SynthesisPsychonomic bulletin & review2015
Improving fluid intelligence with training on working memory: a meta-analysis.
Synthesis in Psychonomic bulletin & review, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 220 papers, 15 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
220 citing papers in PubMed, 15 syntheses or guidelines pooled it, 650 citations in OpenAlex.
- Combinations of physical and cognitive training for subcortical neurodegenerative diseases with physical, cognitive and behavioral symptoms: a systematic review.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2024Pooled it
- Can we enhance working memory? Bias and effectiveness in cognitive training studies.Psychonomic bulletin & review · 2024Pooled it
- Far Transfer Effects of Trainings on Executive Functions in Neurodevelopmental Disorders: A Systematic Review and Metanalysis.Neuropsychology review · 2024Pooled it
- Efficacy of Transcranial Alternating Current Stimulation in the Enhancement of Working Memory Performance in Healthy Adults: A Systematic Meta-Analysis.Neuromodulation : journal of the International Neuromodulation Society · 2023Pooled it
- Near transfer to an unrelated N-back task mediates the effect of N-back working memory training on matrix reasoning.Nature human behaviour · 2022Pooled it
- What Is Targeted When We Train Working Memory? Evidence From a Meta-Analysis of the Neural Correlates of Working Memory Training Using Activation Likelihood Estimation.Frontiers in psychology · 2022Pooled it
- Overlapping and dissociable brain activations for fluid intelligence and executive functions.Cognitive, affective & behavioral neuroscience · 2021Pooled it
- The use of commercial computerised cognitive games in older adults: a meta-analysis.Scientific reports · 2020Pooled it
- Lifting cognition: a meta-analysis of effects of resistance exercise on cognition.Psychological research · 2020Pooled it
- A Systematic Review on Predictors of Working Memory Training Responsiveness in Healthy Older Adults: Methodological Challenges and Future Directions.Frontiers in aging neuroscience · 2020Pooled it
- Retest effects in working memory capacity tests: A meta-analysis.Psychonomic bulletin & review · 2018Pooled it
- Meta-Analysis of the Effects of Computerized Cognitive Training on Executive Functions: a Cross-Disciplinary Taxonomy for Classifying Outcome Cognitive Factors.Neuropsychology review · 2018Pooled it
- Working memory training revisited: A multi-level meta-analysis of n-back training studies.Psychonomic bulletin & review · 2017Pooled it
- Direct-Current Stimulation Does Little to Improve the Outcome of Working Memory Training in Older Adults.Psychological science · 2017Pooled it
- Working Memory Training Does Not Improve Performance on Measures of Intelligence or Other Measures of "Far Transfer": Evidence From a Meta-Analytic Review.Perspectives on psychological science : a journal of the Association for Psychological Science · 2016Pooled it
- Trial
- Transdiagnostic Cognitive Control Training for Patients Waiting for Outpatient Psychotherapy: Randomized Clinical Trial.JMIR mHealth and uHealth · 2025Trial
- Interrupting sitting with moderate-intensity physical activity breaks improves cognitive processing speed in adults with overweight and obesity: Findings from the SITLess pilot randomized crossover trial.International journal of psychophysiology : official journal of the International Organization of Psychophysiology · 2025Trial
- Adaptive working memory training does not produce transfer effects in cognition and neuroimaging.Translational psychiatry · 2022Trial
- The effectiveness of affective compared to neutral working memory training in university students with test anxiety.Behaviour research and therapy · 2021Trial
160 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
6 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Working memory (WM), the ability to store and manipulate information for short periods of time, is an important predictor of scholastic aptitude and a critical bottleneck underlying higher-order cognitive processes, including controlled attention and reasoning. Recent interventions targeting WM have suggested plasticity of the WM system by demonstrating improvements in both trained and untrained WM tasks. However, evidence on transfer of improved WM into more general cognitive domains such as fluid intelligence (Gf) has been more equivocal. Therefore, we conducted a meta-analysis focusing on one specific training program, n-back. We searched PubMed and Google Scholar for all n-back training studies with Gf outcome measures, a control group, and healthy participants between 18 and 50 years of age. In total, we included 20 studies in our analyses that met our criteria and found a small but significant positive effect of n-back training on improving Gf. Several factors that moderate this transfer are identified and discussed. We conclude that short-term cognitive training on the order of weeks can result in beneficial effects in important cognitive functions as measured by laboratory tests.
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.