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Engagement in sports is associated with cognitive and academic functioning in youth. However, heterogenous methodology has resulted in mixed findings across the literature. We propose a new method for investigating how sports activity may affect cognition through metabolic equivalents (MET)-minutes per week during sports engagement and compare it against total number of sports engaged.
Methods:
Using the Adolescent Brain Cognitive Development Study, 9,973 children between the ages of 9 and 10 years old were included. Parent report of children’s engagement in sports over the past year were utilized to calculate total MET-minutes per week. Youth participants completed the National Institutes of Health Toolbox. Generalized Additive Mixed Models were run to examine the relationship between MET-minutes on cognition, while controlling for Body Mass Index. The contribution of MET-minutes compared to total count of sports on cognitive performance were compared using Akaike Information Criterion values.
Results:
Both total MET-minutes per week and past-year total sports were non-linearly associated with increased performance on multiple tasks of executive functioning and decreased expressive vocabulary. MET-minutes were shown to contribute more robustly to models of cognition than total number of sports.
Conclusions:
Past year MET-minutes per week was associated with increased cognitive performance, particularly in the domain of executive functioning, and was more sensitive to differences in cognition in contrast to total sports engagement. Indicating that greater measurement sensitivity for physical activity may increase predictive power on cognitive performance outcomes. Our findings provide more support for increasing physical activity in youth to promote cognitive trajectories.
More than two decades ago, normative data for two interference indices (Error Interference Effect, EIE; Time Interference Effect, TIE) from a short form of the Stroop Color–Word Test (SCWT-SF) were established in Italy. The present study aimed to update the normative data for the Italian SCWT-SF by extending the assessment beyond interference indices to include completion times and error counts across the three task conditions, namely Word Reading (W), Color Naming (C), and Color–Word Interference (CW), and to provide evidence supporting its construct validity.
Methods:
N = 317 healthy adults (195 females; age: 62.79 ± 11.97 years, range = 40–89; education 13.17 ± 4.03 years, range = 5–23) completed the SCWT-SF (3 color; 30 items per condition) and a test battery assessing processing speed (Psychomotor Speed Test; Trail-Making Test – Part A) and executive functioning (EF) (Saccade and Antisaccade Test; Digit Ordering Test; Trail-Making Test – Part B). Norms were derived for each SCWT-SF measure using the Equivalent Score method. Correlational analyses explored construct validity.
Results:
Older age and lower education negatively affected SCWT-SF scores. Female sex was associated with lower completion times on C condition. No predictors emerged for errors in W condition. Word-reading and color-naming outcomes were associated with measures of processing speed, while the CW condition and interference indices with tests of inhibitory control, working memory, and set-shifting.
Conclusions:
We provided updated, regression-based normative data for the Italian SCWT-SF, encompassing individual scores across its three conditions and the original interference indices, and evidence supporting its convergent validity with measures of processing speed and EF.
Estimating functional independence is a critical component of neuropsychological evaluations in older adults. Commonly, three methods are used to estimate a patient’s ability to engage in instrumental activities of daily living (IADLs): (1) rating scales of functional independence and (2) performance-based measures comprising IADL tasks (reflecting two face-valid approaches), and (3) performance-based measures of executive functions (EF; reflecting a more theory-based approach). The purpose of the present study was to compare these three methods’ abilities to predict independent IADL capacity at home.
Method:
Community-dwelling older adults (n = 114) completed self-report and performance-based measures of IADLs, as well as traditional tests of EF at baseline. Following, participants completed the DAILIES protocol comprising 3 weeks of IADL tasks (e.g., paying bills, rescheduling appointments, etc.) performed independently at home.
Results:
Analyses showed that (a) EF performance speed and self-reported IADLs emerged as unique predictors (i.e., beyond each other) of the accuracy of the DAILIES task completion, and (b) EF performance speed also accounted for variance in the timeliness of DAILIES task completion. These relationships held beyond general cognitive status. However, receiver operating characteristic (ROC) analyses revealed that only EF performance speed had utility in identifying participants with below average accuracy and timeliness on the DAILIES protocol.
Conclusion:
These findings suggest that traditionally measured EF may have more incremental utility than at least some more face-valid predictors (i.e., certain performance-based or self-reported IADLs) in predicting independent IADL capacity at home, at least among older adults without a diagnosis of a cognitive disorder.
Prenatal maternal stress is a known risk factor for later emotional problems, yet not all exposed offspring develop psychopathology. Executive functioning and prefrontal cortex structure and activity may buffer these effects, but it remains unclear whether genetic predispositions in these domains moderate associations with adolescent internalizing symptoms.
Methods
We examined 3,111 adolescents (1,881 females, 1,230 males). Prenatal stress was measured via a cumulative index across four domains. Internalizing symptoms were self-reported at ages 14 and 16. Genetic predisposition for executive functioning was indexed using a polygenic score (PGS) derived from adult samples, applied here to estimate genetic predisposition for executive functioning in adolescence. We also estimated a prefrontal cortex PGS based on cortical thickness and activation in six prefrontal regions, with a composite index derived from the first principal axis summarizing these measures.
Results
Higher prenatal stress was significantly associated with more internalizing symptoms in adolescence. Female sex and maternal genetic risk for internalizing symptoms were also associated with higher symptom levels. Neither genetic disposition for executive functioning nor prefrontal cortex moderated this association overall. However, a weak interaction emerged at age 16, indicating that a genetic disposition for higher executive functioning was associated with greater internalizing symptoms under high stress exposure.
Conclusions
Prenatal maternal stress predicted increased adolescent internalizing symptoms, with limited evidence for moderation by genetic predisposition for executive functioning. Higher genetic potential for executive functioning may confer increased sensitivity to early stress under certain developmental conditions.
Although closely linked in typically developing children, cognitive and language development may diverge in IA children – particularly when they arrive already speaking their birth language. In such cases, cognitive growth may outpace language acquisition in the new linguistic environment. This chapter examines the relevant literature, synthesizing findings from studies that illuminate these dynamics. Special attention is given to the contributions of IA individuals – especially those who enter their new homes with relative proficiency in their mother tongue – to our understanding of the interplay between language and cognition. Assessing the extent to which cognitive deficits resulting from institutional care can be mitigated, and whether such improvements are sustained over time, is essential not only for advancing theoretical knowledge of cognitive development but also for informing effective policies regarding the care of children without parental support.
Executive function (EF) deficits are consistently linked to psychopathology symptoms, though the mechanisms linking poor EF to symptom expression remain unclear.
Methods
The study used the Research Domain Criteria (RDoC) approach to examine relationships between teacher-reported latent psychopathology symptoms, including a general psychopathology factor (P-Factor), and EF in young children with emerging mental health problems. Participants were 804 children (70.8% male; aged 49–89 months) referred by their teachers for cognitive, emotional, or behavioral problems at school. To assess psychopathology, teachers completed the Strengths and Difficulties Questionnaire (SDQ). EF measures included inhibition, cognitive flexibility, working memory, sustained attention, and episodic memory, assessed using the NIH Toolbox, Automated Working Memory Assessment, and the Amsterdam Neuropsychological Test battery.
Results
Structural equation modeling (incorporating confirmatory factor analysis) showed reasonable model fit and supported a P-Factor structure. Correlational analyses explored EF–psychopathology associations, followed by a sensitivity analysis controlling for sex. We observed patterns of cognitive processes that showed inverse associations between EF performance and specific clinical problems. Sustained attention was positively associated with emotional problems but negatively associated with hyperactivity problems. Sex-stratified analyses revealed distinct patterns, with inhibition problems strongly linked to conduct and hyperactivity problems, but in females only.
Conclusions
The findings support poor EF as a transdiagnostic risk factor associated with incremental vulnerability for childhood psychopathology. Divergent findings for sustained attentional processes suggest they can be adaptive in some contexts but maladaptive in others. Screening for EF difficulties in children could enhance early identification and inform interventions.
This chapter examines the interaction between working memory and emotional wellbeing, highlighting the value of counselling for individuals with dyslexia. The authors stress that working-memory limitations not only affect academic or occupational performance but also contribute to emotional stress, frustration, and anxiety – especially when these difficulties are misunderstood or misattributed. Drawing on psychological theory and clinical experience, the chapter outlines how counselling can support clients in building self-awareness, managing emotional responses, and developing practical coping strategies. The therapeutic process often involves education about thinking, helping individuals understand how working-memory deficits affect their behaviour, and reframing past negative experiences in a more constructive light. Stress, anxiety, and low confidence can exacerbate cognitive overload, creating a feedback loop of underperformance and distress. Counselling can break this cycle by fostering emotional regulation and building self-efficacy. The chapter underscores the importance of a client-centred, non-pathologising approach, where individuals feel listened to and empowered. It also stresses the need for mental health professionals to understand cognitive profiles so that therapeutic interventions are tailored and relevant. Overall, the integration of cognitive and emotional support is shown to be key in helping individuals with dyslexia live more confident, adaptive lives.
Access to evidence-based psychosocial interventions for adults with attention-deficit/hyperactivity disorder (ADHD) remains limited, despite strong patient demand for nonpharmacological options such as cognitive behavioral therapy (CBT). Digital interventions may offer a scalable, low-threshold solution to meet this need and complement existing care. This pragmatic randomized controlled trial evaluated the effectiveness of attexis, a fully self-guided digital intervention based on CBT and mindfulness principles, as an adjunct to treatment as usual (TAU). A total of 337 adults with confirmed ADHD were randomized to either attexis + TAU or TAU alone. The primary outcome was ADHD symptom severity (Adult ADHD Self-Report Scale total score) at 3 months post-randomization (T1). Secondary outcomes included functional impairment, depressive symptoms, self-esteem, and health-related quality of life. Follow-up was conducted at 6 months (T2). Intent-to-treat analyses showed significantly lower ADHD symptom severity in the intervention group at T1 (baseline-adjusted mean difference = −5.0 points; d = 0.85, p < .001). Significant improvements were also observed across all secondary outcomes, and effects remained stable at T2. Responder analyses confirmed the clinical relevance of the findings. Subgroup analyses demonstrated consistent effects across sex, medication use, psychotherapy status, and treatment changes. No adverse events related to attexis were reported. attexis was effective in reducing ADHD symptoms and improving a broad range of functional and psychosocial outcomes. As a safe, low-threshold, fully self-guided intervention, it may serve as a valuable adjunct to routine care and help address existing gaps in access to psychosocial treatment for adults with ADHD.
Although there are several evidence-based treatments for post-traumatic stress disorder (PTSD), up to half of patients do not experience significant symptom relief. Executive functioning (EF) impairment is believed to impede PTSD recovery and diminish treatment response, but is not directly targeted by traditional treatments. Cognitive training for EF has emerged as a promising treatment alternative for PTSD, but may only benefit certain patients. The present study aimed to identify, validate, and characterize the subgroup of patients with PTSD who respond to an EF training program.
Methods
Veterans with PTSD (N = 79) completed neuropsychological tests and a working memory task during functional magnetic resonance imaging scanning, followed by 16 sessions of an EF training program (working memory training [WMT]). Growth mixture modeling identified subgroups based on session-by-session working memory changes. Mixed-effects models then evaluated differences in spatial working memory and PTSD symptom improvement among these subgroups. Finally, the subgroups were compared on baseline neuropsychological performance and neural activity.
Results
Three subgroups were extracted, with one subgroup (labeled low-WM/steep improvement subgroup) exhibiting steeper working memory improvement across training and greater spatial working memory and PTSD symptom improvement following training. The low-WM/steep improvement subgroup was uniquely characterized by a combination of lower EF task performance and lower working memory-related neural activity at baseline.
Conclusions
WMT may be a promising alternative PTSD treatment for Veterans with EF impairments. Patients likely to benefit from WMT could be identified using a combination of neuropsychological and neuroimaging assessments, but further research is needed to confirm these indicators.
Advances in healthcare have significantly increased global life expectancy, but this progress comes with societal and individual costs, notably a rise in age-related diseases like dementia. Given the limited availability of pharmacological solutions for cognitive aging, the scientific community is exploring healthy life experiences that can mitigate aging by enhancing reserve—the ability to withstand neural damage and maintain cognitive function. This chapter reviews neuroscientific evidence for one such experience: bilingualism. Managing multiple languages can enhance executive functions such as attention, task-switching, and working memory, contributing to greater reserve. Studies show that bilingual individuals often experience a delayed onset of dementia symptoms compared to monolinguals, suggesting a protective effect on neurocognitive health. We explore the relationship between bilingualism and different sub-mechanisms of reserve, with a particular focus on neuroimaging studies.
We propose an account of neural mechanisms underlying the beneficial effects of bilingualism on aging. By combining different theoretical models, we argue that the neuroprotective effects result from bilingualism-induced neuroplastic changes, consistent with the reserve model. Finally, we discuss the broader socio-economic implications of these findings, emphasizing the importance of understanding connections between bilingualism and reserve development.
Chapter 14 presents the third application of MATLAB to behavioral sciences: conducting computerized experiments. Students learn basic experimental design before applying their programming knowledge from Chapters 1 to 11 to develop three experiments: the Flanker and N-Back tasks, and the Monty Hall probability puzzle. In the final, longest section of this chapter, students learn how to use the MATLAB add-on Psychtoolbox, which allows full control of and interaction with the screen, keyboard, mouse, and audio systems. The three experiments from earlier in the chapter are extended to incorporate Psychtoolbox functionality, and a new experiment, the Stroop task, concludes the chapter.
Executive functioning (EF) impairments are widely known to represent transdiagnostic risk factors of psychopathology. However, a recent alternative account has been proposed, according to which EF impairments emerge as consequences of psychopathology.
Methods
Using a longitudinal cross-lagged panel network analysis approach, we tested these competing theoretical accounts at different stages during adolescence. We used data from the Brazilian High-Risk Cohort Study for the Development of Childhood Psychiatric Disorders, in which 61% of individuals at wave 1 were selected due to their high risk for psychopathology. Participants were assessed across three assessment waves during early (wave 1: n = 1,992, mean age = 10.20 years) and middle adolescence (wave 2: n = 1,633, mean age = 13.48 years; wave 3: n = 1,439, mean age = 18.20 years). We examined associations between working memory, inhibitory control, and broad-band measures of psychopathology.
Results
During early adolescence, lower inhibitory control was a risk factor for externalizing problems that, in turn, predicted lower working memory capacity. During middle adolescence, bidirectional associations became more prominent: inhibitory control and working memory functioned as both risk factors and consequences. Externalizing problems both predicted and were predicted by poor inhibitory control. Internalizing and externalizing symptoms showed bidirectional associations over time. Externalizing problems predicted more internalizing symptoms, whereas internalizing symptoms predicted fewer externalizing problems during middle adolescence.
Conclusions
Our results corroborate dynamic theories that describe executive dysfunctions as precursors and consequences of psychopathology in middle adolescence.
Elevated maternal interleukin 6 (IL-6) during pregnancy has been associated with adverse fetal brain development and neurodevelopmental disorders, which often involve executive functioning (EF) impairments. However, the association between maternal IL-6 levels during pregnancy and EF remains largely unexplored.
Methods
The COPSYCH study is based on the prospective COPSAC2010 birth cohort of 700 mother-child pairs, recruited during pregnancy. The children’s executive functioning was assessed at age 10 using: (i) the Behavior Rating Inventory of Executive Function, Second Edition (BRIEF-2) parental questionnaire, and (ii) a comprehensive neuropsychological test battery. Maternal blood levels of IL-6 and hs-CRP were measured at gestational week 24. Associations between IL-6 (main analysis) and hs-CRP (secondary analysis) and EF in children at age 10 were investigated with regression models with extensive confounder adjustment.
Results
Six hundred and four children (86% of the cohort) completed the 10-year follow-up. Higher maternal IL-6 levels were significantly associated with less efficient parental-rated executive functioning in the children: BRIEF-2 Global Executive Composite score (p = 0.003), Behavior Regulation Index (p = 0.005), Emotion Regulation Index (p=0.04), and Cognitive Regulation Index (p=0.007). Interaction analysis with sex was significant (p-value=0.01) and exploratory analyses showed that IL-6 associations to BRIEF-2 were solely driven by boys. Associations between IL-6 and neuropsychological tests, as well as associations between hs-CRP and EF outcomes, were non-significant.
Conclusion
IL-6 during pregnancy was associated with less efficient everyday EF in children at age 10. If replicated, preventive strategies targeting inflammation in pregnancy may ameliorate adverse cognitive outcomes in offspring.
Mean levels of cognitive functioning typically do not show an association with self-reported cognitive fatigue in persons with multiple sclerosis (PwMS), but some studies indicate that cognitive variability has an association with cognitive fatigue. Additionally, coping has been shown to be a powerful moderator of some outcomes in multiple sclerosis (MS). To date, however, coping has not been considered as a possible moderator of the relationship between cognitive fatigue and cognitive variability in MS. The current study examined this relationship.
Method:
We examined 52 PwMS. All participants were administered the Fatigue Impact Scale, the Coping Orientation to Problems Experienced Questionnaire, and cognitive tests. Indices of variability for memory and attention/executive functioning tests were used as outcome variables. Avoidant coping, active coping, and composite coping indices were used as moderators.
Results:
The interaction analyses for the avoidant coping and composite coping indices were significant and accounted for 8 and 11% of the attention/executive functioning variability outcome, respectively. The interactions revealed that at low levels of cognitive fatigue, attention/executive functioning variability was comparable between the low and high avoidant and composite coping groups. However, at high levels of cognitive fatigue, PwMS using lower levels of avoidant coping (less maladaptive coping) showed less variable attention/executive functioning scores compared with those using higher levels of avoidant coping. We found a similar pattern for the composite coping groups.
Conclusion:
At high levels of cognitive fatigue, PwMS using adaptive coping showed less attention/executive functioning variability. These findings should be considered in the context of treatment implications.
Executive dysfunction, including working memory deficits, is prominent in posttraumatic stress disorder (PTSD) and can impede treatment effectiveness. Intervention approaches that target executive dysfunction alongside standard PTSD treatments could boost clinical response. The current study reports secondary analyses from a randomized controlled trial testing combined PTSD treatment with a computerized training program to improve executive dysfunction. We assessed if pre-treatment neurocognitive substrates of executive functioning predicted clinical response to this novel intervention.
Methods
Treatment-seeking veterans with PTSD (N = 60) completed a working memory task during functional magnetic resonance imaging prior to being randomized to six weeks of computerized executive function training (five 30-minute sessions each week) plus twelve 50-minute sessions of cognitive processing therapy (CEFT + CPT) or placebo training plus CPT (PT + CPT). Using linear mixed effects models, we examined the extent to which the neurocognitive substrates of executive functioning predicted PTSD treatment response.
Results
Results indicated that veterans with greater activation of working memory regions (e.g. lateral prefrontal and cingulate cortex) had better PTSD symptom improvement trajectories in CEFT + CPT v. PT + CPT. Those with less neural activation during working memory showed similar trajectories of PTSD symptom change regardless of treatment condition.
Conclusions
Greater activity of frontal regions implicated in working memory may serve as a biomarker of response to a novel treatment in veterans with PTSD. Individuals with greater regional responsiveness benefited more from treatment that targeted cognitive dysfunction than treatment that did not include active cognitive training. Clinically, findings could inform our understanding of treatment mechanisms and may contribute to better personalization of treatment.
Although childhood maltreatment is associated with externalizing symptoms, not all individuals with these experiences develop externalizing behaviors and some exhibit positive adjustment. To address this multifinality, we used latent growth curve modeling to identify trajectories of (a) externalizing symptoms and (b) subjective wellbeing from late adolescence through young adulthood, determine whether types of childhood maltreatment and domains of executive functioning (EF) are associated with initial levels and growth (slopes) of externalizing symptoms or subjective wellbeing, and investigate whether EF moderates these relations. Participants were youth recruited at ages 10–12 (N = 775; 69% male, 31% female; 76% White, 21% Black/African American, 3% multiracial). We examined EF at ages 10–12, childhood maltreatment reported retrospectively at age 25, and externalizing symptoms and subjective wellbeing at multiple points between ages 16 and 28. Experience of childhood maltreatment and certain EF domains were associated with externalizing symptoms and subjective wellbeing at age 16. EF domains were associated with rate of change in externalizing problems, though not in expected directions. EF variables moderated the relation between maltreatment and initial levels of both outcomes and change in externalizing symptoms. Findings have implications for intervention efforts to mitigate externalizing problems and bolster positive adjustment.
Accurate appraisal of one’s own abilities (i.e., insight) is necessary for appropriate compensatory behaviors and sustained independence during aging. Although insight is often purported to be related to executive functioning (EF), nuanced understanding of the cognitive correlates of insight for functional abilities among nondemented older adults is lacking. Because insight shares neuroanatomic underpinnings with time-based prospective memory (PM), the present study examined the contributions of time-based PM, beyond event-based PM and other potential cognitive confounds (i.e., episodic memory, time estimation, and EF), in predicting insight into one’s own performance on instrumental activities of daily living (IADLs) among community-dwelling older adults.
Method:
A group of 88 nondemented, community-dwelling older adults completed performance-based measures of time- and event-based PM, episodic memory, time estimation, and EF, as well as IADL tasks followed by self-appraisals of their own IADL performance as indices of insight.
Results:
Time-based PM was moderately-to-strongly associated with insight, beyond event-based PM, time estimation, and episodic memory [F(1,83) = 11.58, p = .001, ηp2 = .122], as well as beyond EF and demographic covariates [F(1,79) = 10.72, p = .002, ηp2 = .119].Specifically, older adults who performed more poorly on a time-based PM task overestimated the efficiency of their own IADL performance to a greater extent.
Conclusions:
Findings suggest that nondemented older adults with poorer time-based PM may be more prone to inaccurately appraising their functional abilities and that this vulnerability may not be adequately captured by traditional EF measures.
Prenatal glucocorticoid exposure has been negatively associated with infant neurocognitive outcomes. However, questions about developmental timing effects across gestation remain. Participants were 253 mother-child dyads who participated in a prospective cohort study recruited in the first trimester of pregnancy. Diurnal cortisol was measured in maternal saliva samples collected across a single day within each trimester of pregnancy. Children (49.8% female) completed the Bayley Mental Development Scales, Third Edition at 6, 12, and 24 months and completed three observational executive function tasks at 24 months. Structural equation models adjusting for sociodemographic covariates were used to test study hypotheses. There was significant evidence for timing sensitivity. First-trimester diurnal cortisol (area under the curve) was negatively associated with cognitive and language development at 12 months and poorer inhibition at 24 months. Second-trimester cortisol exposure was negatively associated with language scores at 24 months. Third-trimester cortisol positively predicted performance in shifting between task rules (set shifting) at 24 months. Associations were not reliably moderated by child sex. Findings suggest that neurocognitive development is sensitive to prenatal glucocorticoid exposure as early as the first trimester and underscore the importance of assessing developmental timing in research on prenatal exposures for child health outcomes.
Theory and research indicated that executive functioning (EF) correlated with, preceded, and stemmed from worry in generalized anxiety disorder (GAD). The present secondary analysis (Zainal & Newman, 2023b) thus determined whether EF domains mediated the effect of a 14-day (5 prompts/day) mindfulness ecological momentary intervention (MEMI) against a self-monitoring control (SM) for GAD.
Method
Participants (N = 110) diagnosed with GAD completed self-reported (Attentional Control Scale, GAD Questionnaire, Perseverative Cognitions Questionnaire) and performance-based tests (Letter-Number Sequencing, Stroop, Trail Making Test-B, Verbal Fluency) at baseline, post-treatment, and one-month follow-up (1MFU). Causal mediation analyses determined if pre-post changes in EF domains preceded and mediated the effect of MEMI against SM on pre-1MFU changes in GAD severity and trait repetitive negative thinking (RNT).
Results
MEMI was more efficacious than SM in improving pre–post inhibition (β = −2.075, 95% [−3.388, −0.762], p = .002), working memory (β = 0.512, 95% [0.012, 1.011], p = .045), and set-shifting (β = −2.916, 95% [−5.142, −0.691], p = .010) but not verbal fluency and attentional control. Within groups, MEMI but not SM produced improvements in all examined pre–post EF outcomes except attentional control. Only pre–post improvements in inhibition mediated the effect of MEMI against SM on pre-1MFU reductions in GAD severity (β = −0.605, 95% [−1.357, −0.044], p = .030; proportion mediated = 7.1%) and trait RNT (β = −0.024, 95% [−0.054, −0.001], p = .040; proportion mediated = 7.4%). These patterns remained after conducting sensitivity analyses with non-linear mediator-outcome relations.
Conclusions
Optimizing MEMI for GAD might entail specifically boosting inhibition plausibly by augmenting it with dialectical behavioral therapy, encouraging high-intensity physical exercises, and targeting negative emotional contrast avoidance.
Adolescence is a period of substantial maturation in brain regions underlying Executive Functioning (EF). Adolescence is also associated with initiation and escalation of Alcohol Use (AU), and adolescent AU has been proposed to produce physiological and neurobiological events that derail healthy EF development. However, support has been mixed, which may be due to (1) failure to consider co-occurring externalizing symptoms (including other drug use) and poor social adaptation, and (2) heterogeneity and psychometric limitations in EF measures. We aimed to clarify the AU-EF association by: (1) distinguishing general externalizing symptoms from specific symptoms (AU, aggression, drug use) using bifactor modeling, (2) testing prospective associations between general externalizing symptoms and specific symptoms, and task-general EF, as indexed by a well-validated computational modeling framework (diffusion decision model), and (3) examining indirect pathways from externalizing symptoms to deficits in task-general EF through poor social adaptation. A high-risk longitudinal sample (N = 919) from the Michigan Longitudinal Study was assessed at four time-points spanning early adolescence (10–13 years) to young adulthood (22–25). Results suggested a critical role of social adaptation within peer and school contexts in promoting healthy EF. There was no evidence that specific, neurotoxic effects of alcohol or drug use derailed task-general EF development.