The malleability of executive function in early childhood: Effects of schooling and targeted training
Open accessAbstract
Executive function (EF), its importance for scholastic achievement and the question of whether or not EF is malleable, have become a topic of intense interest. Education or schooling is often seen as effective approaches to enhance EF due to the specific school‐related requirements as compared to kindergarten or pre‐school. However, no study to date has investigated whether targeted training focusing on those domains might be comparable with regular schooling in improving EF and fluid intelligence (Gf). The aim of the present study was to replicate and extend the previously demonstrated schooling effects on EF by using a school‐cutoff design, and to further investigate whether a theoretically motivated intervention targeting specific EF, i.e., working memory (WM) or inhibitory control (IC), could achieve comparable effects with schooling in both, WM and IC, as well as Gf. 91 6‐year‐old kindergarteners and first‐graders with similar chronological age participated the study. We compared the performance of a first‐grade schooling group with that of two kindergarten training groups as well as a business‐as‐usual kindergarten control group. Participants were assessed in WM, IC and Gf at baseline, immediately after the intervention (posttest), as well as 3 months after training completion (follow‐up). The results showed that the schooling group indeed outperformed the kindergarten groups at baseline in several cognitive tasks. Furthermore, both the WM and IC training showed pronounced gains in the trained tasks, as well as varying degrees of improvement in non‐trained outcome measures. Most importantly, both training groups achieved comparable performance with the schooling group, which was especially apparent in Gf at follow‐up. Our findings provide further evidence for the malleability of EF demonstrating that both, long‐term and short‐term interventions can facilitate the acquisition of those important skills, and as such, our work has important implications for educational practice.
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Written from the paper’s full text.
TL;DR
This school-cutoff study compared age-matched first graders, kindergartners receiving working memory (WM) or inhibitory control (IC) training, and a business-as-usual kindergarten control group. It found schooling effects on fluid intelligence (Gf) and evidence that both targeted training groups caught up to the schooling group in Gf at 3-month follow-up.
Key findings
- At baseline, the schooling group outperformed all kindergarten groups on Gf (BF10 = 58.69), while there was no evidence for baseline differences in backward digit span (BDST; BF10 = 0.49) or AX-CPT BSI RT (BF10 = 0.27).
- Both training groups improved on their trained tasks: WM group increased maximum set sizes (BF−0 = 2.39e+6); IC group improved stop-signal SSRT (BF+0 = 4.53) and modified Stroop accuracy/RT (e.g., incongruent accuracy BF−0 = 14,577.89).
- At follow-up, both training groups outperformed the kindergarten control group on Gf (WM vs. CG BF10 = 7.01; IC vs. CG BF10 = 5.55), and there was no longer evidence of a difference between either training group and the schooling group (both BF10 ≤ 0.80).
- On BDST at follow-up, the schooling group and IC training group improved substantially (SG BF−0 = 7.43; IC BF−0 = 12.29), the WM group showed anecdotal improvement (BF−0 = 2.70), and the WM group outperformed the control group (BF10 = 25.77); no training group differed from the schooling group (all BF10 ≤ 0.55).
Methods
- School-cutoff design in Hangzhou, China: 91 typically developing six-year-olds (mean age 73.50 months, SD 2.10) were assigned to first-grade schooling (n = 25), WM training (final n = 20), IC training (final n = 21), or kindergarten control (n = 22).
- Training groups completed 15-minute sessions 4 times per week for 20 sessions over 5 weeks; all participants were assessed at pretest, posttest, and approximately 3 months after posttest on WM (BDST), IC (AX-CPT), and Gf (Raven’s Standard Progressive Matrices).
- Analyses used paired t-tests for trained-task improvement and mixed/univariate ANOVAs with Bayes factors in JASP to test session, group, and session-by-group effects.
Limitations
- Stated: re-test reliabilities were fairly low, especially for difference scores based on relatively few trials; the sample was typically developing and predominantly from privileged backgrounds, raising restricted-range concerns; only one test per cognitive domain was used, so latent-level effects could not be determined; the study would have benefited from a larger sample and an additional active control group.
- Evident: many key effects were only observed at follow-up and several comparisons were anecdotal, with no reliable session-by-group interactions for some outcomes; the IC training group did not show the expected shift toward proactive control on AX-CPT and remained relatively reactive.
- Evident: baseline matching was imperfect for AX-CPT BSI errors, where the WM training group outperformed the IC and control groups (BF10 = 23.87), complicating interpretation of IC-related schooling/training effects.
Model-written summary. Check it against the paper before relying on it.
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Cites
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Claims the paper makes
0 of 68 cited sources checked · 0 supported · 0 flagged
- Findingown data
At baseline, there was a substantial group difference among the kindergarten groups on AX-CPT behavioral shift index errors.
“However, there was a substantial group difference for the BSI errors in the AX-CPT (BF10 = 23.87)”
Quote in the paperSubstantial claim - Findingown data
For backward digit span from pretest to posttest, within-group comparisons showed no changes except anecdotal evidence for the inhibitory control group.
“Within-group comparisons did not indicate any changes either (all BF−0 ≤ 0.60), except for the IC group, but the evidence was merely anecdotal (BF−0 = 1.92)”
Quote in the paperNot a substantial claim - Findingown data
The working memory training group improved its maximum set sizes over the intervention.
“The children in the WM group decisively improved their performance as reflected by their increase in maximum set sizes (BF−0 = 2.39e+6)”
Quote in the paperSubstantial claim - Findingown data
The inhibitory control training group improved modified Stroop accuracy in both congruent and incongruent conditions.
“as well as the modified Stroop task (accuracy in the congruent condition: BF−0 = 115.17; accuracy in the incongruent condition: BF−0 = 14,577.89”
Quote in the paperSubstantial claim - Findingown data
At follow-up on backward digit span, neither training group differed from the schooling group.
“there were no differences between the two training groups and the schooling group (all BF10 ≤ 0.55), suggesting that both targeted training and schooling impact BDST performance”
Quote in the paperSubstantial claim
- Findingown data
The inhibitory control training group improved modified Stroop reaction times in both congruent and incongruent conditions.
“RT in the congruent condition: BF+0 = 8.81e+6; RT in the incongruent condition: BF+0 = 657,268.79).”
Quote in the paperSubstantial claim - Findingown data
The inhibitory control training group improved stop-signal reaction time over the intervention.
“as did the children in the IC training group in both stop-signal task (SSRT: BF+0 = 4.53)”
Quote in the paperSubstantial claim - Findingown data
At baseline, the schooling group outperformed the kindergarten groups on fluid intelligence.
“However, for Gf, there was very strong evidence for a schooling effect in that the schooling group outperformed the kindergarten groups (BF10 = 58.69; see Figure 3b).”
Quote in the paperSubstantial claim - Findingown data
For AX-CPT behavioral shift index errors, working memory or inhibitory control training versus control showed anecdotal session-by-group interactions only from pretest to follow-up, driven by control group changes.
“the ANOVAs that specifically compared the WM or IC training group with kindergarten control group revealed anecdotal evidence for session by group interactions, but only from pretest to follow-up, which were driven by the changes in kindergarten control group (IC vs. CG: BF10 = 1.66; WM vs. CG: BF10 = 1.29).”
Quote in the paperNot a substantial claim - Findingown data
At follow-up on backward digit span, the schooling group outperformed the kindergarten control group.
“further analyses revealed that the schooling group decisively outperformed the kindergarten control group (BF10 = 122.81), providing strong evidence for a schooling effect.”
Quote in the paperSubstantial claim - Findingown data
Children in the WM training group improved decisively in the trained task.
“Children in the WM training group improved decisively in the trained task”
Quote in the paperSubstantial claim - Findingown data
Age-matched first graders outperformed all kindergartners at baseline in Gf.
“our age-matched first graders outperformed all kindergartners at baseline in Gf”
Quote in the paperSubstantial claim- Rests on an assumption: The school-cutoff design makes the first-grade and kindergarten groups comparable on factors other than schooling, so differences between them can be attributed to schooling.
- Findingown data
At pretest, there was moderate evidence of a group effect on test performance, with BF10 = 8.00.
“there was moderate evidence for a group effect at pretest (BF10 = 8.00)”
Quote in the paperSubstantial claim - Findingown data
The WM training group did not show reliable improvement in BDST immediately after training.
“children in the WM training group did not show any reliable improvement in BDST immediately after training”
Quote in the paperSubstantial claim - Findingown data
At posttest, there was no evidence for any other group difference, with all BF10 values at or below 0.95.
“There was no evidence for any other group difference at posttest (all BF10 ≤ 0.95).”
Quote in the paperNot a substantial claim - Findingown data
At posttest, there was anecdotal evidence that the schooling group still outperformed the kindergarten control group, with BF10 = 1.92.
“further analyses revealed anecdotal evidence for the schooling group still outperforming the kindergarten control group (BF10 = 1.92)”
Quote in the paperNot a substantial claim - Findingown data
The WM training group showed no changes in AX-CPT performance.
“we did not see any changes in AX-CPT performance in the WM training group”
Quote in the paperSubstantial claim - Findingown data
At baseline on the AX-CPT BSI errors, schooling children showed a more proactive control strategy than the kindergarten control and IC training groups.
“we did observe potential schooling effects in the AX-CPT at baseline (BSI errors) in that the schooling children demonstrated a more proactive control strategy than the kindergarten control and the IC training group”
Quote in the paperNot a substantial claim- Rests on an assumption: The school-cutoff design makes the first-grade and kindergarten groups comparable on factors other than schooling, so differences between them can be attributed to schooling.
- Findingown data
There was no session by group interaction for BDST.
“however, there was no session x group interaction”
Quote in the paperNot a substantial claim - Findingown data
At follow-up, there was very strong evidence for a group difference, with BF10 = 65.55.
“At follow-up, there was very strong evidence for a group difference (BF10 = 65.55).”
Quote in the paperSubstantial claim - Findingown data
At posttest, there was no evidence for an overall group difference, with BF10 = 0.46.
“At posttest, although there was no evidence for an overall group difference (BF10 = 0.46)”
Quote in the paperSubstantial claim - Findingown data
The authors found very little evidence for improvements in the AX-CPT BSI score as a result of IC training.
“we found very little evidence for improvements in the AX-CPT BSI score as a result of IC training”
Quote in the paperSubstantial claim - Findingown data
The IC training group also showed improvements in the Stop-signal task, although to a lesser extent.
“they also showed improvements in the Stop-signal task, although to a lesser extent”
Quote in the paperNot a substantial claim - Findingnone given
Children in the IC training group decisively improved their performance in the modified Stroop task.
“Children in the IC training group decisively improved their performance in the modified Stroop task”
Quote in the paperSubstantial claim - Findingown data
The authors observed no evidence for changes in the BSI RT measure from the AX-CPT in any group.
“We observed no evidence for changes in the BSI RT measure (AX-CPT) in any of the groups”
Quote in the paperNot a substantial claim - Findingown data
The IC training group was the only group that kept relying on a relatively reactive strategy despite, or possibly because of, receiving targeted training.
“the IC training group was the only group that kept relying on a relatively reactive strategy despite (or maybe because) receiving targeted training”
Quote in the paperSubstantial claim - Premisecitation
Specific school-related requirements in early primary school may foster executive function development.
“In addition, studies have provided evidence that the development of EF might be fostered by specific school-related requirements in early primary school children (e.g., Blair & Raver, 2014; Burrage et al., 2008; Diamond, Barnett, Thomas, & Munro, 2007; Raver et al., 2008, 2011).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Blair & Raver, 2014
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- cites Burrage et al., 2008
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- cites Diamond, Barnett, Thomas, & Munro, 2007
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- Premisecitation
Only very few studies have attempted to implement cognitive training in early childhood.
“and importantly, there are only very few studies to date attempting to implement cognitive training in early childhood (Kroesbergen, Van’t Noordende, & Kolkman, 2012; Ramani, Jaeggi, Daubert, & Buschkuehl, 2017).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Kroesbergen, Van’t Noordende, & Kolkman, 2012
Not checked in the free run.
- cites Ramani, Jaeggi, Daubert, & Buschkuehl, 2017
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- Premisecitation
Targeted cognitive interventions can be effective in improving executive function.
“Accumulating evidence showed that targeted cognitive interventions can be effective as well.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Chein & Morrison, 2010
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- cites Jaeggi, Buschkuehl, Jonides, & Perrig, 2008
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- cites Klingberg et al., 2005
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- Premisecitation
Transfer effects from working memory training are often small and inconsistent across studies.
“Despite these encouraging findings, such transfer effects are often small and not consistent across studies (cf. Au et al., 2016, 2015; Karbach, & Verhaeghen, 2014; Melby-Lervåg & Hulme, 2013; Melby-Lervåg, Redick, & Hulme, 2016; Soveri, Antfolk, Karlsson, Salo, & Laine, 2017; Weicker, Villringer, & Thöne-Otto, 2016 for recent meta-analyses)”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Au et al., 2016, 2015
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- cites Karbach, & Verhaeghen, 2014
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- cites Melby-Lervåg & Hulme, 2013
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- Study design and conductreasoning
The school-cutoff design allowed comparison of participants with similar chronological age who differed in educational experiences.
“As such, using this school-cutoff design will allow us to compare participants with similar chronological age who differ in their educational experiences.”
Quote in the paperSubstantial claim - Premisecitation
There is some evidence that schooling and targeted training may lead to changes in executive function, especially in young children.
“Overall, despite the mostly small and inconsistent effects, there is some evidence that both, schooling and targeted training might lead to changes in EF, providing evidence for the malleability of EF, especially in young children (Wass, Scerif, & Jonhnson, 2012).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Wass, Scerif, & Jonhnson, 2012
Not checked in the free run.
- Study design and conductcitation
The study used a school-cutoff design to separate schooling effects from other non-school-related factors.
“To achieve our goals, we implemented a school-cutoff design, which allowed us to tease apart schooling effects from other non-school-related factors (Burrage et al., 2008; Morrison, Smith, & Dow-Ehrensberger, 1995).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Burrage et al., 2008
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- cites Morrison, Smith, & Dow-Ehrensberger, 1995
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- Premisecitation
Working memory and inhibitory control play a critical role in fluid intelligence.
“Given the critical role of WM and IC in Gf, and because of previous studies demonstrating improvements in Gf after training EF (e.g., Jaeggi, Buschkuehl, Jonides, & Shah, 2011; Rueda et al., 2012), we also included Gf as a dependent variable.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Jaeggi, Buschkuehl, Jonides, & Shah, 2011
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- cites Rueda et al., 2012
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- Premisecitation
Similar longitudinal effects have been reported across various interventions and described as sleeper effects.
“similar effects have been reported using a variety of interventions and described as ‘sleeper’ effects (e.g., in psychotherapy research, Moritz, et al., 2014; Van Aar, Leijten, Orobio de Castro, & Overbeek, 2017)”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Moritz, et al., 2014
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- cites Van Aar, Leijten, Orobio de Castro, & Overbeek, 2017
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- Interpretationown data
The study's results demonstrated a schooling effect that was especially pronounced in Gf.
“Our results demonstrated a schooling effect, which was especially pronounced in Gf.”
Quote in the paperSubstantial claim- Rests on an assumption: The school-cutoff design makes the first-grade and kindergarten groups comparable on factors other than schooling, so differences between them can be attributed to schooling.
- Premisecitation
Van der Molen et al. (2010) found that transfer effects from WM training to short-term memory, scholastic abilities, and story recall appeared ten weeks after training in adolescents with mild to borderline intellectual disabilities.
“Van der Molen et al. (2010) found that transfer effects from WM training to short-term memory, scholastic abilities and story recall appeared ten weeks after training in adolescents with mild to borderline intellectual disabilities”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Van der Molen et al. (2010)
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- Premisecitation
Blair and Raver (2014) reported significant long-term benefits of Tools of the Mind at the end of first grade rather than at the end of kindergarten.
“Blair and Raver (2014) reported significant long-term benefits of Tools of the Mind at the end of first grade instead of the end of Kindergarten”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Blair and Raver (2014)
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- Interpretationcitation
The shift observed in the kindergarten control group is consistent with previous findings of a maturational shift from reactive to proactive control during that age.
“the shift observed in the kindergarten control group (Figure 3b) is consistent with previous findings reporting a maturational shift from reactive to proactive control during that age”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Lucenet & Blaye, 2014
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- cites Chevalier et al., 2014
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- Interpretationown data
The results indicate that schooling has beneficial effects on specific cognitive functions.
“Our results indicated that there are beneficial effects of schooling on specific cognitive functions.”
Quote in the paperSubstantial claim- Rests on an assumption: The school-cutoff design makes the first-grade and kindergarten groups comparable on factors other than schooling, so differences between them can be attributed to schooling.
- Premisecitation
Several studies show improvements in Gf from WM training in both children and young adults.
“there are several studies that do show improvements in both children and young adults (Jaeggi et al., 2008; Jaeggi, Buschkuehl, Shah, & Jonides, 2014; Klingberg et al., 2002, 2005)”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Jaeggi et al., 2008
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- cites Jaeggi, Buschkuehl, Shah, & Jonides, 2014
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- cites Klingberg et al., 2002, 2005
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- Interpretationown data
Using difference scores made up of measures with relatively few trials might have been especially detrimental to reliability.
“the fact that we used difference scores consisting of measures that were made up by relatively few trials might have been especially detrimental for reliability (see also Table S1)”
Quote in the paperNot a substantial claim - Premisecitation
Thorell et al. (2009) found that an IC training program consisting of go/no-go, flanker, and stop-signal tasks did not generalize to a Stroop-like task in preschoolers.
“another IC training program consisting of go/no-go, flanker, and stop-signal tasks did not generalize to a Stroop-like task in preschoolers (Thorell et al., 2009)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Thorell et al., 2009
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- Study design and conductown data
Because only one test per cognitive domain was implemented, the authors cannot determine whether any improvements would hold on a latent level or extend beyond the specific tasks used.
“we only implemented one test per cognitive domain and thus, we are not able to determine whether any improvements would hold on a latent level, that is, whether our results would extend beyond those specific tasks that we used here”
Quote in the paperNot a substantial claim - Study design and conductown data
The re-test reliabilities were fairly low.
“the re-test reliabilities were fairly low (see Table 1)”
Quote in the paperSubstantial claim - Premisecitation
There is evidence that participants with lower baseline ability levels typically improve more in training and transfer than their high-ability peers.
“There is evidence that participants with lower baseline ability levels typically improve more in training and transfer than their high-ability peers (e.g., Jaeggi et al., 2011; Jaeggi, Karbach, & Strobach, 2017; Karbach, Koenen, & Spengler, 2017)”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Jaeggi et al., 2011
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- cites Jaeggi, Karbach, & Strobach, 2017
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- cites Karbach, Koenen, & Spengler, 2017
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- Premisecitation
There is not much literature suggesting transfer to related tasks as a function of IC training, especially in young children.
“there is not much literature suggesting transfer to related tasks as a function of IC training, especially in young children”
Quote in the paperNot a substantial claim - Premisecitation
Such training-specific improvements are consistent with previous findings demonstrating improvements in stop-signal, go/no-go, flanker, and Stroop performance.
“Such training-specific improvements are consistent with previous findings that demonstrated improvements in stop-signal task performance (Berkman et al., 2014), go/no-go and flanker performance (Thorell et al., 2009), as well as Stroop performance (Dulaney & Rogers, 1994; MacLeod, 1998; MacLeod & Dunbar, 1988).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Berkman et al., 2014
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- cites Thorell et al., 2009
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- cites Dulaney & Rogers, 1994
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- Interpretationown data
The results demonstrate that schooling has beneficial effects on the development of higher cognitive functions.
“our results demonstrate that schooling has beneficial effects on the development of higher cognitive functions”
Quote in the paperSubstantial claim- Rests on an assumption: The school-cutoff design makes the first-grade and kindergarten groups comparable on factors other than schooling, so differences between them can be attributed to schooling.
- May combine two claims. 75
- Classified as probably not a substantial claim. 13
May combine two claims.
Findingown dataAt baseline, the three kindergarten groups did not differ on backward digit span, AX-CPT behavioral shift index reaction time, or fluid intelligence.
“Comparing the three kindergarten groups, there were no group differences in most of the measures (BDST: BF10 = 0.42; BSI RT: BF10 = 0.13; Gf: BF10 = 0.15), indicating that the groups were well matched at baseline in those measures.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor AX-CPT behavioral shift index errors from pretest to posttest, there was no session effect, a very strong group effect, and no session-by-group interaction.
“The mixed ANOVA to test for immediate changes in the AX-CPT (BSI errors; pre vs. post) revealed no evidence for a main effect of session (BF10 = 0.57), but there was very strong evidence for a main effect of group (BF10 = 38.77), however, there was no evidence for a session by group interaction (BF10 = 0.16).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAt pretest, the working memory group relied on a proactive strategy, the inhibitory control and control groups relied on a reactive strategy, and the schooling group did not differ from zero.
“At pretest, there was anecdotal evidence that the WM training group was relying on a proactive strategy (BSI > 0; BF10 = 1.86), whereas the IC training group and the kindergarten control group relied on a reactive strategy (BSI < 0; IC: BF10 = 1.39; CG: BF10 = 2.31). The score in the schooling group was not different from 0 (BF10 = 0.25).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataFor backward digit span, the inhibitory control group compared with the control group showed an anecdotal session-by-group interaction from pretest to follow-up; other comparisons did not.
“the ANOVAs that specifically compared the WM or IC training groups with kindergarten control group revealed anecdotal evidence for an interaction between session and group, but only from pretest to follow-up, and only for the IC vs. CG comparison (IC vs. CG: BF10 = 30; all other BF10 < 1).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAt follow-up on AX-CPT behavioral shift index errors, group differences remained: the schooling and working memory groups differed from the inhibitory control group, and the control group differed from the inhibitory control group.
“At the follow-up test, the overall group differences remained substantial (BF10 = 7.10). Further analyses revealed strong to decisive evidence that the schooling group and the WM training group were different from the IC training group (SG vs. IC: BF10 = 107; WM vs. IC: BF10 = 11.52). There was also anecdotal evidence that the kindergarten control group was now also different from the IC training”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor backward digit span from pretest to follow-up, there was a decisive session effect, a moderate group effect, and no session-by-group interaction.
“A mixed ANOVA to test for any longitudinal effects (BDST; pre vs. follow-up) revealed a decisive main effect of session (BF10 = 564.04), as well as a moderate main effect of group (BF10 = 3.88), however, there was no evidence for an interaction between session and group (BF10 = 0.28).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor backward digit span, there were no group differences at pretest or posttest, but strong group differences at follow-up.
“There was no evidence for group differences at either the pretest (BF10 = 0.34) or the posttest (BF10 = 0.08). However, strong evidence for group differences appeared at follow-up (BF10 = 31)”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor AX-CPT behavioral shift index errors from pretest to follow-up, the schooling and control groups changed, while the two training groups did not.
“Within group comparisons indicated that the schooling group as well as the kindergarten control group changed from baseline to follow-up (SG: BF−0 = 324; CG: BF−0 = 12.86), while there was no evidence for changes in the two trainings groups (both BF−0 ≤ 0.60).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAt pretest on AX-CPT behavioral shift index errors, group differences existed: the schooling group differed from the control and inhibitory control groups, and the working memory group differed from the control and inhibitory control groups.
“Comparing the performance between the four groups revealed group differences at pretest (BF10 = 19.22), and further analyses indicated anecdotal evidence for a schooling effect in that the schooling group differed from the kindergarten control group and the IC training group (SG vs. CG: BF10 = 1.94; SG vs. IC: BF10 = 1.40). In addition, there was strong evidence showing that the WM training group”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAt follow-up, the working memory and schooling groups relied on a proactive strategy, with decisive evidence for the schooling group, while the inhibitory control and control groups did not differ from zero.
“At follow-up, the evidence for the WM training group and the schooling group using a proactive strategy was now even stronger, and it was decisive in the case of the schooling group (BSI > 0; WM: BF10 = 12.20; SG: BF10 = 3,403). In contrast, the BSI for neither the IC training group nor the kindergarten control group was different from 0 (both BF10 ≤ 0.67).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor backward digit span from pretest to follow-up, the schooling and inhibitory control groups improved, the working memory group showed anecdotal improvement, and the control group did not change.
“Within-group comparisons showed that the schooling group and the IC training group substantially improved from baseline to follow-up (SG: BF−0 = 7.43; IC: BF−0 = 12.29), while the evidence was merely anecdotal in the WM training group (BF−0 = 2.70). The kindergarten control group did not show any change (BF−0 = 0.37; see Table 1 and Figure 3a).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAt baseline, on AX-CPT behavioral shift index errors, the schooling group did not differ from the working memory group but showed anecdotal to moderate evidence of outperforming the inhibitory control and control groups.
“one comparing the schooling group with the WM group, which did not provide any evidence for a schooling effect (BF10 = 0.77), but comparing the schooling group with the remaining two kindergarten groups revealed anecdotal to moderate evidence for a schooling effect (SG vs. IC and CG: BF10 = 3.07).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAt baseline, the working memory training group outperformed the inhibitory control and control kindergarten groups on AX-CPT behavioral shift index errors, while the latter two groups did not differ.
“post-hoc tests which revealed that the WM group outperformed the two other groups (WM vs. IC: BF10 = 11.16; WM vs. CG: BF10 = 17.63), but there was no difference between the two remaining groups (IC vs. CG: BF10 = 0.30).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor backward digit span from pretest to posttest, there was no evidence for session, group, or session-by-group effects.
“A mixed ANOVA on the BDST to test for immediate changes (pre vs. post) revealed no evidence for either the main effect of session (BF10 = 0.36), or the main effect of group (BF10 = 0.16), or the session by group interaction (BF10 = 0.15).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataFor AX-CPT behavioral shift index errors from pretest to posttest, only the schooling group changed toward a more proactive strategy; no kindergarten group did.
“Within group comparisons indicated that only the schooling group substantially changed from baseline to posttest (BF−0 = 7.47; i.e. changing towards using a more proactive strategy), while none of the three kindergarten groups did (all BF−0 ≤ 0.83).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor AX-CPT behavioral shift index errors from pretest to follow-up, there was a decisive session effect, a strong group effect, and only anecdotal session-by-group interaction.
“The mixed ANOVA to test for the longitudinal effects (BSI errors; pre vs. follow-up) provided decisive evidence for a main effect of session (BF10 = 407.00), as well as strong evidence for a main effect of group (BF10 = 26.11). However, there was only anecdotal evidence for an interaction between group and session (BF10 = 1.14).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAt posttest on AX-CPT behavioral shift index errors, group differences existed: the schooling group differed from the control and inhibitory control groups, and the working memory group differed from the control and inhibitory control groups.
“There was also substantial evidence for group differences at posttest (BF10 = 4.90). Further analyses showed a similar pattern that was observed at pretest, indicating anecdotal to moderate evidence for a schooling effect in that the schooling group was still different from the kindergarten control group (SG vs. CG: BF10 = 1.30) and the IC training group (SG vs. IC: BF10 = 5.30). Furthermore, the”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAt posttest, the working memory and schooling groups relied on a proactive strategy, while the inhibitory control and control groups did not differ from zero.
“At posttest, there was now moderate evidence that the WM training group and the schooling group relied on a proactive strategy (BSI > 0; WM: BF10 = 3.77; SG: BF10 = 3.87). The BSI in the IC training group and kindergarten control group was no longer different from 0 (both BF10 ≤ 0.58).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAt baseline, the schooling group did not differ from the kindergarten groups on backward digit span or AX-CPT behavioral shift index reaction time.
“there was no evidence for group differences in the BDST (BF10 = 0.49) and AX-CPT (BSI RT: BF10 = 0.27).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAt follow-up on backward digit span, the working memory training group outperformed the control group, while evidence for the inhibitory control group versus control was anecdotal.
“While there was strong evidence for an effect in the WM training group (WM vs. CG: BF10 = 25.77), the evidence was merely anecdotal for the IC group (IC vs. CG: BF10 = 1.94).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThere was anecdotal evidence for BDST improvement in the WM training group at follow-up 3 months later, and the WM training group outperformed the control group at that time.
“there was anecdotal evidence for an improvement at follow-up 3 months later, and moreover, the WM training group outperformed the control group at this time”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor fluid intelligence from pretest to follow-up, both training groups and the schooling group improved, while the control group did not.
“Nonetheless, it is worth noting that both training groups substantially improved from baseline to follow-up (WM: BF−0 = 17.12; IC: BF−0 = 19.74), as did the schooling group, although to a lesser extent (BF−0 = 3.15). In contrast, the kindergarten control group did not show any change (BF−0 = 0.29; see Table 1).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAt follow-up, the schooling group decisively outperformed the kindergarten control group, with BF10 = 663.42.
“the schooling group now decisively outperformed the kindergarten control group (SG vs. CG: BF10 = 663.42)”
Quote in the paperSubstantial claim- Rests on an assumption: The school-cutoff design makes the first-grade and kindergarten groups comparable on factors other than schooling, so differences between them can be attributed to schooling.
Probably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataFor fluid intelligence, working memory or inhibitory control training versus control showed anecdotal session-by-group interactions only from pretest to follow-up.
“To further illustrate this point, the ANOVAs that directly compared the WM or IC training group with kindergarten control group revealed anecdotal evidence for session by group interactions, but only from pretest to follow-up (WM vs. CG: BF10= 1.78; IC vs. CG: BF10 = 1.29).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAt follow-up, there was substantial evidence that both training groups outperformed the kindergarten control group, with BF10 = 7.01 for WM and 5.55 for IC.
“there was now also substantial evidence for the two training groups outperforming the kindergarten control group as well (WM vs. CG: BF10 = 7.01; IC vs. CG: BF10 = 5.55)”
Quote in the paperSubstantial claim- Rests on an assumption: The business-as-usual kindergarten control group provides a valid estimate of maturation or typical development, so training effects beyond this group can be attributed to training.
May combine two claims.
Findingown dataThe WM training group showed improved Gf performance compared with the kindergarten control group, but only at follow-up.
“we did observe improved performance in Gf as a function of WM training as compared to the kindergarten control group, but again, those benefits were only present at follow-up”
Quote in the paperSubstantial claim- Rests on an assumption: The business-as-usual kindergarten control group provides a valid estimate of maturation or typical development, so training effects beyond this group can be attributed to training.
May combine two claims.
Findingown dataChildren in both training groups improved on their respective trained tasks and showed varying degrees of improvement on untrained measures.
“children in both training groups did not only improve on their respective trained tasks, but also showed varying degrees of improvement in the untrained measures”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor WM, there were group differences at follow-up, indicating that the schooling group outperformed the kindergarten control group.
“we did observe group differences at follow-up, indicating that the schooling group now outperformed the kindergarten control group”
Quote in the paperSubstantial claim- Rests on an assumption: The school-cutoff design makes the first-grade and kindergarten groups comparable on factors other than schooling, so differences between them can be attributed to schooling.
May combine two claims.
Findingown dataFor fluid intelligence from pretest to posttest, the working memory group improved, while no other group did.
“Within group comparisons indicated anecdotal evidence for the WM group improving from baseline to posttest (BF−0 = 2.65), but there was no evidence for any of the other groups improving (all BF−0 ≤ 0.68).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe AX-CPT pattern remained the same at posttest, but at follow-up the kindergarten control group caught up with the schooling and WM training groups.
“This pattern remained the same at posttest, however, at follow-up, also the kindergarten control group caught up with the schooling and WM training groups”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe Gf difference between first graders and the kindergarten control group persisted over time, with the most pronounced difference at follow-up.
“this difference persisted when comparing the first graders and kindergarten control group over time, with the most pronounced difference observed at follow-up”
Quote in the paperSubstantial claim- Rests on an assumption: The school-cutoff design makes the first-grade and kindergarten groups comparable on factors other than schooling, so differences between them can be attributed to schooling.
May combine two claims.
Findingown dataFor fluid intelligence from pretest to posttest, there was an anecdotal session effect, a moderate group effect, and no session-by-group interaction.
“With regards to the immediate changes (pre vs. post), the mixed ANOVA revealed anecdotal evidence for a main effect of session (BF10 = 1.77) and moderate evidence for a main effect of group (BF10 = 5.55). However, there was no evidence for a session by group interaction (BF10 = 0.12).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor AX-CPT behavioral shift index reaction time, working memory training versus control showed an anecdotal session-by-group interaction from pretest to posttest; other comparisons did not.
“The ANOVAs that specifically compared the WM or IC training with kindergarten control group revealed anecdotal evidence for a session by group interaction, but only from pretest to posttest, and only for the WM vs. CG comparison (WM vs. CG: BF10 = 1.79; all other BF10 < 1).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataFor AX-CPT behavioral shift index reaction time from pretest to posttest, there were no session, group, or interaction effects, and no within-group changes.
“The mixed ANOVA to test for immediate changes (pre vs. post) for the BSI RT revealed no evidence for a main effect of session (BF10 = 0.17) or for a main effect of group (BF10 = 0.35), or for a session by group interaction (BF10 = 0.41), and the within group comparisons revealed no changes from baseline to the posttest (all BF−0 ≤ 0.58).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor AX-CPT behavioral shift index reaction time from pretest to follow-up, there was an anecdotal session effect, no group or interaction effect, and no within-group changes.
“To test for the longitudinal effects (BSI RT; pre vs. follow-up), the mixed ANOVA indicated anecdotal evidence for a main effect of session (BF10 = 1.35), but there was no evidence for either the main effect of group (BF10 = 0.06), or the group by session interaction (BF10 = 0.08), and the within group comparisons did not indicate any changes from baseline to follow-up (all BF−0 ≤ 0.18).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataFor fluid intelligence from pretest to follow-up, there was a decisive session effect, a very strong group effect, and no session-by-group interaction.
“With respect to the longitudinal effect (pre vs. follow-up), the mixed ANOVA revealed decisive evidence for a main effect of session (BF10 = 327.24) as well as very strong evidence for a main effect of group (BF10 = 65.04). However, there was no evidence for an interaction between session and group (BF10 = 0.93).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe baseline AX-CPT schooling effect was merely anecdotal and was complicated by the WM training group showing an even more pronounced proactive strategy at baseline, with BSI scores above 0.
“the effect was merely anecdotal, and furthermore, it was complicated by the fact that the WM training group showed an even more pronounced proactive strategy at baseline (i.e. showing BSI scores that were larger than 0; Figure 3b)”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataFor AX-CPT behavioral shift index reaction time, there were no group differences at pretest, anecdotal group differences at posttest with working memory and inhibitory control groups differing from control and schooling differing from control, and no group differences at follow-up.
“Comparing the performance of the four groups at each test session provided no evidence for group differences at pretest (BF10 = 0.07). However, there was anecdotal evidence for group differences at posttest (BF10 = 2.28). Further analyses showed that both, the WM training group and the IC training group were different from the kindergarten control group (WM vs. CG: BF10 = 4.73; IC vs. CG: BF10 = 2”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAt pretest, the schooling group outperformed each of the three kindergarten groups, with BF10 values of 6.56 for WM, 4.74 for IC, and 22.23 for control.
“the schooling group outperformed each of the three kindergarten groups (SG vs. WM: BF10 = 6.56; SG vs. IC: BF10 = 4.74; SG vs. CG: BF10 = 22.23)”
Quote in the paperSubstantial claim- Rests on an assumption: The school-cutoff design makes the first-grade and kindergarten groups comparable on factors other than schooling, so differences between them can be attributed to schooling.
May combine two claims.
Findingown dataAlthough the schooling group outperformed the WM training group at baseline, there was no more evidence for such group differences after training.
“even though the schooling group outperformed the WM training group at baseline, there was no more evidence for such group differences after training”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe follow-up Gf benefit for WM training was evidenced by a substantial group difference between the WM training group and the kindergarten control group at follow-up, somewhat mitigated by anecdotal evidence for an interaction.
“as evidenced by a substantial group difference between the WM training group and the kindergarten control group at follow-up, which was somewhat mitigated by the anecdotal evidence for an interaction”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAt follow-up, there was no longer evidence for a difference between the two training groups and the schooling group that had been observed at baseline, with both BF10 values at or below 0.80.
“there was no longer any evidence for a difference between the two training groups and the schooling group that was observed at baseline (both BF10 ≤ 0.80)”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor WM, there were no reliable group differences at baseline or posttest.
“with respect to WM, while we did not observe any reliable group differences at baseline or posttest”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe IC training group showed strong evidence for performance improvements in both WM and Gf and outperformed the kindergarten control group, but this effect became apparent only at follow-up.
“the IC training group showed strong evidence for performance improvements in both WM and Gf, and they further outperformed the kindergarten control group, but as with the WM training group, this effect became only apparent at follow-up”
Quote in the paperSubstantial claim- Rests on an assumption: The business-as-usual kindergarten control group provides a valid estimate of maturation or typical development, so training effects beyond this group can be attributed to training.
Classified as probably not a substantial claim.
PremisecitationEducation and schooling affect performance on cognitive tasks that assess executive function.
“Researchers have suggested that education and schooling affect performance in cognitive tasks assessing EF (e.g., Baker et al., 2015; Brod, Bunge, & Shing, 2017; Ceci, 1991).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Baker et al., 2015
Not checked in the free run.
- cites Brod, Bunge, & Shing, 2017
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- cites Ceci, 1991
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Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationIn children, executive function is closely related to scholastic achievement and school-related behaviors.
“In children, EF is closely related to scholastic achievement (e.g., Alloway et al., 2005; Alloway & Alloway, 2010) and school-related behaviors (Alloway, Gathercole, Kirkwood, & Elliott, 2009; Gathercole, Lamont, & Alloway, 2006).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Alloway et al., 2005
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- cites Alloway & Alloway, 2010
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- cites Alloway, Gathercole, Kirkwood, & Elliott, 2009
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PremisecitationWorking memory training improves performance on trained tasks and can transfer to untrained tasks such as reading comprehension and fluid reasoning.
“For example, it has been widely demonstrated that training skills related to WM does not only improve performance in the trained tasks, but also generalize to untrained tasks, such as reading comprehension (e.g., Chein & Morrison, 2010), or fluid reasoning (e.g., Jaeggi, Buschkuehl, Jonides, & Perrig, 2008; Klingberg et al., 2005; Schmiedek, Lövdén, & Lindenberger, 2010).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Chein & Morrison, 2010
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- cites Jaeggi, Buschkuehl, Jonides, & Perrig, 2008
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- cites Klingberg et al., 2005
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PremisecitationInhibitory control develops markedly in early childhood and predicts school readiness and achievement in mathematics and reading.
“Furthermore, there are only very few studies that focus on training targeted IC, which develops markedly in early childhood and is also a key predictor of school readiness for preschoolers and school achievement in mathematics and reading (Blair & Razza, 2007; Davidson, Amso, Anderson, & Diamond, 2006; Willoughby, Kupersmidt, & Voegler-Lee, 2012).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Blair & Razza, 2007
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- cites Davidson, Amso, Anderson, & Diamond, 2006
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- cites Willoughby, Kupersmidt, & Voegler-Lee, 2012
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PremisecitationRueda et al. (2005) found transfer to the Kaufman Brief Intelligence Test but no behavioral flanker effects after attention training in 4- and 6-year-olds.
“Significant transfer effects were observed in the Kaufman Brief Intelligence Test, and although there were training-related differences in the brain activation pattern during the flanker task, there were no behavioral effects.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Rueda et al. (2005)
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Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataA power analysis based on pilot studies predicted a medium effect size and determined that about 75 participants were needed for 80% power at alpha 0.05.
“Based on the results of our pilot studies, we predicted a medium effect size (Cohen’s f = 0.20; Cohen, 1988) for our experimental design. A power analysis using G*power 3.1 determined that given an α level of 0.05 and a power of 0.80, the sample size required to achieve the predicted effect size was approximately 75 individuals.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Cohen, 1988
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PremisecitationThorell et al. (2009) found inhibitory control training improved go/no-go and flanker tasks without transfer, while working memory training improved working memory and transferred to inhibitory control.
“They only found the IC training effect in the go/no-go and flanker tasks, but no transfer effects. On the other hand, the WM training resulted not only in improved WM performance, but also in transfer to IC.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Thorell et al., 2009
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Study design and conductown dataThe four groups were matched on gender, and the three kindergarten groups were matched on age and fluid intelligence scores.
“The four groups were matched according to gender (BF10 = 0.05), and in addition, the three kindergarten groups were matched with respect to age (BF10 = 0.36) and Gf scores (BF10 = 0.15).”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationTraining-related gains in children can persist for three months.
“Finally, given that earlier work with children has shown that training-related gains can persist for three months (Jaeggi et al., 2011; Klingberg, Forssberg, & Westerberg, 2002; Karbach, Strobach, & Schubert, 2015), we also tested for any longitudinal effects of training three months after the posttest.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Jaeggi et al., 2011
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- cites Klingberg, Forssberg, & Westerberg, 2002
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- cites Karbach, Strobach, & Schubert, 2015
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PremisecitationRueda, Checa, and Combita (2012) found transfer to fluid intelligence and faster, more efficient executive attention brain circuitry after training 5-year-olds.
“Their results also showed transfer effects to fluid intelligence (Gf), and the brain circuitry involved in executive attention was activated faster and more efficiently after training.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Rueda, Checa, and Combita (2012)
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Interpretationown dataThe backward digit span results provide tentative evidence that schooling and working memory training affect performance over the long run.
“Overall, those results provide tentative evidence that schooling and WM training impact BDST performance over the long run”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
InterpretationcitationOne possibility for long-term benefits is that training-induced cognitive improvement needs time to produce measurable behavioral effects, which might be related to consolidation.
“one possibility for long-term benefits is that training-induced cognitive improvement might need time to result in measurable behavioral effects, which might be related to consolidation effects (Au, Karsten, Buschkuehl, & Jaeggi, 2017)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Au, Karsten, Buschkuehl, & Jaeggi, 2017
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Interpretationown dataThe findings provide evidence that executive function is malleable and that both long-term and short-term interventions can facilitate the acquisition of executive function skills.
“Our findings provide further evidence for the malleability of EF demonstrating that both, long-term and short-term interventions can facilitate the acquisition of those important skills”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataBoth working memory and inhibitory control training produced gains in the trained tasks and varying degrees of improvement in non-trained outcome measures.
“Furthermore, both the WM and IC training showed pronounced gains in the trained tasks, as well as varying degrees of improvement in non-trained outcome measures.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataThe absence of a follow-up difference between the training groups and the schooling group, together with the training groups outperforming the control group, indicates that the training groups caught up to the schooling group.
“indicating that the training groups caught up to the schooling group”
Quote in the paperSubstantial claim- Rests on an assumption: The business-as-usual kindergarten control group provides a valid estimate of maturation or typical development, so training effects beyond this group can be attributed to training.
Classified as probably not a substantial claim.
InterpretationcitationAnother possibility is that children learn how to implement and translate newly acquired skills in other situations over time, indicating changes in underlying competence beyond mere practice effects.
“Another possibility that does not exclude the previous one could be that children learn how to implement and translate their newly acquired skills in other situations over time, indicating changes in ‘underlying competence’ that go beyond mere practice effects (Klauer & Phye, 2008)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Klauer & Phye, 2008
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Interpretationown dataBoth training groups reached performance comparable to the schooling group, especially on fluid intelligence at follow-up.
“Most importantly, both training groups achieved comparable performance with the schooling group, which was especially apparent in Gf at follow-up.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningBoth training groups ultimately caught up with the schooling group, with Gf performance comparable to that of the first graders at follow-up.
“both training groups ultimately caught up with the schooling group in that their Gf performance was comparable to that of the first graders at follow-up”
Quote in the paperSubstantial claim- Rests on an assumption: The business-as-usual kindergarten control group provides a valid estimate of maturation or typical development, so training effects beyond this group can be attributed to training.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationHolmes, Gathercole, and Dunning (2009) reported improvements in math 6 months later in children with low WM skills.
“Holmes, Gathercole, & Dunning (2009) reported improvements in math 6 months later”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Holmes, Gathercole, & Dunning (2009)
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Interpretationown dataBecause the kindergarten control group showed no significant improvement from pretest to follow-up in BDST or Gf, the effects seem to go beyond simple maturation, suggesting that changes in the WM training group were most likely due to training itself.
“given that there was no significant improvement in the kindergarten control group from pretest to follow-up test in either BDST or Gf, our effects seem to go beyond simple maturation processes, suggesting that the changes observed in the WM training group were most likely due to the training itself”
Quote in the paperSubstantial claim- Rests on an assumption: The business-as-usual kindergarten control group provides a valid estimate of maturation or typical development, so training effects beyond this group can be attributed to training.
May combine two claims.
Interpretationown dataThe follow-up advantage of both WM and IC training groups over the kindergarten control group indicates transfer, because both training types facilitated performance on the Gf task.
“indicating transfer in that both, WM and IC training facilitated performance in the Gf task”
Quote in the paperSubstantial claim- Rests on an assumption: The business-as-usual kindergarten control group provides a valid estimate of maturation or typical development, so training effects beyond this group can be attributed to training.
May combine two claims.
Interpretationown dataThe results suggest that both targeted WM training and schooling lead to improvements in important cognitive measures, but those effects require time to manifest because they were only observed at follow-up.
“Overall, our results suggest that both, targeted WM training and schooling lead to improvements in important cognitive measures, however, those effects seem to require time to manifest themselves given that they were only observed at follow-up.”
Quote in the paperSubstantial claim- Rests on an assumption: The business-as-usual kindergarten control group provides a valid estimate of maturation or typical development, so training effects beyond this group can be attributed to training.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationThis finding corroborates earlier work showing a positive relationship between schooling and cognitive ability.
“This finding corroborates earlier work demonstrating a positive relationship between schooling and cognitive ability (Brod, et al., 2017; Ceci, 1991, see also Nisbett, 2013; Nisbett et al., 2012).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Brod, et al., 2017
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- cites Ceci, 1991
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- cites Nisbett, 2013
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- Rests on an assumption: The school-cutoff design makes the first-grade and kindergarten groups comparable on factors other than schooling, so differences between them can be attributed to schooling.
May combine two claims.
InterpretationcitationThe modest BDST improvement in the WM training group might be due to high baseline scores limiting improvement and to BDST requiring additional executive control beyond the training task's basic WM demands.
“two issues might have contributed to this result: first, the WM training group started with rather high baseline scores, and as such, their ability to improve might have been limited, and second, the BDST requires additional executive control resources that go beyond the more basic WM requirements of the training task (St Clair-Thompson, 2010)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites St Clair-Thompson, 2010
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Interpretationown dataThe changes over the study in AX-CPT might reflect general maturation and/or regression to the mean rather than schooling or targeted training.
“the changes over the course of the study might reflect a general maturation and/or regression to the mean phenomenon rather than schooling (or targeted training)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Burrage et al., 2008
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PremisecitationMany WM training studies fail to observe improvements in Gf, including one of the authors' own studies using the same intervention.
“Although we acknowledge that many WM training studies fail to observe improvements in Gf, including one of our own in which we used the same intervention (Loosli et al., 2012)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Loosli et al., 2012
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Interpretationown dataNot only long-term experiences such as schooling improve EF in early childhood, but similar effects can be obtained with short-term cognitive interventions.
“suggesting that not only long-term experiences such as schooling improve EF in early childhood, but that similar effects can be obtained with short-term cognitive interventions”
Quote in the paperSubstantial claim- Rests on an assumption: The school-cutoff design makes the first-grade and kindergarten groups comparable on factors other than schooling, so differences between them can be attributed to schooling.
- Rests on an assumption: The business-as-usual kindergarten control group provides a valid estimate of maturation or typical development, so training effects beyond this group can be attributed to training.
May combine two claims.
Interpretationown dataThe work provides further evidence for the malleability of EF, illustrating the role of specific experiences in driving this malleability.
“our work provides further evidence for the malleability of EF, illustrating the role of specific experiences in driving this malleability”
Quote in the paperSubstantial claim- Rests on an assumption: The school-cutoff design makes the first-grade and kindergarten groups comparable on factors other than schooling, so differences between them can be attributed to schooling.
- Rests on an assumption: The business-as-usual kindergarten control group provides a valid estimate of maturation or typical development, so training effects beyond this group can be attributed to training.
May combine two claims.
InterpretationreasoningThe population consisted of typically developing children from predominantly privileged backgrounds, so the results might have been affected by restricted range issues.
“our population consisted of typically developing children from predominantly privileged backgrounds, and thus, our results might have been affected by restricted range issues”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationChildren from low SES backgrounds seem to show especially large improvements in EF after targeted training, presumably because they are at higher risk of deficits and have more room to improve.
“children from low SES backgrounds seem to show especially large improvements in EF after targeted training, presumably since they are at a higher risk of having deficits in those areas, and consequentially, they have more room to improve (Blair & Raver, 2014; Segretin et al., 2014)”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Blair & Raver, 2014
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- cites Segretin et al., 2014
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PremisecitationRueda et al. (2005, 2012) found that training on several attention tasks including a Stroop-like task in preschoolers led to neural changes associated with a flanker task, but no behavioral effects were observed.
“while training on several attention tasks including a Stroop-like task in preschoolers led to neural changes associated with a flanker task (Rueda et al., 2005, 2012), no behavioral effects were observed”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Rueda et al., 2005, 2012
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PremisecitationZhao et al. (2018) observed improvements in WM after go/no-go inhibition training in older children aged 10 to 12 years, most pronounced after 3 months.
“a recent study by Zhao et al. (2018) with older children (10-12-year-olds) observed improvements in WM after go/no-go inhibition training, which was most pronounced after 3 months”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Zhao et al. (2018)
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Interpretationown dataAlthough the schooling group outperformed the IC training group at baseline in Gf, there was no longer evidence for that difference at follow-up, suggesting that both groups benefited equally from their experiences.
“despite that the schooling group outperformed the IC training group at baseline in Gf, there was no longer any evidence for that difference at follow-up, suggesting again that both groups benefitted equally from their experiences”
Quote in the paperSubstantial claim- Rests on an assumption: The business-as-usual kindergarten control group provides a valid estimate of maturation or typical development, so training effects beyond this group can be attributed to training.
May combine two claims.
PremisecitationRueda et al. (2012) trained 5-year-old children on executive attention games including Stroop-like tasks and observed significant gains in the attention network test and in measures of Gf.
“Rueda et al. (2012) trained 5-year old children on a set of executive attention games that included Stroop-like tasks, and they observed a significant gain in the attention network test (ANT) as well as in measures on Gf”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Rueda et al. (2012)
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Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIt has generally been argued that training variability is critical for learning outcome.
“it has generally been argued that training variability is critical for learning outcome (Schmidt & Bjork, 1992)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Schmidt & Bjork, 1992
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Interpretationown dataThe Zhao et al. finding is consistent with the authors' own finding and emphasizes the need for researchers to routinely include follow-up assessments, especially in child populations.
“which is consistent with our own finding, emphasizing the need for researchers to routinely include follow-up assessments, especially in children populations”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Zhao et al. (2018)
Not checked in the free run.
May combine two claims.
InterpretationreasoningThe kindergarten groups that received targeted training improved in the trained task and ultimately caught up to the schooling group as a result of their training, especially in Gf at follow-up.
“the kindergarten groups that received targeted training did not only show improvements in the trained task, but importantly, they were ultimately able to catch up to the schooling group as a result of their training, which was especially apparent in Gf at follow-up”
Quote in the paperSubstantial claim- Rests on an assumption: The business-as-usual kindergarten control group provides a valid estimate of maturation or typical development, so training effects beyond this group can be attributed to training.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe authors were constrained by the number of students in that particular school district who fit their exact age criterion.
“we were constrained by the number of students in that particular school district that fit our exact age criterion”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.
Study design and conductreasoningThe study might have benefited from a larger sample size and from including at least an additional active control group.
“our study might have benefitted from a larger sample size and from including at least an additional, active, control group”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningOne reason the authors' earlier study might not have observed reliable Gf improvements is that its training time was considerably shorter; more importantly, it did not assess long-term effects, and transfer effects might not have been apparent at posttest.
“One of the reasons we might not have observed reliable improvements in Gf in our earlier study might be because the training time in that study was considerably shorter, most importantly however, our earlier study did not assess long-term effects, and as discussed above, the transfer effects might not have been apparent at posttest.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Loosli et al., 2012
Not checked in the free run.
The paper relies on this without support.
No prior study has systematically compared the effects of targeted cognitive training with the effects of schooling.
“However, to the best of our knowledge, there is no study to date that has systematically compared the effects of targeted cognitive training with the effects of schooling.”
The paper relies on this without support.
Almost no studies have used computerized interventions in early childhood.
“there are almost no studies to date that used computerized interventions in early childhood”
The paper relies on this without support.
The school-cutoff design makes the first-grade and kindergarten groups comparable on factors other than schooling, so differences between them can be attributed to schooling.
“Using a school-cutoff design, we trained kindergartners targeted either WM or IC skills for 20 sessions over 5 weeks, and we compared their performance with that of age-matched first-graders receiving their regular school curriculum, as well as with a business-as-usual kindergarten control group.”
The paper relies on this without support.
The business-as-usual kindergarten control group provides a valid estimate of maturation or typical development, so training effects beyond this group can be attributed to training.
“as well as with a business-as-usual kindergarten control group”
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?
There is some evidence that such transfer effects are long-term.
“there is some evidence to suggest that such effects are long-term76,77.”
From Near transfer to an unrelated N-back task mediates the effect of N-back working memory training on matrix reasoning (2022) · cites this paper as [77]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
The reported Bayes-factor direction conflicts with its interpretation
MinorThe analytical approach describes the reported comparison as the data's probability under the null versus the alternative. Yet a BF10 of 58.69 is interpreted as strong evidence for the schooling effect, which requires the alternative-versus-null direction.
“Specifically, we report the probability of our data fitting under the null vs. the alternative hypothesis”
“However, for Gf, there was very strong evidence for a schooling effect in that the schooling group outperformed the kindergarten groups (BF10 = 58.69; see Figure 3b).”
A Bayes factor of 30 is called anecdotal, while 31 is called strong
MinorThe paper describes BF10 = 30 as anecdotal evidence for an interaction, but describes the nearly identical BF10 = 31 as strong evidence elsewhere. These classifications are inconsistent.
“revealed anecdotal evidence for an interaction between session and group, but only from pretest to follow-up, and only for the IC vs. CG comparison (IC vs. CG: BF10 = 30; all other BF10 < 1).”
“However, strong evidence for group differences appeared at follow-up (BF10 = 31)”
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Statistical Power Analysis for the Behavioral Sciences
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“There is general agreement that EF includes a number of interrelated processes, such as working memory (WM), inhibitory control (IC) and cognitive flexibility (Miyake et al., 2000).”
BackgroundDiamond, A. (2013) · Annual Review of Psychology · doi:10.1146/annurev-psych-113011-143750 · Cited by 13,268 · cited 2× · see citing works
“It has been argued that WM and IC are two of the most fundamental functions underlying higher cognitive functions (Christoff, Ream, Geddes, & Gabrieli, 2003; Diamond, 2013).”
BackgroundBlair, C., & Razza, R. P. (2007) · Child Development · doi:10.1111/j.1467-8624.2007.01019.x · Cited by 3,140 · cited 1× · see citing works
“…markedly in early childhood and is also a key predictor of school readiness for preschoolers and school achievement in mathematics and reading (Blair & Razza, 2007; Davidson, Amso, Anderson, & Diamond, 2006; Willoughby, Kupersmidt, & Voegler-Lee, Dev Sci. Author manuscript; available in PMC…”
BackgroundThe variable nature of cognitive control: a dual mechanisms framework
Braver, T. S. (2012) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2011.12.010 · Cited by 2,482 · cited 2× · see citing works
“…allows us to illustrate a potential maturational shift from using predominantly reactive strategies to relying on more proactive control processes, which has been suggested to happen between the ages 5 and 7 (see Braver, 2012; Chevalier, James, Wiebe, Nelson, & Espy, 2014; Lucenet & Blaye, 2014).”
BackgroundMethodDavidson, M. C., Amso, D., Anderson, L. C., & Diamond, A. (2006) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2006.02.006 · Cited by 2,226 · 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 · cited 2× · see citing works
“, 2012), there are several studies that do show improvements in both children and young adults (Jaeggi et al., 2008; Jaeggi, Buschkuehl, Shah, & Jonides, 2014; Klingberg et al., 2002, 2005).”
BackgroundResultSelf-citationPreschool Program Improves Cognitive Control
Diamond, A., Barnett, W. S., Thomas, J., & Munro, S. (2007) · Science · doi:10.1126/science.1151148 · Cited by 2,025 · cited 2× · see citing works
“Although there are some curriculum-based interventions (e.g., Tools of the Mind, e.g., Blair & Raver, 2014; Diamond et al., 2007) and game-like training programs (Wexler et al.”
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 · cited 3× · see citing works
“…WM does not only improve performance in the trained tasks, but also generalize to untrained tasks, such as reading comprehension (e.g., Chein & Morrison, 2010), or fluid reasoning (e.g., Jaeggi, Buschkuehl, Jonides, & Perrig, 2008; Klingberg et al., 2005; Schmiedek, Lövdén, & Lindenberger, 2010).”
BackgroundResultIs working memory training effective? A meta-analytic review
Melby-Lervåg, M., & Hulme, C. (2013) · Developmental Psychology · doi:10.1037/a0028228 · Cited by 1,782 · cited 1× · see citing works
“…findings, such transfer effects are often small and not consistent across studies (cf. Au et al., 2016, 2015; Karbach, & Verhaeghen, 2014; Melby-Lervåg & Hulme, 2013; Melby-Lervåg, Redick, & Hulme, 2016; Soveri, Antfolk, Karlsson, Salo, & Laine, 2017; Weicker, Villringer, & ThöneOtto,…”
Bayesian inference for psychology. Part II: Example applications with JASP
Wagenmakers, E., Love, J., Marsman, M., Jamil, T., Ly, A., Verhagen, J., Selker, R., Gronau, Q. F., Dropmann, D., boutin, B., et al. (2017) · Psychonomic Bulletin & Review · doi:10.3758/s13423-017-1323-7 · Cited by 1,705 · cited 1× · see citing works
“We calculated BF relying on default priors as recommended by Marsman & Wagenmakers (2017) and Wagenmakers et al. (2017).”
MethodSchmidt, R. A., & Bjork, R. A. (1992) · Psychological Science · doi:10.1111/j.1467-9280.1992.tb00029.x · Cited by 1,582 · cited 1× · see citing works
“Although Zhao and colleagues (2018) argued that their (albeit modest) success might have been due to the fact that they relied on only one training task instead of a battery of tasks, it has generally been argued that training variability is critical for learning outcome (Schmidt & Bjork, 1992).”
BackgroundHot and Cool Executive Function in Childhood and Adolescence: Development and Plasticity
Zelazo, P. D., & Carlson, S. M. (2012) · Child Development Perspectives · doi:10.1111/j.1750-8606.2012.00246.x · Cited by 1,403 · cited 1× · see citing works
“…A uthor M anuscript Keywords Cognitive training; Transfer; Working memory; Inhibitory control; Fluid intelligence; Education Executive function (EF) refers to a group of cognitive processes that are required when individuals have to engage in goal-directed behavior (Zelazo & Carlson, 2012).”
BackgroundInvestigating 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 1,329 · cited 1× · see citing works
“In children, EF is closely related to scholastic achievement (e.g., Alloway et al., 2005; Alloway & Alloway, 2010) and school-related behaviors (Alloway, Gathercole, Kirkwood, & Elliott, 2009; Gathercole, Lamont, & Alloway, 2006).”
Training of Working Memory in Children With ADHD
Klingberg, T., Forssberg, H., & Westerberg, H. (2002) · Journal of Clinical and Experimental Neuropsychology · doi:10.1076/jcen.24.6.781.8395 · Cited by 1,225 · cited 1× · see citing works
“…to observe improvements in Gf, including one of our own in which we used the same intervention (Loosli et al., 2012), there are several studies that do show improvements in both children and young adults (Jaeggi et al., 2008; Jaeggi, Buschkuehl, Shah, & Jonides, 2014; Klingberg et al., 2002, 2005).”
ResultTraining, maturation, and genetic influences on the development of executive attention
Rueda, M. R., Rothbart, M. K., McCandliss, B. D., Saccomanno, L., & Posner, M. I. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0506897102 · Cited by 1,110 · cited 2× · see citing works
“…while training on several attention tasks including a Stroop-like task in preschoolers led to neural changes associated with a flanker task (Rueda et al., 2005, 2012), no behavioral effects were observed, and another IC training program consisting of go/nogo, flanker, and stop-signal tasks…”
What are the odds? A practical guide to computing and reporting Bayes factors
Jarosz, A. F., & Wiley, J. (2014) · The Journal of Problem Solving · doi:10.7771/1932-6246.1167 · Cited by 1,101 · cited 1× · see citing works
“A uthor M anuscript A uthor M anuscript A uthor M anuscript A uthor M anuscript one are in favor of the hypothesis and that values smaller than one are in favor of the null; see also Jarosz & Wiley, 2014).”
BackgroundTraining and transfer effects of executive functions in preschool children
Thorell, L. B., Lindqvist, S., Bergman Nutley, S., Bohlin, G., & Klingberg, T. (2009) · Developmental Science · doi:10.1111/j.1467-7687.2008.00745.x · Cited by 1,041 · cited 7× · see citing works
“, 2005, 2012), no behavioral effects were observed, and another IC training program consisting of go/nogo, flanker, and stop-signal tasks did not generalize to a Stroop-like task in preschoolers (Thorell et al., 2009).”
BackgroundMethodResultInfluentialIntelligence: New findings and theoretical developments
Nisbett, R. E., Aronson, J., Blair, C., Dickens, W., Flynn, J., Halpern, D. F., & Turkheimer, E. (2012) · American Psychologist · doi:10.1037/a0026699 · Cited by 968 · cited 1× · see citing works
“This finding corroborates earlier work demonstrating a positive relationship between schooling and cognitive ability (Brod, et al., 2017; Ceci, 1991, see also Nisbett, 2013; Nisbett et al., 2012).”
ResultAdaptive training leads to sustained enhancement of poor working memory in children
Holmes, J., Gathercole, S. E., & Dunning, D. L. (2009) · Developmental Science · doi:10.1111/j.1467-7687.2009.00848.x · Cited by 961 · see citing works
Melby-Lervåg, M., Redick, T. S., & Hulme, C. (2016) · Perspectives on Psychological Science · doi:10.1177/1745691616635612 · Cited by 910 · see citing works
Ceci, S. J. (1991) · Developmental Psychology · doi:10.1037/0012-1649.27.5.703 · Cited by 837 · cited 2× · see citing works
“Researchers have suggested that education and schooling affect performance in cognitive tasks assessing EF (e.g., Baker et al., 2015; Brod, Bunge, & Shing, 2017; Ceci, 1991).”
BackgroundResultShort- and long-term benefits of cognitive training
Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Shah, P. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1103228108 · Cited by 769 · cited 3× · see citing works
“Finally, given that earlier work with children has shown that training-related gains can persist for three months (Jaeggi et al., 2011; Klingberg, Forssberg, & Westerberg, 2002; Karbach, Strobach, & Schubert, 2015), we also tested for any longitudinal effects of training three months after the posttest.”
BackgroundInfluentialSelf-citationRaver, C. C., Jones, S. M., Li-Grining, C., Zhai, F., Bub, K., & Pressler, E. (2011) · Child Development · doi:10.1111/j.1467-8624.2010.01561.x · Cited by 754 · cited 1× · see citing works
“In addition, studies have provided evidence that the development of EF might be fostered by specific school-related requirements in early primary school children (e.g., Blair & Raver, 2014; Burrage et al., 2008; Diamond, Barnett, Thomas, & Munro, 2007; Raver et al., 2008, 2011).”
BackgroundFlexible neural mechanisms of cognitive control within human prefrontal cortex.
Braver, T. S., Paxton, J. L., Locke, H. S., & Barch, D. M. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0808187106 · Cited by 689 · 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 · see citing works
Self-citationSchmiedek (2010) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2010.00027 · Cited by 607 · see citing works
Karbach, J., & Verhaeghen, P. (2014) · Psychological Science · doi:10.1177/0956797614548725 · Cited by 589 · see citing works
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 492 · see citing works
Training and Stroop-like interference: Evidence for a continuum of automaticity.
MacLeod, C. M., & Dunbar, K. N. (1988) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037//0278-7393.14.1.126 · Cited by 445 · cited 1× · see citing works
“…improvements are consistent with previous findings that demonstrated improvements in stop-signal task performance (Berkman et al., 2014), go/nogo and flanker performance (Thorell et al., 2009), as well as Stroop performance (Dulaney & Rogers, 1994; MacLeod, 1998; MacLeod & Dunbar, 1988).”
ResultRaver, C. C., Jones, S. M., Li-Grining, C. P., Metzger, M. W., Champion, K. M., & Sardin, L. (2007) · Early Childhood Research Quarterly · doi:10.1016/j.ecresq.2007.09.001 · Cited by 441 · cited 1× · see citing works
“In addition, studies have provided evidence that the development of EF might be fostered by specific school-related requirements in early primary school children (e.g., Blair & Raver, 2014; Burrage et al., 2008; Diamond, Barnett, Thomas, & Munro, 2007; Raver et al., 2008, 2011).”
BackgroundDevelopment of hot and cool executive function during the transition to adolescence
Prencipe, A., Kesek, A., Cohen, J., Lamm, C., Lewis, M. D., & Zelazo, P. D. (2011) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2010.09.008 · Cited by 433 · cited 1× · see citing works
“Outcome Measures Backward Digit Span Task (BDST; Prencipe et al., 2011; Wechsler, 1991).”
MethodThe role of individual differences in cognitive training and transfer
Jaeggi, S. M., Buschkuehl, M., Shah, P., & Jonides, J. (2014) · Memory & Cognition · doi:10.3758/s13421-013-0364-z · Cited by 432 · see citing works
Self-citationAlderson, R. M., Rapport, M. D., & Kofler, M. J. (2007) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-007-9131-6 · Cited by 426 · see citing works
Human relational memory requires time and sleep
Ellenbogen, J. M., Hu, P. T., Payne, J. D., Titone, D., & Walker, M. P. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0700094104 · Cited by 415 · see citing works
Blair, C., & Raver, C. C. (2014) · PLoS ONE · doi:10.1371/journal.pone.0112393 · Cited by 391 · see citing works
Verbruggen, F., Chambers, C. D., & Logan, G. D. (2013) · Psychological Science · doi:10.1177/0956797612457390 · Cited by 386 · see citing works
Working memory training improves reading processes in typically developing children.
Loosli, S. V., Buschkuehl, M., Perrig, W. J., & Jaeggi, S. M. (2012) · Child Neuropsychology · doi:10.1080/09297049.2011.575772 · Cited by 365 · cited 4× · see citing works
“Children in the WM training group improved decisively in the trained task, which is in line with previous research (Karbach et al., 2015; Loosli et al., 2012).”
ResultInfluentialChein, J. M., & Morrison, A. B. (2010) · Psychonomic Bulletin & Review · doi:10.3758/pbr.17.2.193 · Cited by 362 · cited 1× · see citing works
“…related to WM does not only improve performance in the trained tasks, but also generalize to untrained tasks, such as reading comprehension (e.g., Chein & Morrison, 2010), or fluid reasoning (e.g., Jaeggi, Buschkuehl, Jonides, & Perrig, 2008; Klingberg et al., 2005; Schmiedek, Lövdén, &…”
BackgroundWorking 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
Alloway, T. P., Gathercole, S. E., Adams, A., Willis, C., Eaglen, R., & Lamont, E. (2005) · British Journal of Developmental Psychology · doi:10.1348/026151005x26804 · Cited by 347 · cited 1× · see citing works
“In children, EF is closely related to scholastic achievement (e.g., Alloway et al., 2005; Alloway & Alloway, 2010) and school-related behaviors (Alloway, Gathercole, Kirkwood, & Elliott, 2009; Gathercole, Lamont, & Alloway, 2006).”
BackgroundRueda, M. R., Checa, P., & Cómbita, L. M. (2012) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2011.09.004 · Cited by 331 · cited 7× · see citing works
“Similarly, Rueda, Checa, and Combita (2012) trained 5-year-old children with the same training program that included a Stroop-like task.”
BackgroundMethodResultInfluentialWorking Memory in the Classroom
Gathercole, S. E., Lamont, E., & Alloway, T. P. (2006) · Elsevier eBooks · doi:10.1016/b978-012554465-8/50010-7 · Cited by 309 · see citing works
Evaluating Self-Generated Information: Anterior Prefrontal Contributions to Human Cognition.
Kalina Christoff, A., Ream, J. M., Geddes, L. P. T., & Gabrieli, J. D. E. (2003) · Behavioral Neuroscience · doi:10.1037/0735-7044.117.6.1161 · Cited by 306 · see citing works
Inductive Reasoning: A Training Approach
Klauer, K. J., & Phye, G. D. (2008) · Review of Educational Research · doi:10.3102/0034654307313402 · Cited by 305 · cited 1× · see citing works
“Another possibility that does not exclude the previous one could be that children learn how to implement and translate their newly acquired skills in other situations over time, indicating changes in ‘underlying competence’ that go beyond mere practice effects (Klauer & Phye, 2008).”
BackgroundTraining and Stroop-like interference: Evidence for a continuum of automaticity.
MacLeod, C. M., & Dunbar, K. N. (1988) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.14.1.126 · Cited by 280 · see citing works
Marsman, M., & Wagenmakers, E.-J. (2017) · European Journal of Developmental Psychology · doi:10.1080/17405629.2016.1259614 · Cited by 267 · see citing works
Training attentional control and working memory – Is younger, better?
Wass, S. V., Scerif, G., & Johnson, M. H. (2012) · Developmental Review · doi:10.1016/j.dr.2012.07.001 · Cited by 235 · see citing works
Dissociable influences of reward motivation and positive emotion on cognitive control
Chiew, K. S., & Braver, T. S. (2014) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/s13415-014-0280-0 · Cited by 210 · cited 1× · see citing works
“Thus, we used the Behavioral Shift Index (BSI) as the dependent variable (Braver, Paxton, Locke, & Barch, 2009; Chiew & Braver, 2014; Maraver, Bajo, & Gomez-Ariza, 2016)1.”
Methodvan Aar, J., Leijten, P. H. O., de Castro, B. O., & Overbeek, G. J. (2016) · Clinical Psychology Review · doi:10.1016/j.cpr.2016.11.006 · Cited by 209 · see citing works
Braver, T. S., Satpute, A. B., Rush, B. K., Racine, C. A., & Barch, D. M. (2005) · Psychology and Aging · doi:10.1037/0882-7974.20.1.33 · Cited by 202 · see citing works
van der Molen, M. J., Luit, J. E. H. V., van der Molen, M. J., Klugkist, I., & Jongmans, M. J. (2010) · Journal of Intellectual Disability Research · doi:10.1111/j.1365-2788.2010.01285.x · Cited by 186 · cited 1× · see citing works
“In the cognitive training field, Van der Molen et al. (2010) found that transfer effects from WM training to short-term memory, scholastic abilities and story recall appeared ten weeks after training in adolescents with mild to borderline intellectual disabilities.”
BackgroundAdaptive working-memory training benefits reading, but not mathematics in middle childhood
Karbach, J., Strobach, T., & Schubert, T. (2015) · Child Neuropsychology · doi:10.1080/09297049.2014.899336 · Cited by 183 · cited 1× · see citing works
“Children in the WM training group improved decisively in the trained task, which is in line with previous research (Karbach et al., 2015; Loosli et al., 2012).”
ResultTraining-induced changes in inhibitory control network activity.
Berkman, E. T., Kahn, L. E., & Merchant, J. S. (2014) · The Journal of Neuroscience · doi:10.1523/jneurosci.3564-13.2014 · Cited by 179 · cited 3× · see citing works
“The first stop trial started with a 250ms delay, and the subsequent trials were adjusted by adding or subtracting 50ms in the case of successful or failed inhibition, respectively (Berkman et al., 2014).”
MethodResultInfluentialMechanisms underlying reduction in Stroop interference with practice for young and old adults.
Dulaney, C. L., & Rogers, W. A. (1994) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.20.2.470 · Cited by 174 · cited 1× · see citing works
“…improvements are consistent with previous findings that demonstrated improvements in stop-signal task performance (Berkman et al., 2014), go/nogo and flanker performance (Thorell et al., 2009), as well as Stroop performance (Dulaney & Rogers, 1994; MacLeod, 1998; MacLeod & Dunbar, 1988).”
ResultEducation and cognitive development: A natural experiment.
Morrison, F. J., Smith, L., & Ehrensberger‐Dow, M. (1995) · Developmental Psychology · doi:10.1037/0012-1649.31.5.789 · Cited by 171 · see citing works
Macleod, C. M. (1998) · Memory & Cognition · doi:10.3758/bf03201133 · Cited by 166 · cited 2× · see citing works
“, 2009), as well as Stroop performance (Dulaney & Rogers, 1994; MacLeod, 1998; MacLeod & Dunbar, 1988).”
ResultSustained and “Sleeper” Effects of Group Metacognitive Training for Schizophrenia
Moritz, S., Veckenstedt, R., Andreou, C., Bohn, F., Hottenrott, B., Leighton, L., Köther, U., Woodward, T. S., Treszl, A., Menon, M., et al. (2014) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2014.1038 · Cited by 165 · see citing works
Mechanisms underlying reduction in Stroop interference with practice for young and old adults.
Dulaney, C. L., & Rogers, W. A. (1994) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037//0278-7393.20.2.470 · Cited by 149 · see citing works
Is preschool executive function causally related to academic achievement?
Willoughby, M. T., Kupersmidt, J. B., & Voegler‐Lee, M. E. (2011) · Child Neuropsychology · doi:10.1080/09297049.2011.578572 · Cited by 149 · see citing works
Weicker, J., Villringer, A., & Thöne-Otto, A. (2016) · Neuropsychology · doi:10.1037/neu0000227 · Cited by 147 · see citing works
Inducing Proactive Control Shifts in the AX-CPT
Gonthier, C., Macnamara, B. N., Chow, M., Conway, A. R. A., & Braver, T. S. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01822 · Cited by 144 · cited 2× · see citing works
“…leading to an increase in BX errors and a decrease in AY errors (Table S1), along with relatively lower BSI error scores in this group, and as such, preventing the maturational shift from reactive to proactive processes (Gonthier et al., 2016; Lucenet & Blaye, 2014; Chevalier et al., 2014).”
BackgroundEffects of environmental support and strategy training on older adults’ use of context.
Paxton, J. L., Barch, D. M., Storandt, M., & Braver, T. S. (2006) · Psychology and Aging · doi:10.1037/0882-7974.21.3.499 · Cited by 132 · see citing works
Backwards digit recall: A measure of short-term memory or working memory?
Clair‐Thompson, H. S. (2009) · The European Journal of Cognitive Psychology · doi:10.1080/09541440902771299 · Cited by 130 · see citing works
Age- and Schooling-Related Effects on Executive Functions in Young Children: A Natural Experiment
Burrage, M. S., Ponitz, C. C., McCready, E. A., Shah, P., Sims, B. C., Jewkes, A. M., & Morrison, F. J. (2008) · Child Neuropsychology · doi:10.1080/09297040701756917 · Cited by 118 · cited 4× · see citing works
“This pattern remained the same at posttest, however, at follow-up, also the kindergarten control group caught up with the schooling and WM training groups, the changes over the course of the study might reflect a general maturation and/or regression to the mean phenomenon rather than schooling (or targeted training),…”
BackgroundMethodResultInfluentialAu, J., Buschkuehl, M., Duncan, G. J., & Jaeggi, S. M. (2015) · Psychonomic Bulletin & Review · doi:10.3758/s13423-015-0967-4 · Cited by 112 · cited 1× · see citing works
“Despite these encouraging findings, such transfer effects are often small and not consistent across studies (cf. Au et al., 2016, 2015; Karbach, & Verhaeghen, 2014; Melby-Lervåg & Hulme, 2013; Melby-Lervåg, Redick, & Hulme, 2016; Soveri, Antfolk, Karlsson, Salo, & Laine, 2017; Weicker, Villringer,…”
Self-citationTraining and transfer effects of response inhibition training in children and adults
Zhao, X., Chen, L., & Maes, J. H. R. (2018) · Developmental Science · doi:10.1111/desc.12511 · Cited by 98 · see citing works
Baker, D. P., Eslinger, P. J., Benavides, M., Peters, E. M., Dieckmann, N. F., & León, J. (2015) · Intelligence · doi:10.1016/j.intell.2015.01.003 · Cited by 97 · cited 1× · see citing works
“Researchers have suggested that education and schooling affect performance in cognitive tasks assessing EF (e.g., Baker et al., 2015; Brod, Bunge, & Shing, 2017; Ceci, 1991).”
BackgroundTraining on Working Memory and Inhibitory Control in Young Adults
Maraver, M. J., Bajo, M. T., & Gomez-Ariza, C. J. (2016) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2016.00588 · Cited by 96 · see citing works
Brod, G., Bunge, S. A., & Shing, Y. L. (2017) · Psychological Science · doi:10.1177/0956797617699838 · Cited by 96 · see citing works
Lucenet, J., & Blaye, A. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00831 · Cited by 95 · see citing works
Karbach, J., Könen, T., & Spengler, M. (2017) · Journal of Cognitive Enhancement · doi:10.1007/s41465-017-0054-z · Cited by 87 · see citing works
Chevalier, N., James, T. D., Wiebe, S. A., Nelson, J. M., & Espy, K. A. (2014) · Developmental Psychology · doi:10.1037/a0036644 · Cited by 72 · cited 3× · see citing works
“…leading to an increase in BX errors and a decrease in AY errors (Table S1), along with relatively lower BSI error scores in this group, and as such, preventing the maturational shift from reactive to proactive processes (Gonthier et al., 2016; Lucenet & Blaye, 2014; Chevalier et al., 2014).”
BackgroundResultSegretin, M. S., Lipina, S. J., Hermida, M. J., Sheffield, T. D., Nelson, J. M., Espy, K. A., & Colombo, J. A. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00205 · Cited by 70 · cited 2× · see citing works
“, 2011; Jaeggi, Karbach, & Strobach, 2017; Karbach, Koenen, & Spengler, 2017), and furthermore, children from low SES backgrounds seem to show especially large improvements in EF after targeted training, presumably since they are at a higher risk of having deficits in those areas, and consequentially, they have more r…”
BackgroundOptimizing Transcranial Direct Current Stimulation Protocols to Promote Long-Term Learning
Au, J., Karsten, C. A., Buschkuehl, M., & Jaeggi, S. M. (2017) · Journal of Cognitive Enhancement · doi:10.1007/s41465-017-0007-6 · Cited by 61 · see citing works
Self-citationDomain-specific and domain-general training to improve kindergarten children’s mathematics
Ramani, G. B., Jaeggi, S. M., Daubert, E. N., & Buschkuehl, M. (2017) · Journal of Numerical Cognition · doi:10.5964/jnc.v3i2.31 · Cited by 59 · cited 1× · see citing works
“Although issues with reliability are not uncommon when assessing cognitive functions in early childhood (e.g., Ramani et al., 2017), the fact that we used difference scores consisting of measures that were made up by relatively few trials might have been especially detrimental for reliability (see…”
MethodSelf-citationGeneralizing memories over time: Sleep and reinforcement facilitate transitive inference
Werchan, D. M., & Gómez, R. L. (2012) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2012.12.006 · Cited by 54 · cited 1× · see citing works
“Indeed, several studies have shown that a testing delay enhances children's learning and memory formation, eliminating interference and indicating consolidation (Darby & Sloutsky, 2015; Ellenbogen, Hu, Payne, Titone, & Walker, 2007; Werchan & Gómez, 2013).”
BackgroundCognitive Priming and Cognitive Training: Immediate and Far Transfer to Academic Skills in Children
Wexler, B. E., Iseli, M., Leon, S., Zaggle, W., Rush, C., Goodman, A., Esat Imal, A., & Bo, E. (2016) · Scientific Reports · doi:10.1038/srep32859 · Cited by 46 · cited 2× · see citing works
“, 2007) and game-like training programs (Wexler et al., 2016) that include aspects of IC which have been successful, there are almost no studies to date that used computerized interventions in early childhood, and furthermore, the reported training and transfer effects have been inconsistent.”
BackgroundSources of Working Memory Deficits in Children and Possibilities for Remediation
Minear, M. E., & Shah, P. (2006) · Elsevier eBooks · doi:10.1016/b978-012554465-8/50012-0 · Cited by 39 · cited 1× · see citing works
“Deficits in EF are thought to be an important cause of cognitive impairment in children with attention deficit hyperactivity disorder (ADHD; Alderson, Rapport, & Kofler, 2007), and other learning disabilities (Minear & Shah, 2006).”
BackgroundEditorial Special Topic: Enhancing Brain and Cognition Through Cognitive Training
Jaeggi, S. M., Karbach, J., & Strobach, T. (2017) · Journal of Cognitive Enhancement · doi:10.1007/s41465-017-0057-9 · Cited by 26 · see citing works
Self-citationKroesbergen, E. H., Noordende, J. E. V. '., & Kolkman, M. E. (2012) · Springer eBooks · doi:10.1007/978-94-007-4086-0_16 · Cited by 19 · see citing works
Schooling Makes You Smarter: What Teachers Need to Know about IQ.
Nisbett, R. E. (2013) · The American Educator · Cited by 14 · see citing works
Darby, K., & Sloutsky, V. M. (2015) · Psychological Science · doi:10.1177/0956797615607350 · Cited by 14 · cited 1× · see citing works
“Indeed, several studies have shown that a testing delay enhances children's learning and memory formation, eliminating interference and indicating consolidation (Darby & Sloutsky, 2015; Ellenbogen, Hu, Payne, Titone, & Walker, 2007; Werchan & Gómez, 2013).”
Background
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BackgroundCoding in Primary Grades Boosts Children’s Executive Functions
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“Testing the Effects of Coding on EF Some studies have focused on the general effects of schooling on EFs (Brod et al., 2017; Zhang et al., 2019).”
BackgroundThe Causal Impact of Schooling on Children’s Development: Lessons for Developmental Science
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Self-citationNarrowing the achievement gap in low-achieving children by targeted executive function training
Wang, C., Jaeggi, S. M., Yang, L., Zhang, T., He, X., Buschkuehl, M., & Zhang, Q. (2019) · Journal of Applied Developmental Psychology · doi:10.1016/j.appdev.2019.06.002 · Cited by 39 · see citing works
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Self-citationPoon, K., Ho, M. S. H., & Chou, K. (2022) · Heliyon · doi:10.1016/j.heliyon.2022.e11121 · Cited by 23 · see citing works
Hu, Q., Zhou, Y., Xu, C., Xu, C., Hu, F., English, A. S., Buschkuehl, M., Jaeggi, S. M., & Zhang, Q. (2024) · Journal of Youth and Adolescence · doi:10.1007/s10964-024-01941-8 · Cited by 19 · see citing works
“For instance, previous research has shown that fl uid intelligence predicts various aspects of executive function, such as working memory and inhibitory control (Zhang et al., 2019).”
InfluentialSelf-citationHow Does Education Hone Reasoning Ability?
Bunge, S. A., & Leib, E. R. (2020) · Current Directions in Psychological Science · doi:10.1177/0963721419898818 · Cited by 15 · see citing works
“A more recent study showed better reasoning among first graders than kindergarteners of roughly the same age (Zhang et al., 2019).”
Zhang, B., & Robb, N. (2021) · SAGE Open · doi:10.1177/21582440211014507 · Cited by 15 · see citing works
“This evidence indicates that working memory is malleable and can be improved by repeatedly engaging in cognitive training (Shipstead et al., 2012; Zhang et al., 2019), even in participants with no previous deficits (Tulbure & Siberescu, 2013).”
BackgroundWeissheimer, J., Fujii, R. C., & de Souza, J. G. M. (2019) · Ilha do Desterro A Journal of English Language Literatures in English and Cultural Studies · doi:10.5007/2175-8026.2019v72n3p85 · Cited by 14 · see citing works
“Together, our findings of the effects of targeted cognitive training on EFs are in line with those of Zhang et al. (2018), which showed that children had pronounced gains in the trained working memory and inhibitory control tasks.”
ResultDePascale, M., Feng, Y., Lin, G. C., Barkin, R., Akhavein, K., Tavassolie, N. S., Ghil, E., Gaye, F., Buschkuehl, M., Ramani, G. B., et al. (2023) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2023.102252 · Cited by 14 · see citing works
Self-citationLiu, H., Qi, Y., Zhang, H., Liang, Y., Lu, L., Zhou, J., Zhang, T., & Yu, X. (2023) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2022.105603 · Cited by 10 · see citing works
Father– and Mother–Child Reminiscing About Past Pain and Young Children’s Cognitive Skills
Lund, T., Pavlova, M., Kennedy, M., Graham, S. A., Peterson, C., Dick, B. D., & Noel, M. E. (2021) · Journal of Pediatric Psychology · doi:10.1093/jpepsy/jsab006 · Cited by 9 · see citing works
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Xiao, W., & Jiang, Z. (2024) · BMC Psychology · doi:10.1186/s40359-024-01931-2 · Cited by 8 · see citing works
Phillips, E. M., Brock, R. L., James, T. D., Nelson, J. M., Mason, W. A., Espy, K. A., & Nelson, T. D. (2023) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.13775 · Cited by 7 · see citing works
The relation between effortful control and executive function training in preschoolers
Dong, P., Li, W., Hu, Q., Wu, T., Jiang, Y., Jin, H. C., Xu, C., Buschkuehl, M., Jaeggi, S. M., & Zhang, Q. (2023) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2023.105778 · Cited by 8 · see citing works
Self-citationCognitive Training in the Domain of Mathematics for Potentially Gifted Children in Primary School
Vreeze-Westgeest, M. D., & Vogelaar, B. (2022) · Education Sciences · doi:10.3390/educsci12020127 · Cited by 7 · see citing works
Conley, K. T., & Nadler, D. R. (2022) · Psi Chi Journal of Psychological Research · doi:10.24839/2325-7342.jn27.1.21 · Cited by 8 · see citing works
Poon, K., Ho, M. S. H., Wang, L., Lee, H. M., Lau, W. K., & Chan, W. W. L. (2024) · BMC Psychology · doi:10.1186/s40359-024-02065-1 · Cited by 8 · see citing works
“Many studies [99, 100] have confirmed that executive functions are malleable and can be enhanced through regular practice and engagement in self-regulatory activities.”
BackgroundZhou, Y., Yu, N. X., Liang, Z., Feng, S., & Zhang, Q. (2024) · Journal of Adolescence · doi:10.1002/jad.12392 · Cited by 7 · see citing works
Self-citationHe, W., Hu, Q., Wang, J., Rao, Y., Cheng, C., Fang, P., Zhang, Q., & Lu, Y.-R. (2025) · Behavioral Sciences · doi:10.3390/bs15020145 · Cited by 5 · see citing works
“Stroop task (Zhang et al., 2019).”
Self-citationVandecruys, F., Vandermosten, M., & Smedt, B. D. (2024) · Developmental Science · doi:10.1111/desc.13557 · Cited by 9 · see citing works
Impaired Reactive Control But Preserved Proactive Control in Hyperactive Children
Huang, Y., Liu, Y., Hu, Q., & Zhang, Q. (2024) · Journal of Attention Disorders · doi:10.1177/10870547241261536 · Cited by 4 · see citing works
Self-citationPoon, K., Ho, M. S. H., Chu, P. C. K., & Chou, K. (2020) · Journal of Cognitive Psychology · doi:10.1080/20445911.2020.1839082 · Cited by 4 · see citing works
Crenshaw, K. C., & Miller, S. E. (2022) · Psi Chi Journal of Psychological Research · doi:10.24839/2325-7342.jn27.1.81 · Cited by 5 · see citing works
Jiang, H., Johnstone, S. J., & Lu, J. (2022) · Children · doi:10.3390/children9101501 · Cited by 7 · see citing works
“These approaches can also facilitate the learning process in young children with typical development [10,11].”
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Learning and education in numerical cognition: We do need education
Smedt, B. D. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-817414-2.00008-7 · Cited by 3 · see citing works
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“The original score of the standard test was the indicator of fluid intelligence (Zhang et al., 2019 ).”
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“Accordingly, there has been increasing interest in identifying training programs that improve executive functions in children (Kray and Dörrenbächer, 2020; Rueda et al., 2005; Zhang et al., 2019).”
Musical Training Enhances Inhibitory Control in Adolescence
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- Authors
- Zhang, Q., Wang, C., Zhao, Q., Yang, L., Buschkuehl, M., & Jaeggi, S. M.
- Affiliations
- Zhejiang University (CN)
- Hangzhou No. 4 High School Hangzhou China
- MIND Research Institute (US)
- University of California, Irvine (US)
- Corresponding author
- Jaeggi, Susanne M.
- Venue
- Developmental Science
- Publisher
- Wiley
- Published
- 2018-10-08
- Volume
- 22
- Issue
- 2
- Pages
- e12748-e12748
- ISSN
- 1363-755X (ISSN-L)
- 1467-7687
- PMC
- PMC6408936
- OpenAlex
- W2889010917
- Semantic Scholar
- d1e01454757c99c52d80427d6e75152e62eaa620
- Cited by
- 61
- References
- 84
- Citations by year
- 2026: 9 · 2025: 5 · 2024: 11 · 2023: 4 · 2022: 13 · 2021: 7 · 2020: 6 · 2019: 5 · 2018: 1
- FWCI
- 6.22
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Locations
- Developmental Science (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- National Natural Science Foundation of China (31100753)
- National Institute on Aging (1K02AG054665)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Developmental and Educational Neuropsychology
- Social Sciences › Education › Early Childhood Education and Development
- Keywords
- executive function, early childhood, schooling effects, working memory training, inhibitory control training, fluid intelligence, kindergarten, first grade, transfer of training, cognitive intervention
- MeSH terms
- Academic Success, Child, Child, Preschool, Cognition, Education, Female, Humans, Inhibition, Psychological, Intelligence, Male, Memory, Short-Term, Schools, Young Adult, Executive Function
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