Transfer after working memory updating training
Open accessAbstract
During the past decade, working memory training has attracted much interest. However, the training outcomes have varied between studies and methodological problems have hampered the interpretation of results. The current study examined transfer after working memory updating training by employing an extensive battery of pre-post cognitive measures with a focus on near transfer. Thirty-one healthy Finnish young adults were randomized into either a working memory training group or an active control group. The working memory training group practiced with three working memory tasks, while the control group trained with three commercial computer games with a low working memory load. The participants trained thrice a week for five weeks, with one training session lasting about 45 minutes. Compared to the control group, the working memory training group showed strongest transfer to an n-back task, followed by working memory updating, which in turn was followed by active working memory capacity. Our results support the view that working memory training produces near transfer effects, and that the degree of transfer depends on the cognitive overlap between the training and transfer measures.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Task similarity has dominated transfer frameworks for more than a century.
“Since Thorndike’s common elements theory was established in the 1900 s, task similarity has dominated transfer frameworks for more than a century, centering on similarity as a primary determinant of training transfer likelihood (Waris et al., 2015; Woodworth & Thorndike, 1901).”
From The asymmetry of working memory training transfer: A systematic review and meta-analysis (2026) · cites this paper as Waris et al., 2015
The Introduction and Discussion (pages unavailable) treat cognitive overlap between training and transfer tasks as a predictor of transfer strength. They do not establish that task similarity has dominated transfer frameworks since Thorndike’s theory or for more than a century. (LLM, conf=0.84)
Experimental — accuracy not yet measuredThe active control group played two casual video games used in previous training studies, which do not specifically tap WM processes.
“This active control group played two casual video games used in previous training studies [15, 54–57], which do not specifically tap WM processes.”
From Nearest transfer effects of working memory training: A comparison of two programs focused on working memory updating (2019) · cites this paper as [15]
A lack of transfer effects from WMU training to fluid intelligence has been reported in a number of studies, and some meta-analyses have addressed this issue.
“A lack of transfer effects from WMU training to fluid intelligence has been reported in a number of studies too (e.g., [14–17, 27]), and some meta-analyses have addressed this issue.”
From Nearest transfer effects of working memory training: A comparison of two programs focused on working memory updating (2019) · cites this paper as [15]
In four studies, participants trained on other updating working memory tasks in addition to N-back, which prevents understanding the separate contributions of these tasks to transfer.
“In four studies, participants trained on other types of updating WM tasks in addition to the N-back, which precludes understanding of the individual contributions of these training tasks to transfer (Maraver et al. 2016; Waris et al. 2015; Kühn et al. 2013; Loosli et al. 2016).”
From Divergent Research Methods Limit Understanding of Working Memory Training (2020) · cites this paper as Waris et al. 2015
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Miyake, A., Friedman, N. P., Emerson, M. J., Witzki, A. H., Howerter, A., & Wager, T. D. (2000) · Cognitive Psychology · doi:10.1006/cogp.1999.0734 · Cited by 15,798 · see citing works
The episodic buffer: a new component of working memory?
Baddeley, A. (2000) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01538-2 · Cited by 7,359 · cited 3× · see citing works
“On the basis of the multicomponent model of WM by Baddeley and Hitch [1, 32] and the factorial model of executive functions (WM updating, inhibition, and set shifting) by Miyake et al. [31], one can delineate aspects of WM function that could be affected byWM training.”
BackgroundMethodThe Psychology of Learning and Motivation: Advances in Research and Theory
(2010) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/c2009-0-62209-1 · Cited by 6,035 · see citing works
Costs of a predictible switch between simple cognitive tasks.
Rogers, R. D., & Monsell, S. (1995) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.124.2.207 · Cited by 3,170 · see citing works
Monsell, S. (2003) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(03)00028-7 · Cited by 2,984 · see citing works
Storage and Executive Processes in the Frontal Lobes
Smith, E. E., & Jonides, J. (1999) · Science · doi:10.1126/science.283.5408.1657 · Cited by 2,834 · see citing works
Improving fluid intelligence with training on working memory
Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Perrig, W. J. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0801268105 · Cited by 2,187 · see citing works
Computerized training of working memory in children with ADHD – a randomized, controlled trial
Klingberg, T., Fernell, E., Olesen, P. J., Johnson, M., Gustafsson, P., Dahlström, K., Gillberg, C. G., Forssberg, H., & Westerberg, H. (2005) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/00004583-200502000-00010 · Cited by 1,949 · see citing works
Age differences in short-term retention of rapidly changing information.
Kirchner, W. K. (1958) · Journal of Experimental Psychology · doi:10.1037/h0043688 · Cited by 1,798 · see citing works
Is working memory training effective? A meta-analytic review
Melby-Lervåg, M., & Hulme, C. (2013) · Developmental Psychology · doi:10.1037/a0028228 · Cited by 1,782 · see citing works
Training and plasticity of working memory
Klingberg, T. (2010) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2010.05.002 · Cited by 1,585 · see citing works
Auditory S-R compatibility: The effect of an irrelevant cue on information processing.
Simon, J. R., & Rudell, A. P. (1967) · Journal of Applied Psychology · doi:10.1037/h0020586 · Cited by 1,349 · see citing works
Human memory and the medial temporal region of the brain.
Corsi, P. M. (1972) · McGill University · doi:10.82308/6355 · Cited by 1,294 · see citing works
Is working memory training effective?
Shipstead, Z., Redick, T. S., & Engle, R. W. (2012) · Psychological Bulletin · doi:10.1037/a0027473 · Cited by 1,101 · see citing works
Kane, M. J., Brown, L. H., McVay, J. C., Silvia, P. J., Myin-Germeys, I., & Kwapil, T. R. (2007) · Psychological Science · doi:10.1111/j.1467-9280.2007.01948.x · Cited by 979 · see citing works
Pretest-posttest designs and measurement of change
Dimitrov, D. M., & Rumrill, Jr. (2003) · WORK: A Journal of Prevention, Assessment & Rehabilitation · doi:10.3233/wor-2003-00285 · Cited by 908 · see citing works
Transfer of Learning After Updating Training Mediated by the Striatum
Dahlin, E., Neely, A. S., Larsson, A., Bäckman, L., & Nyberg, L. (2008) · Science · doi:10.1126/science.1155466 · Cited by 892 · see citing works
Memory updating in working memory: The role of the central executive
Morris, N., & Jones, D. M. (1990) · British Journal of Psychology · doi:10.1111/j.2044-8295.1990.tb02349.x · Cited by 737 · see citing works
Morrison, A. B., & Chein, J. M. (2011) · Psychonomic Bulletin & Review · doi:10.3758/s13423-010-0034-0 · Cited by 723 · see citing works
Karbach, J., & Kray, J. (2009) · Developmental Science · doi:10.1111/j.1467-7687.2009.00846.x · Cited by 694 · see citing works
Improving fluid intelligence with training on working memory: a meta-analysis
Au, J., Sheehan, E., Tsai, N., Duncan, G. J., Buschkuehl, M., & Jaeggi, S. M. (2015) · Psychonomic Bulletin & Review · doi:10.3758/s13423-014-0699-x · Cited by 671 · cited 1× · see citing works
“However, another meta-analysis studying the effects of n-back WM training on fluid intelligence indicated a small net effect gain in Gf outcome measures [29].”
BackgroundRedick, T. S., Shipstead, Z., Harrison, T. L., Hicks, K. L., Fried, D. E., Hambrick, D. Z., Kane, M. J., & Engle, R. W. (2013) · Journal of Experimental Psychology: General · doi:10.1037/a0029082 · Cited by 617 · see citing works
Working-memory capacity explains reasoning ability—and a little bit more
Süß, H., Oberauer, K., Wittmann, W. W., Wilhelm, O., & Schulze, R. (2002) · Intelligence · doi:10.1016/s0160-2896(01)00100-3 · Cited by 591 · see citing works
Chein, J. M., & Morrison, A. B. (2010) · Psychonomic Bulletin & Review · doi:10.3758/pbr.17.2.193 · Cited by 362 · see citing works
Effects and mechanisms of working memory training: a review
von Bastian, C. C., & Oberauer, K. (2014) · Psychological Research · doi:10.1007/s00426-013-0524-6 · Cited by 318 · see citing works
Complex span and n-back measures of working memory: A meta-analysis
Redick, T. S., & Lindsey, D. R. B. (2013) · Psychonomic Bulletin & Review · doi:10.3758/s13423-013-0453-9 · Cited by 305 · see citing works
Working Memory Training May Increase Working Memory Capacity but Not Fluid Intelligence
Harrison, T. L., Shipstead, Z., Hicks, K. L., Hambrick, D. Z., Redick, T. S., & Engle, R. W. (2013) · Psychological Science · doi:10.1177/0956797613492984 · Cited by 305 · see citing works
Does working memory training generalize?
Shipstead, Z., Redick, T. S., & Engle, R. W. (2010) · Psychologica Belgica · doi:10.5334/pb-50-3-4-245 · Cited by 242 · see citing works
Soveri, A., Rodríguez‐Fornells, A., & Laine, M. (2011) · Frontiers in Psychology · doi:10.3389/fpsyg.2011.00183 · Cited by 221 · see citing works
Self-citationWorking memory training does not improve intelligence in healthy young adults
Chooi, W.-T., & Thompson, L. A. (2012) · Intelligence · doi:10.1016/j.intell.2012.07.004 · Cited by 209 · see citing works
Failure of Working Memory Training to Enhance Cognition or Intelligence
Thompson, T. W., Waskom, M. L., Garel, K.-L. A., Cardenas-Iniguez, C., Reynolds, G. O., Winter, R., Chang, P., Pollard, K., Lala, N., Alvarez, G. A., et al. (2013) · PLoS ONE · doi:10.1371/journal.pone.0063614 · Cited by 208 · see citing works
Computerized working memory training: Can it lead to gains in cognitive skills in students?
Alloway, T. P., Bibile, V., & Lau, G. (2013) · Computers in Human Behavior · doi:10.1016/j.chb.2012.10.023 · Cited by 193 · see citing works
Schmiedek, F., Lövdén, M., & Lindenberger, U. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.01475 · Cited by 173 · see citing works
Predictors of multitasking performance in a synthetic work paradigm
Hambrick, D. Z., Oswald, F. L., Darowski, E. S., Rench, T. A., & Brou, R. J. (2009) · Applied Cognitive Psychology · doi:10.1002/acp.1624 · Cited by 170 · see citing works
Kundu, B., Sutterer, D. W., Emrich, S. M., & Postle, B. R. (2013) · The Journal of Neuroscience · doi:10.1523/jneurosci.5565-12.2013 · Cited by 161 · see citing works
On the impacts of working memory training on executive functioning
Salminen, T., Strobach, T., & Schubert, T. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00166 · Cited by 148 · see citing works
Working memory training: Improving intelligence – Changing brain activity
Jaušovec, N., & Jaušovec, K. (2012) · Brain and Cognition · doi:10.1016/j.bandc.2012.02.007 · Cited by 142 · see citing works
Distinct transfer effects of training different facets of working memory capacity.
von Bastian, C. C., & Oberauer, K. (2013) · Journal of Memory and Language · doi:10.1016/j.jml.2013.02.002 · Cited by 139 · see citing works
Control of interference during working memory updating.
Szmalec, A., Verbruggen, F., Vandierendonck, A., & Kemps, E. (2011) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/a0020365 · Cited by 133 · see citing works
Qin (2011) · doi:10.1016/j.neuroimage.2011.05.006 · Cited by 124 · see citing works
Colom, R., Román, F. J., Abad, F. J., Shih, P. C., Privado, J., Froufe, M., Escorial, S., Martínez, K., Burgaleta, M., Quiroga, M. A., et al. (2013) · Intelligence · doi:10.1016/j.intell.2013.09.002 · Cited by 112 · see citing works
The visuospatial sketchpad for mental images: Testing the multicomponent model of working memory
Bruyer, R., & Scailquin, J. (1998) · Acta Psychologica · doi:10.1016/s0001-6918(97)00053-x · Cited by 79 · see citing works
Increased parietal activity after training of interference control
Oelhafen, S., Nikolaidis, A., Padovani, T., Blaser, D., Koenig, T. W., & Perrig, W. J. (2013) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2013.08.012 · Cited by 62 · see citing works
Working memory involvement in dual-task performance: Evidence from the backward compatibility effect
Ellenbogen, R., & Meiran, N. (2008) · Memory & Cognition · doi:10.3758/mc.36.5.968 · Cited by 51 · see citing works
Working memory: the connected intelligence
(2013) · Choice Reviews Online · doi:10.5860/choice.50-5894 · Cited by 51 · see citing works
Gignac, G. E. (2014) · Intelligence · doi:10.1016/j.intell.2014.09.004 · Cited by 49 · see citing works
Current evidence does not support the claims made for CogMed working memory training.
Hulme, C., & Melby‐Lervåg, M. (2012) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2012.06.006 · Cited by 45 · see citing works
Vecchi, T., Richardson, J. T. E., & Cavallini, E. (2005) · The European Journal of Cognitive Psychology · doi:10.1080/09541440440000140 · Cited by 39 · see citing works
Carretti, B., Cornoldi, C., & Pelegrina, S. (2006) · British Journal of Psychology · doi:10.1348/000712606x104175 · Cited by 35 · see citing works
Cognitive training for ADHD: the importance of individual differences.
Shah, P., Buschkuehl, M., Jaeggi, S., & Jonides, J. (2012) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2012.07.001 · Cited by 31 · see citing works
Exploring the effectiveness of commercial and custom-built games for cognitive training
Smith, S. P., Stibric, M., & Smithson, D. (2013) · Computers in Human Behavior · doi:10.1016/j.chb.2013.05.014 · Cited by 30 · see citing works
Is working memory capacity fixed?
Klingberg, T. (2012) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2012.07.004 · Cited by 28 · see citing works
Morrison, A. B., & Chein, J. M. (2012) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2012.07.005 · Cited by 23 · see citing works
Improving Fluid Intelligence With Training on Working Memory: A Meta-Analysis
Au, J., Sheehan, E., Tsai, N., et al. (2014) · PsycEXTRA Dataset · doi:10.1037/e524912015-029 · Cited by 21 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Working memory training revisited: A multi-level meta-analysis of n-back training studies
Soveri, A., Antfolk, J., Karlsson, L., Salo, B., & Laine, M. (2017) · Psychonomic Bulletin & Review · doi:10.3758/s13423-016-1217-0 · Cited by 350 · see citing works
“If the magnitude of transfer effects follows the presumed cognitive overlap (Dahlin et al., 2008; Waris et al., 2015), a decreasing degree of transfer should be seen when moving from n-back transfer tasks to WM, cognitive control, and Gf.”
BackgroundSelf-citationTest–retest reliability of five frequently used executive tasks in healthy adults
Soveri, A., Lehtonen, M., Karlsson, L. C., Lukasik, K., Antfolk, J., & Laine, M. (2018) · Applied Neuropsychology: Adult · doi:10.1080/23279095.2016.1263795 · Cited by 81 · see citing works
Self-citationDivergent Research Methods Limit Understanding of Working Memory Training
Pergher, V., Shalchy, M. A., Pahor, A., Van Hulle, M. M., Jaeggi, S. M., & Seitz, A. R. (2020) · Journal of Cognitive Enhancement · doi:10.1007/s41465-019-00134-7 · Cited by 56 · see citing works
Are Working Memory Training Effects Paradigm-Specific?
Holmes, J., Woolgar, F., Hampshire, A., & Gathercole, S. E. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.01103 · Cited by 55 · see citing works
Linares, R., Borella, E., Lechuga, M. T., Carretti, B., & Pelegrina, S. (2019) · PLOS ONE · doi:10.1371/journal.pone.0211321 · Cited by 38 · see citing works
Pattern of Near Transfer Effects Following Working Memory Training With a Dual <i>N</i>-Back Task
Soveri, A., Karlsson, E. P. A., Waris, O., Grönholm-Nyman, P., & Laine, M. (2017) · Experimental Psychology · doi:10.1027/1618-3169/a000370 · Cited by 34 · see citing works
Self-citationDual n-back working memory training evinces superior transfer effects compared to the method of loci
Li, W., Zhang, Q., Qiao, H., Jin, D., Ngetich, R. K., Zhang, J., Jin, Z., & Li, L. (2021) · Scientific Reports · doi:10.1038/s41598-021-82663-w · Cited by 21 · see citing works
The asymmetry of working memory training transfer: A systematic review and meta-analysis
Fu, J., Zhou, Y., Yuan, M., & Cai, Y. (2026) · Psychonomic Bulletin & Review · doi:10.3758/s13423-026-02994-5
“Since Thorndike’s common elements theory was established in the 1900 s, task similarity has dominated transfer frameworks for more than a century, centering on similarity as a primary determinant of training transfer likelihood (Waris et al., 2015; Wood-worth & Thorndike, 1901).”
- Authors
- Waris, O., Soveri, A., & Laine, M.
- Affiliations
- Åbo Akademi University (FI)
- Corresponding author
- Waris, Otto
- Venue
- PLOS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2015-09-25
- Volume
- 10
- Issue
- 9
- Pages
- e0138734
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC4583509
- OpenAlex
- W2342180986
- Cited by
- 47
- References
- 54
- Citations by year
- 2026: 3 · 2025: 4 · 2024: 3 · 2023: 2 · 2022: 4 · 2021: 4 · 2020: 6 · 2019: 6 · 2018: 3 · 2017: 9 · 2016: 3
- FWCI
- 7.53
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- PLoS ONE (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Åbo Akademi University Research Portal (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Åbo Akademi
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Keywords
- working memory training, transfer, near transfer, working memory updating, n-back task, working memory capacity, video games, cognitive training
- MeSH terms
- Adult, Female, Finland, Humans, Male, Memory, Short-Term, Neuropsychological Tests, Random Allocation, Transfer, Psychology, Young Adult, Healthy Volunteers
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review