
- 44.86
- Type
- journal article
- Language
- en
- Open access
- Locations
- Psychological Bulletin (publishedVersion)
- PubMed (publishedVersion)
- Journal of International Crisis and Risk Communication Research (submittedVersion)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Reading and Literacy Development
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Developmental and Educational Neuropsychology
- Keywords
- reading, working memory, dual-process theory, intrinsic cognitive load, central executive, verbal working memory, reading comprehension, decoding, vocabulary, reading acquisition, grade level, reading instruction, working memory training
- MeSH terms
- Child, Child Development, Humans, Memory, Short-Term, Reading, Executive Function
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