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<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2021.624008</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Training Executive Functions to Improve Academic Achievement: Tackling Avenues to Far Transfer</article-title>
</title-group>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Gunzenhauser</surname> <given-names>Catherine</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/103283/overview"/>
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<contrib contrib-type="author" corresp="yes">
<name><surname>N&#x00FC;ckles</surname> <given-names>Matthias</given-names></name>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1174903/overview"/>
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<aff><institution>Department of Educational Science, University of Freiburg</institution>, <addr-line>Freiburg</addr-line>, <country>Germany</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Tyler W. Watts, Columbia University, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Kate Elizabeth Williams, Queensland University of Technology, Australia; Andrew David Ribner, New York University, United States; Tutrang Nguyen, Mathematica, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Catherine Gunzenhauser, <email>catherine.gunzenhauser@ezw.uni-freiburg.de</email></corresp>
<corresp id="c002">Matthias N&#x00FC;ckles, <email>matthias.nueckles@ezw.uni-freiburg.de</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Developmental Psychology, a section of the journal Frontiers in Psychology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>05</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>624008</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>10</month>
<year>2020</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>03</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Gunzenhauser and N&#x00FC;ckles.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Gunzenhauser and N&#x00FC;ckles</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>The aim of training executive functions is usually to improve the ability to attain real-life goals such as academic achievement, that is, far transfer. Although many executive function trainings are successful in improving executive functions, far transfer is more difficult to achieve (cf. <xref ref-type="bibr" rid="B19">Diamond and Lee, 2011</xref>; <xref ref-type="bibr" rid="B57">Sala and Gobet, 2020</xref>). In this perspective article, we focus on the transfer of executive function training to academic performance. First, we disentangle possible sources of transfer problems. We argue that executive functions can facilitate academic performance via two specific pathways, namely learning-related behaviors and learning-related cognitions. Further, we discuss how domain-specific factors (e.g., task-specific demands and prior knowledge) may influence the successful application of executive functions to learning in this domain. Second, we discuss how the school setting can be used to enhance executive function training with approaches to facilitating far transfer to academic achievement. Specifically, we suggest that training executive functions as a means to improve academic performance is most promising in young students, for whom both behavioral and domain-specific cognitive demands of formal schooling are quite novel challenges. Furthermore, we outline that students could be supported in far transfer of trained executive functions by being informed of the specific relevance of these skills for learning-related behaviors and by having them practice executive functions under such authentic conditions. Moreover, we suggest that in order to promote ongoing effects of executive function training beyond short-term interventions, teachers should be equipped to consider the specific executive function components that might facilitate and support students&#x2019; acquisition of a particular subject matter.</p>
</abstract>
<kwd-group>
<kwd>executive functions</kwd>
<kwd>academic achievement</kwd>
<kwd>far transfer</kwd>
<kwd>cognitive training</kwd>
<kwd>early childhood education</kwd>
<kwd>self-regulation</kwd>
</kwd-group>
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<ref-count count="64"/>
<page-count count="8"/>
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</front>
<body>
<sec id="S1">
<title>Introduction</title>
<p>Training of executive functions usually aims at ultimately improving real-life goal attainment via executive function gains, for instance, in the area of academic achievement (cf. <xref ref-type="bibr" rid="B29">Jacob and Parkinson, 2015</xref>; <xref ref-type="bibr" rid="B20">Diamond and Ling, 2020</xref>; <xref ref-type="bibr" rid="B61">Smid et al., 2020</xref>). Indeed, a large body of research documents that well-developed executive functions are associated with successful goal attainment in many areas of life (e.g., <xref ref-type="bibr" rid="B28">Hofmann et al., 2012</xref>; <xref ref-type="bibr" rid="B29">Jacob and Parkinson, 2015</xref>; <xref ref-type="bibr" rid="B21">Duckworth et al., 2019</xref>). Moreover, there is evidence that executive functions can be trained (e.g., <xref ref-type="bibr" rid="B19">Diamond and Lee, 2011</xref>; <xref ref-type="bibr" rid="B20">Diamond and Ling, 2020</xref>; <xref ref-type="bibr" rid="B57">Sala and Gobet, 2020</xref>). Thus, executive function trainings seem to be worth considering as a starting point to support children&#x2019;s development. Since most children attend school, the school setting provides the opportunity to scale up trainings in order to benefit every child. However, a major challenge in executive function training is achieving a successful transfer to goal-attainment in real-life contexts (e.g., <xref ref-type="bibr" rid="B57">Sala and Gobet, 2020</xref>; <xref ref-type="bibr" rid="B42">Nesbitt and Farran, 2021</xref>). In this article, we summarize our perspective of how transfer of executive function trainings to academic goals might be achieved.</p>
</sec>
<sec id="S2">
<title>Executive Functions: Definition and Structure, and Trainability</title>
<p>Executive functions are higher-order cognitive skills that allow for the top-down control and regulation of one&#x2019;s own thought processes and associated actions (cf. <xref ref-type="bibr" rid="B38">Miyake et al., 2000</xref>; <xref ref-type="bibr" rid="B64">Zelazo and M&#x00FC;ller, 2011</xref>; <xref ref-type="bibr" rid="B34">Karr et al., 2018</xref>). There is debate regarding the structure of executive functions as a unitary or multidimensional construct (cf. <xref ref-type="bibr" rid="B34">Karr et al., 2018</xref>). An influential model by <xref ref-type="bibr" rid="B38">Miyake et al. (2000)</xref> has distinguished three executive function components in adults, namely, working memory/updating, inhibitory control, and cognitive flexibility/attention shifting. However, factor-analytic studies tend to find a single-factor executive function model in young children, with two-factor solutions and three-factor solutions becoming more frequent as participants grow older (<xref ref-type="bibr" rid="B34">Karr et al., 2018</xref>). Performance in different specific executive function tasks thus seems correlated in younger children (for a discussion of possible methodological explanations such as the use of fewer tasks in studies with younger children, see <xref ref-type="bibr" rid="B34">Karr et al., 2018</xref>). However, there is evicence that distinct executive function components can be distinguished even in this age group. For instance, in their meta-analysis on executive function trainings for children aged 2 to 12 years, <xref ref-type="bibr" rid="B35">Kassai et al. (2019)</xref> found that children who received training in working memory, inhibitory control, or cognitive flexibility tended to improve in the trained components but not in the others. Thus, in the context of executive function training, we adopt the view that it is useful to distinguish executive function components even in younger children.</p>
<p>There are several approaches to executive function training, including cognitive training programs practicing specific executive function tasks, classroom-based curricula, and programs focusing on mindfulness or movement (for an overview, see <xref ref-type="bibr" rid="B20">Diamond and Ling, 2020</xref>). With regard to cognitive training, studies with both children and adults have found substantial evidence for near transfer of executive function training to performance on untrained structurally identical tasks (e.g., <xref ref-type="bibr" rid="B31">Jaeggi et al., 2010</xref>; <xref ref-type="bibr" rid="B55">Sala and Gobet, 2017</xref>, <xref ref-type="bibr" rid="B56">2019</xref>, <xref ref-type="bibr" rid="B57">2020</xref>; <xref ref-type="bibr" rid="B35">Kassai et al., 2019</xref>; <xref ref-type="bibr" rid="B32">Johann and Karbach, 2020</xref>). Even considering a possible publication bias favoring studies with significant effects, this is evidence for the trainability of executive functions (cf. <xref ref-type="bibr" rid="B33">Karbach and Kray, 2016</xref>; <xref ref-type="bibr" rid="B20">Diamond and Ling, 2020</xref>).</p>
</sec>
<sec id="S3">
<title>How Are Executive Functions Important for Academic Achievement?</title>
<p>Although the positive association between executive functions and academic achievement is well-documented, the question whether this reflects a causal relationship is subject to debate (see <xref ref-type="bibr" rid="B29">Jacob and Parkinson, 2015</xref>). It has been suggested that engagement in academic activities requires children to practice executive function skills (e.g., selecting relevant information, avoiding distraction, or remembering instructions) and might therefore result in improved executive functions (cf. <xref ref-type="bibr" rid="B60">Schmitt et al., 2017</xref>; <xref ref-type="bibr" rid="B46">Peng and Kievit, 2020</xref>). For instance, <xref ref-type="bibr" rid="B14">Clements et al. (2020)</xref> have found that an early math curriculum contributed to improved performance on executive function assessments. However, the bulk of literature has rather focused on the opposite direction, that is, on the contribution of executive functions to academic achievement (e.g., <xref ref-type="bibr" rid="B4">Best et al., 2011</xref>; <xref ref-type="bibr" rid="B36">McClelland and Cameron, 2012</xref>; <xref ref-type="bibr" rid="B29">Jacob and Parkinson, 2015</xref>; <xref ref-type="bibr" rid="B18">Diamond et al., 2019</xref>). Given the real-life importance of academic achievement, the prospect of improving academic achievement via executive function training has high practical relevance.</p>
<sec id="S3.SS1">
<title>Executive Function Training: The Problem of Far Transfer</title>
<p>As described above, there is evidence that executive functions can be improved by executive function training (<xref ref-type="bibr" rid="B33">Karbach and Kray, 2016</xref>; <xref ref-type="bibr" rid="B20">Diamond and Ling, 2020</xref>). However, regarding far transfer of executive function training, the available evidence is much more ambiguous (cp. <xref ref-type="bibr" rid="B44">Pandey et al., 2018</xref>; <xref ref-type="bibr" rid="B62">Smithers et al., 2018</xref>; <xref ref-type="bibr" rid="B61">Smid et al., 2020</xref>). Far transfer means that an executive function training results in improvements in untrained executive function components, general cognitive abilities, or domain-specific academic achievement (e.g., in mathematics or literacy). With a focus on working memory training, <xref ref-type="bibr" rid="B56">Sala and Gobet (2019)</xref> even suggested that &#x201C;the cognitive-training program of research has shown no appreciable benefits.&#x201D; In early childhood education, several classroom-based programs have tried to improve academic skills through an improvement of executive function. They often combine executive function training with program elements targeting social&#x2013;emotional skills and elements targeting academic skills directly. Examples include <italic>Tools of the Mind</italic> (e.g., <xref ref-type="bibr" rid="B9">Bodrova and Leong, 2009</xref>), <italic>Head Start REDI</italic> (e.g., <xref ref-type="bibr" rid="B5">Bierman et al., 2008</xref>), the <italic>Chicago School Readiness Project</italic> (e.g., <xref ref-type="bibr" rid="B48">Raver et al., 2011</xref>), and <italic>Foundations of Learning</italic> (<xref ref-type="bibr" rid="B41">Morris et al., 2013</xref>). While some studies have reported positive effects of these programs on children&#x2019;s academic achievement (e.g., <xref ref-type="bibr" rid="B48">Raver et al., 2011</xref>; <xref ref-type="bibr" rid="B18">Diamond et al., 2019</xref>), others have found no significant effects (e.g., <xref ref-type="bibr" rid="B41">Morris et al., 2013</xref>; <xref ref-type="bibr" rid="B42">Nesbitt and Farran, 2021</xref>). Moreover, since classroom-based programs often target both executive functions and academic achievement, causal associations of the executive function training on academic achievement are hard to investigate (cf. <xref ref-type="bibr" rid="B29">Jacob and Parkinson, 2015</xref>). In their review on this matter, <xref ref-type="bibr" rid="B29">Jacob and Parkinson (2015)</xref> found only few methodologically sound studies allowing for conclusions (e.g., interventions that targeted executive functions but not academic achievement, random assignment, and inclusion of strong control variables such as students&#x2019; intelligence). They therefore concluded that there was no compelling evidence that improvements in executive functions result in improved academic skills (<xref ref-type="bibr" rid="B29">Jacob and Parkinson, 2015</xref>).</p>
<p>One explanation for the limited evidence for far transfer of executive function training to academic achievement might be that executive functions are simply not causally relevant to these domains. In our view, however, the lack of far transfer does not necessarily imply that executive function is useless for academic skill improvement. Instead, it could simply reflect a transfer problem, that is, a difficulty to apply newly improved executive function skills to learning assignments and academic tasks in meaningful ways. Recently, <xref ref-type="bibr" rid="B61">Smid et al. (2020)</xref> have made suggestions for tackling the problem of far transfer, such as gaining better insights into the mechanisms explaining the associations between training and transfer and taking into account individual differences as well as the context of transfer situations. Taking up these authors&#x2019; suggestions, we elaborate on avenues to apply executive function training in real-life academic contexts. We identify two processes relevant to academic achievement that might be boosted by well-developed executive functions: learning-related behaviors and learning-related cognitions.</p>
</sec>
<sec id="S3.SS2">
<title>Executive Functions and Learning-Related Behaviors</title>
<p>It can be argued that there are some clearly defined learning-related behaviors that are likely to benefit academic achievement, such as paying attention in class, following classroom rules, and completing homework (cf. <xref ref-type="bibr" rid="B36">McClelland and Cameron, 2012</xref>). These behaviors are addressed in many classroom-based programs for early childhood education (e.g., <xref ref-type="bibr" rid="B48">Raver et al., 2011</xref>; <xref ref-type="bibr" rid="B41">Morris et al., 2013</xref>). As <xref ref-type="bibr" rid="B21">Duckworth et al. (2019)</xref> pointed out, students who have already established strong preferential habits (such as doing their homework every day after lunch) may be able to show these desirable learning-related behaviors without having to draw heavily on their executive function skills. These behaviors are then initiated automatically in response to situational clues (e.g., student finishes lunch), so that the deliberate behavior management involving executive functions is not necessary (cf. <xref ref-type="bibr" rid="B64">Zelazo and M&#x00FC;ller, 2011</xref>). However, executive functions may help to establish favorable habits in new situations (e.g., a first grader needs to find ways of paying attention in class and completing her homework every day, despite having more attractive alternatives such as interacting with her classmates or watching her favorite TV shows) but become less relevant once a habit is established. Accordingly, there is evidence that executive function training can improve classroom behavior in young children (<xref ref-type="bibr" rid="B10">Brock et al., 2018</xref>). Furthermore, longitudinal studies have revealed evidence that learning-related behaviors mediate the association between executive functions and academic skills in children (e.g., <xref ref-type="bibr" rid="B43">Nesbitt et al., 2015</xref>; <xref ref-type="bibr" rid="B58">Sasser et al., 2015</xref>). However, this pattern of findings was not found in all studies (cf. <xref ref-type="bibr" rid="B11">Brock et al., 2009</xref>; <xref ref-type="bibr" rid="B58">Sasser et al., 2015</xref>).</p>
</sec>
<sec id="S3.SS3">
<title>Executive Functions and Learning-Related Cognitions</title>
<sec id="S3.SS3.SSS1">
<title>Task-Specific Demands</title>
<p>Several authors have emphasized that real-life academic tasks usually do not draw on a single executive function but require an integration and interplay of executive functions (<xref ref-type="bibr" rid="B4">Best et al., 2011</xref>; <xref ref-type="bibr" rid="B36">McClelland and Cameron, 2012</xref>; <xref ref-type="bibr" rid="B17">Diamond, 2013</xref>). Nevertheless, some authors have tried to pin down theoretical and empirical associations between specific executive functions and specific components of mathematics or literacy skills. For instance, <xref ref-type="bibr" rid="B12">Bull and Lee (2014)</xref> tried to match executive functions to specific contents of the mathematics curriculum. They suggested, for instance, that learning to deal with fractions would draw heavily on inhibitory control skills (because learners would have to inhibit the idea that larger numbers represent larger quantities). Further, switching between solution strategies for non-routine tasks might require attention shifting. Another example refers to the domain of text reading: Children might draw on working memory in order to hold the content of previously read passages in mind (cf. <xref ref-type="bibr" rid="B25">Gerst et al., 2017</xref>). This is consistent with correlational and longitudinal studies showing that specific executive function components contribute in distinct ways to specific components of mathematics or literacy skills (e.g., <xref ref-type="bibr" rid="B47">Purpura et al., 2017</xref>; <xref ref-type="bibr" rid="B13">Cirino et al., 2019</xref>). Thus, it seems plausible that any executive function intervention targeted on improving performance should address the specific executive function skill required for the real-life academic skill that is targeted.</p>
</sec>
<sec id="S3.SS3.SSS2">
<title>The Role of Domain-Specific Prior Knowledge</title>
<p>The demands on executive functions a student is faced with when working on a specific task cannot solely be explained by characteristics of the task. They also depend on the prior knowledge of the learner. The role of prior knowledge in relation to executive functions can be illustrated by taking a closer look at reading comprehension. Following <xref ref-type="bibr" rid="B54">Richter and Maier (2017)</xref>, reading comprehension can be conceived of as a two-step model consisting of (1) a passive, automatic monitoring process and (2) a strategic, deliberate processing mode (cp. <xref ref-type="bibr" rid="B54">Richter and Maier, 2017</xref>). Hence, in a first step, readers routinely comprehend a text by checking &#x201C;automatically&#x201D; the plausibility of the written information based on their prior knowledge and beliefs. Once a comprehension problem is detected, readers may switch to a deliberate processing mode in order to resolve the comprehension problem. The second step corresponds to the deliberate control processes involving executive functions.</p>
<p>As a consequence, prior knowledge might have two effects with regard to the role of executive functions in successful learning. On the one hand, sufficient prior knowledge might be a precondition of applying executive functions efficiently. For instance, in order to solve a comprehension problem while reading a text, readers should be able to activate relevant, expedient ideas in their long-term memory and inhibit irrelevant or misleading ones. On the other hand, a rich and well-organized prior knowledge might reduce the demands on executive functions during the learning process because well-developed knowledge schemas will allow the reader to comprehend large parts of the written information by using the automatic processing mode (<xref ref-type="bibr" rid="B54">Richter and Maier, 2017</xref>). Also, well-consolidated conceptual knowledge (e.g., about fractions, cf. <xref ref-type="bibr" rid="B12">Bull and Lee, 2014</xref>) might reduce the intrusion of misconceptions altogether and thus reduce the necessity for inhibitory control. Thus, it seems likely that the contributions of executive functions to learning would be particularly important when the learner faces a challenge, but has sufficient prior knowledge to effectively monitor and regulate his or her learning process. Independent of the contribution of executive functions, it should be noted that early prior knowledge has been found to be a strong and consistent predictor of later achievement (e.g., <xref ref-type="bibr" rid="B22">Duncan et al., 2007</xref>; <xref ref-type="bibr" rid="B1">Ahmed et al., 2019</xref>).</p>
</sec>
</sec>
</sec>
<sec id="S4">
<title>Perspective</title>
<p>Executive functions can be successfully improved in children (cf. <xref ref-type="bibr" rid="B19">Diamond and Lee, 2011</xref>), and the school context offers an ideal setting to let every child benefit from executive function training. However, a major challenge for executive function training seems to remain far transfer, for instance, its effect on academic performance (e.g., <xref ref-type="bibr" rid="B57">Sala and Gobet, 2020</xref>). In the following, we outline our perspective on points to consider when trying to create a best practice for school-based executive function training striving for a reconciliation of the aim for considerable effects with feasibility concerns.</p>
<sec id="S4.SS1">
<title>Focus on Young Children</title>
<p>As described above, the effective application of executive functions to a particular subject requires some prior knowledge (cf. <xref ref-type="bibr" rid="B54">Richter and Maier, 2017</xref>). At the same time, it might be most useful for learning when the learner cannot yet heavily rely on knowledge-based strategies as a &#x201C;shortcut&#x201D; to demands on executive functions (e.g., chunking information to reduce working memory load, <xref ref-type="bibr" rid="B26">Gobet and Simon, 1998</xref>). As students proceed though school grades, they are more and more required to build on prior domain-specific knowledge in order to master domain-specific learning goals (e.g., a student who has failed to acquire sufficient basic arithmetic skills will not be able to learn dealing with fractions just using executive functions). Thus, once students have accumulated large deficits with regard to a specific school subject, it seems less likely that they might be able to close these gaps solely by improving executive functions (cf. <xref ref-type="bibr" rid="B22">Duncan et al., 2007</xref>; <xref ref-type="bibr" rid="B1">Ahmed et al., 2019</xref>).</p>
<p>For these reasons, it seems advisable to focus on executive function training in young children. This recommendation is, of course, in line with efforts of a large community of researchers and practitioners focusing on the promotion of executive functions as a part of early childhood education (e.g., <xref ref-type="bibr" rid="B5">Bierman et al., 2008</xref>; <xref ref-type="bibr" rid="B48">Raver et al., 2011</xref>; <xref ref-type="bibr" rid="B41">Morris et al., 2013</xref>; <xref ref-type="bibr" rid="B8">Blair and Raver, 2015</xref>; <xref ref-type="bibr" rid="B37">McClelland et al., 2017</xref>). Notably, even before formal school entry, there are substantial individual differences in children&#x2019;s early academic skills and executive functions (e.g., <xref ref-type="bibr" rid="B8">Blair and Raver, 2015</xref>). However, since curricula at the start of formal schooling do assume little prior domain-specific academic knowledge, there might be an opportunity to catch up. For instance, in early literacy instruction, every child gets the chance to learn every letter of the alphabet, despite the fact that some children might already know them (see <xref ref-type="bibr" rid="B59">Scammacca et al., 2020</xref>, for a summary of the mixed evidence on academic growth trajectories in the first grades). Fostering children&#x2019;s executive functions at this stage might provide them with the ability to use this opportunity. In line with the well-documented positive correlation between academic achievement and executive functions, children starting formal schooling with low academic skills tend to show low executive functions as well. Notably, these children at risk for academic failure might benefit from executive function interventions even if the intervention does not provide them with excellent but merely with average executive functions. For instance, Morgan and colleagues found that children with learning-related behavior problems (<xref ref-type="bibr" rid="B40">Morgan et al., 2011</xref>) and very poor executive functions (<xref ref-type="bibr" rid="B39">Morgan et al., 2019</xref>) tended to fall increasingly behind their peers academically. Consistently, <xref ref-type="bibr" rid="B53">Ribner et al. (2017)</xref> reported an interaction effect between children&#x2019;s preschool executive functions and mathematics skills in predicting academic skills in fifth grade. For instance, fifth-graders who had started off with a low level of mathematics skills but a high level of executive function skills were able to approximate the mathematics skills of their peers who had started off with a medium level of mathematics skills but lower executive function skills (<xref ref-type="bibr" rid="B53">Ribner et al., 2017</xref>).</p>
</sec>
<sec id="S4.SS2">
<title>Identify the Specific Executive Functions Needed for Specific Target Academic Skills</title>
<p>Many school-based interventions targeting academic achievement through executive functions tend to provide a comprehensive, multifaceted program targeting the behavioral and emotional regulation of children (i.e., <xref ref-type="bibr" rid="B5">Bierman et al., 2008</xref>; <xref ref-type="bibr" rid="B48">Raver et al., 2011</xref>; <xref ref-type="bibr" rid="B41">Morris et al., 2013</xref>). This approach takes into account numerous possible factors that might facilitate academic skills. However, it makes it harder to specify how exactly a child can apply a particular executive function skill acquired through the intervention to successfully deal with the cognitive task demands when working on a specific academic task. <xref ref-type="bibr" rid="B61">Smid et al. (2020)</xref> suggested that research in cognitive training should analyze the specific associations between training mechanisms and the target task. For example, <xref ref-type="bibr" rid="B30">Jaeggi et al. (2008</xref>, <xref ref-type="bibr" rid="B31">2010)</xref>, suggested that their n-back working memory training task shares overlapping cognitive processes with their transfer tasks (i.e., Raven matrices). Specifically, <xref ref-type="bibr" rid="B30">Jaeggi et al. (2008</xref>, <xref ref-type="bibr" rid="B31">2010)</xref> argued that both types of tasks require the ability to maintain a number of items or abstract relations in working memory. Hence, working memory capacity can be assumed to be an important capacity constraint that applies both to the n-back task and to <italic>Gf</italic>-measures such as Raven matrices. Accordingly, following the example of <xref ref-type="bibr" rid="B30">Jaeggi et al. (2008</xref>, <xref ref-type="bibr" rid="B31">2010)</xref>, executive function trainings could benefit from a cognitive task analysis (<xref ref-type="bibr" rid="B63">Tofel-Grehl and Feldon, 2013</xref>) that explicates in as much detail as possible which specific executive functions aid the performance in more complex learning-related behavior or cognitive tasks that the training aims to improve. The training could then focus on these executive function components. This demand may at a first glance appear as a matter of course. However, in existing cognitive training research, associations between executive function training and accumulated measures of academic achievement are frequently investigated without suggesting theory-driven and differentiated hypotheses on unique contributions of specific executive function components to specific learning-related behaviors or cognitive processes. Of course, in a laboratory setting, it might be possible to identify associations between trained skills and specific outcomes on an even more fine-grained level than an educator would be able to recognize in a real-life school context (<xref ref-type="bibr" rid="B61">Smid et al., 2020</xref>).</p>
</sec>
<sec id="S4.SS3">
<title>Facilitate Far Transfer: Practice Informed Training in Real-Life Contexts</title>
<p>Even after identifying the specific executive function component one aims to improve, the far transfer issue remains to be tackled. A recommendation for improving far transfer of executive function training to real-life tasks can be derived from situated learning theory (<xref ref-type="bibr" rid="B15">Collins et al., 1989</xref>; <xref ref-type="bibr" rid="B27">Greeno, 1998</xref>; <xref ref-type="bibr" rid="B9">Bodrova and Leong, 2009</xref>). Theorists in the situated learning tradition have argued that cognitive skills need to be practiced within authentic contexts, that is, within those concrete real-life situations where the respective skill is supposed to be mastered and applied by the learner (see <xref ref-type="bibr" rid="B51">Renkl et al., 1996</xref>). In laboratory executive function training studies, the principle of &#x201C;skill acquisition in authentic contexts&#x201D; is often not considered inasmuch as executive functions are trained using tasks that have no reference to real life because they were invented by cognitive psychologists for basic research purposes.</p>
<p>Related to the idea of cognitive training in authentic contexts is the principle of training under varying contextual conditions (see <xref ref-type="bibr" rid="B9">Bodrova and Leong, 2009</xref>). As described above, several classroom-based programs in early childhood education have taken this approach (e.g., <xref ref-type="bibr" rid="B5">Bierman et al., 2008</xref>; <xref ref-type="bibr" rid="B48">Raver et al., 2011</xref>; cf. <xref ref-type="bibr" rid="B20">Diamond and Ling, 2020</xref>). For instance, the <italic>Tools of the Mind</italic> early childhood curriculum developed by Bodrova and colleagues (cp. <xref ref-type="bibr" rid="B9">Bodrova and Leong, 2009</xref>) contains numerous examples of how executive functions and other basic cognitive skills can be practiced under varying contextual conditions (e.g., making plans before role play or using visual reminders to practice turn-taking). Other important training principles are further inherent in these examples, these being the modeling of the focal skill by the teacher (e.g., the teacher can demonstrate how to make a plan and monitor its implementation in a multistep task, cf. <xref ref-type="bibr" rid="B15">Collins et al., 1989</xref>) and informed training. The latter refers to the provision of information about how, when, and why to enact a particular skill (e.g., the teacher can alert students to task characteristics that require holding information in mind, making plans, and resisting seductive irrelevant information, so-called conditional knowledge; see <xref ref-type="bibr" rid="B45">Paris et al., 1983</xref>). As mentioned above, effectiveness studies on <italic>Tools of the Mind</italic> have revealed mixed findings with regard to improvement of executive functions and academic skills. For instance, Blair and colleagues have reported positive longitudinal effects of <italic>Tools of the Mind</italic> on academic skills assessed with standardized achievement tests (<xref ref-type="bibr" rid="B7">Blair and Raver, 2014</xref>), but not on teacher reports of academic skills (<xref ref-type="bibr" rid="B6">Blair et al., 2018</xref>). <xref ref-type="bibr" rid="B18">Diamond et al. (2019)</xref> reported that <italic>Tools of the Mind</italic> was effective in improving reading and writing skills assessed with standardized achievement tests. <xref ref-type="bibr" rid="B3">Baron et al. (2017)</xref> concluded from a meta-analysis that there are small positive effects of <italic>Tools of the Mind</italic> on reading, self-regulation (direct assessments and ratings), and mathematics achievement, but only the effect for mathematics was statistically significant. Similarly, a recent study by <xref ref-type="bibr" rid="B42">Nesbitt and Farran (2021)</xref> concluded that aspects of the teacher&#x2013;child interaction quality seemed to be more promising to improve student performance than the specific activities described in the <italic>Tools of the Mind</italic> curriculum. Despite these rather mixed outcomes, the curriculum can serve as an example of a theory-based implementation of executive function training in ecologically valid contexts.</p>
</sec>
<sec id="S4.SS4">
<title>Include Teachers</title>
<p>Within a standardized intervention, only a very limited selection of specific types of tasks can be targeted. Moreover, training effects might not be sustained after the termination of the intervention (e.g., <xref ref-type="bibr" rid="B6">Blair et al., 2018</xref>). In order to go beyond a one-time boost and address real-life demands in every school subject, it seems promising to embed the continued scaffolding of executive functions application in the instructional context. Some examples regarding executive functions and learning-related behaviors have already been developed for classroom-based interventions (e.g., <xref ref-type="bibr" rid="B9">Bodrova and Leong, 2009</xref>). Moreover, teachers could be educated in conducting a cognitive task analysis as discussed above in a feasible (i.e., not too time-consuming) manner. This would allow them to focus on the demands on students&#x2019; executive functions when planning instructions and tasks (e.g., whether a task requires manipulating information in working memory, whether task switching is required, or whether multistep plans need to be made). It should be noted that classic instructional design theories such as the Elaboration Theory by <xref ref-type="bibr" rid="B50">Reigeluth and Stein (1983</xref>, see <xref ref-type="bibr" rid="B49">Reigeluth, 1999</xref>) consider a thorough analysis of the learning prerequisites for a domain principle or concept that is to be taught as an essential and routinely implemented component of effective lesson planning. For instance, one cannot learn the principle force equals mass times acceleration unless one has learned the individual concepts of mass, acceleration, and force. Similar to determining the learning prerequisites of the domain principles and concepts to be taught, teachers could learn to consider the specific executive function components that might facilitate and aid students&#x2019; acquisition of a particular subject matter. For instance, solving a mathematical word problem requires students not only to translate a situational model into a mathematical model (cf. <xref ref-type="bibr" rid="B52">Reusser, 1997</xref>) but also to avoid getting distracted by irrelevant information such as the &#x201C;background story&#x201D;, names of the characters, and so on. When aware of this executive function demand, a teacher could either treat these details as unnecessary extraneous cognitive load and try to reduce them (cf. <xref ref-type="bibr" rid="B20">Diamond and Ling, 2020</xref>; e.g., by providing word problems without complex and catching situational backgrounds) or use it as an opportunity for students to train strategies to deal with challenges to inhibitory control (e.g., by alerting about the possible pitfall of being misled by irrelevant details, cf. <xref ref-type="bibr" rid="B23">Eitel et al., 2019</xref>). We recognize that this is a demanding task in the context of heterogeneous classrooms. However, it could be considered a part of inner differentiation (e.g., diagnosing individual student&#x2019;s current knowledge and needs and offering different tasks or using different teaching modalities), which is already practiced in order to account for heterogeneous performance levels and instructional needs (cf. <xref ref-type="bibr" rid="B16">Deunk et al., 2018</xref>). Notably, in contrast to some systematic executive function trainings (e.g., <xref ref-type="bibr" rid="B2">Alloway et al., 2013</xref>), such a classroom-based training of dealing with demands on executive functions in academic tasks would not systematically increase the level of difficulty or complexitiy of demands on specific executive function components. Thus, while it might contribute to the real-life aim to help students apply executive function skills to improve learning and academic achievement, it might not result in systematic improvements in cognitive tasks designed to measure specific executive function components. However, since academic skills have also been shown to predict later executive function (e.g., <xref ref-type="bibr" rid="B24">Fuhs et al., 2014</xref>), this is a question to be addressed in empirical research.</p>
<p>A second rationale to carefully include teachers to interventions targeting children&#x2019;s academic skills via executive function is more distal to the application of specific executive functions to academic tasks, but should be considered nevertheless: Both successful executive function training and academic skills seem to benefit from a supportive emotional climate and social connectedness (e.g., <xref ref-type="bibr" rid="B20">Diamond and Ling, 2020</xref>; <xref ref-type="bibr" rid="B42">Nesbitt and Farran, 2021</xref>). Here, our suggestions align with approaches already taken, for instance, by the <italic>Chicago School Readiness Project</italic> (<xref ref-type="bibr" rid="B48">Raver et al., 2011</xref>) or <italic>Foundation of Learning</italic> (<xref ref-type="bibr" rid="B41">Morris et al., 2013</xref>) to support teacher&#x2019;s classroom management skills as a part of an executive function intervention.</p>
</sec>
<sec id="S4.SS5">
<title>Implications</title>
<p>To sum up, we suggest that considering the abovementioned principles for the training of executive functions could be a promising avenue to better bring to bear the impressive cognitive plasticity that has been demonstrated by executive function training research to real-life tasks and performance in academic disciplines. Specifically, these principles are as follows: training in authentic contexts (i.e., students&#x2019; actual learning settings) and under varying contextual conditions (e.g., classroom and homework situations) as well as modeling and informed training. In addition, fostering executive functions in early childhood and enabling teachers to integrate executive function training in everyday instruction and by seeing it as an integral part of their lesson planning may increase the scalability of such training.</p>
</sec>
</sec>
<sec id="S5">
<title>Author Contributions</title>
<p>CG wrote the first draft of the manuscript. MN wrote sections of the manuscript. Both authors contributed to manuscript revision, read, and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
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