Direct and indirect influences of executive functions on mathematics achievement

Cragg, Keeble, Richardson, Roome, Gilmore · Cognition · 2017 · cognitive-psychology · 10.1016/j.cognition.2017.01.014 · record cragg2017-direct-and-indirect-influences-of
tag layer · index · concepts · authors · עברית
Where this record's text came from. faceted 2026-08 by reading the locally held text (pdftext); every evidence string verified as an exact substring of that text before merging. Replication status is 'contested' because the paper explicitly reports that its own results agree with some named prior studies (Hecht et al., Jordan et al.) and are inconsistent with or conflict with others (Cowan and Powell, Fuchs et al., Andersson, Clark et al.) on the same questions. The paper also reports a failed prediction of its own, quoted for the record: "Quotation withheld" method is coded behavioural-experiment because participants performed a laboratory task battery, although the design is cross-sectional and correlational rather than experimental; the facet vocabulary has no 'individual-differences' option. Tables 1-3 and Fig. 2 are badly mangled in the PDF extraction (numeric columns run together and '(cid:1)' artefacts stand in for minus signs); no quotes were taken from those regions. 2026-08-14 and 2026-08-15 schema-0.3 passes: every quote verified as an exact substring of the staged text and anchored at merge time; concept terms verified present; every edge endpoint an existing node.
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Other fields define these differently the same word, defined another way in another discipline
working memory 4 fields · bootstrap 2 fields · executive functions 2 fields · multiple imputation 2 fields

Tags on this paper

Every tag the record carries, each linking to every other paper in the corpus that carries it. A tag appears here whether or not its words occur in the article — the spans below are only the ones a sentence in this paper licenses. Of the 5 concept tags on this paper, all 5 are grounded in a quoted sentence. 2 carry the tagger's gloss of what the term means in this paper, which is not something the article can license.
executive functions inhibition shifting updating working memory Achievement tests additionally require locating the mathematical problem inside a verbal or visual description and building a problem representation, and working memory maintains and manipulates that representation - which is why a direct working-memory path survives beyond the component skills Working memory activates and retrieves number facts from long-term memory while inhibition suppresses the neighbouring but incorrect answers that are co-activated during retrieval Conceptual information is stored in a verbal code whereas arithmetic facts also carry a visuospatial component from how sums are presented and encoded, so only verbal working memory supports conceptual retrieval while both domains support fact retrieval factual knowledge mathematics achievement factual knowledge, procedural skill and conceptual understanding executive function measures verbal working memory age contrasts total number of words correctly recalled hierarchical regression hierarchical linear regression bootstrap variance partitioning partition the variance Mahalanobis distance (outlier detection) multivariate outliers using Mahalanobis distance multiple imputation multiple imputation option in SPSS standardization (z-scores) transformed raw scores on all measures to z-scores descriptive statistics mediation analysis indirect effects behavioural-experiment

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relation to other workclaim_relationshow this paper stands to another: agrees, contradicts, extends, qualifies
claim typeclaim_typethe shape of the claim: existence, mechanism, method, critique, prediction, null
concept edgeconcept_edgesan asserted relation between two concepts, with the sentence asserting it
conceptconceptsan idea the paper works with, quoted where the paper uses it
content tagcontent_tagsa finding, definition, quantity, statistic or variable named in the paper
controlcontrolsan experiment run to eliminate a rival explanation
limitationlimitationswhat the paper says its evidence cannot support
mechanismmechanismshow the reported effect is said to come about
methodmethodhow the paper produced its evidence
phenomenonphenomenonthe effect or regularity under study
sensesensesa distinct use of a term, quoted where the paper fixes it
unrecordable relationunhoused_relationsa relation the paper asserts that this vocabulary cannot express, with the reason

The paper

The full text is not reproduced here. This article is not cleared for redistribution, so the page carries the tag layer only. Its evidence sentences are withheld; the grounding status remains with each tag, and the article itself is at https://doi.org/10.1016/j.cognition.2017.01.014. The reading view exists for the papers whose licence permits it.

Every tag on this page

claim_relations 5 · claim_type 1 · concept_edges 2 · concepts 5 · content_tags 32 · controls 2 · limitations 5 · mechanisms 3 · method 1 · phenomenon 1 · senses 4 · unhoused_relations 1

Relations on this page carry a quotation for the claim. Where a relation was separately evidenced — and so tested against the vocabulary for its type — the row says so; none of 2 relations here carry that mark. The rest are the tagger’s reading of the sentence quoted beside them.

facettagfieldconf.whose words
claim_typemechanism
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
claim_typethe paper's words
phenomenonexecutive function contributions to mathematics achievement
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phenomenonthe paper's words
methodbehavioural-experiment
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methodthe paper's words
mechanismsmechanisms
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mechanisms[0]the tagger's words
mechanismsmechanisms
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mechanisms[1]the tagger's words
mechanismsmechanisms
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mechanisms[2]the tagger's words
limitationsBecause age-appropriate mathematics content was chosen separately for each group, the study may have measured only the application of already-mastered material, which could explain the absence of age-related change.
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limitations[0]the tagger's words
limitationsThe direct working-memory-to-achievement pathway has not been shown to survive control for working memory's role in performing the arithmetic operation itself.
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limitations[1]the tagger's words
limitationsIQ was not included, so its share of the variance in each mathematics component is unknown.
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limitations[2]the tagger's words
limitationsThe field's existing evidence cannot be put side by side, because it comes from separate studies — which is the stated reason this study exists.
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what this limits: the accumulated literature on executive functions and arithmetic: the paper states the evidence is drawn across separate studies, so the contributions cannot be directly compared across the three core competencies
limitations[3]1.0the tagger's words
limitationsThe three-part division of the central construct is inherited from one paper rather than derived here.
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what this limits: the executive-function components in this analysis: they follow the three-component division of Miyake et al. (2000) rather than being derived from these data
limitations[4]1.0the tagger's words
controlsa DIFFERENT item set chosen for each age band - 8-9, 11-12, 13-14, and young adults
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eliminates: floor and ceiling effects as the explanation of an age difference - a task easy enough for adults compresses their scores at ceiling and would make the developmental difference an artefact of the scale rather than of the ability · outcome (stated by the tagger, no quotation): held
controls[0]0.95the tagger's words
controlsthe full list of acceptable strategies - counting in the head, on fingers, decomposition, retrieval - stated explicitly to participants
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eliminates: younger children suppressing the strategy they actually used because they believed it was not allowed, which would bias the self-report measure precisely in the age group the study is about · outcome (stated by the tagger, no quotation): held
controls[1]0.9the tagger's words
conceptsexecutive functions
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concepts[0]the paper's words
conceptsinhibition
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also in: inhibition
concepts[1]the paper's words
conceptsshifting
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also in: shifting
concepts[2]the paper's words
conceptsupdating
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also in: updating
concepts[3]0.95the paper's words
conceptsworking memory
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concepts[4]0.9the paper's words
unhoused_relationsupdating → executive functions
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A CUE-LIST GAP, NOT A VOCABULARY GAP - 'part-of' IS THE RIGHT TYPE. 'ARE TYPICALLY DIVIDED…' The gate refused it because its containment cue list holds 'within / part of / comprises / consists of / includes / belongs to' and not 'divided into'. Measured over all 711 staged bodies: 'composed of' 262 occurrences in 151 bodies and 'divided into' 201 in 137 - each MORE COMMON than 'comprises' (68 in 51), which IS in the list; also 'made up of' 28 and 'subdivided into' 17. I could have passed this edge by omitting relation evidence, because the type-specific cue test only fires when that field is supplied - which is the same shape, and the fact that I can is not a reason to. The edge is filed here until the cue list is amended by whoever owns the gate, and should be promoted to 'part-of' when it is. Note also that this record was MISSING the third Miyake component entirely: it carried 'inhibition' and 'shifting' and not 'updating'. the project, 2026-08-26.
unhoused_relations[0]0.9the tagger's words
sensesexecutive functions - AS DIVIDED HERE: three components following Miyake et al. (2000) — updating or working memory, inhibition, and shifting
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senses[0]1.0the tagger's words
sensesworking memory - the Baddeley and Hitch (1974) model, described as adopted by the MAJORITY of researchers in the field rather than as established
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senses[1]1.0the tagger's words
senses`updating` / `working memory` - AN ALIAS ASSERTED BY A BARE `OR`, AND IT IS THE LOOSEST JOIN IN THIS PAPER. `These are (i) updating or working memory, the ability to monitor and manipulate information held in mind`. Miyake's component is `updating`; `working memory` is a much older and much broader term that this sentence quietly equates with it. The paper's own later sections then distinguish VERBAL from VISUOSPATIAL working memory and report they behave differently - a distinction `updating` does not carry. The `or` does more work than it admits.
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senses[2]0.85the tagger's words
senses`executive functions` - DEFINED BY WHAT THEY ARE FOR, THEN IMMEDIATELY BY A THREE-WAY PARTITION. `Executive functions, the skills used to guide and control thought and action, Quotation withheld` The functional gloss is the paper's own; the partition is attributed, and `typically` marks it as convention rather than fact. Each component then gets a one-clause definition in the same sentence - updating, inhibition, shifting - so the whole construct is fixed in 60 words.
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senses[3]0.95the tagger's words
claim_relationsbuilds-on → Geary (2004); Geary & Hoard (2005) hierarchical framework of mathematics
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claim_relations[0]the tagger's words
claim_relationsextends → previous hierarchical multi-component models of mathematics
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claim_relations[1]the tagger's words
claim_relationscontradicts → Cowan and Powell (2014); Fuchs et al. (2005)
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claim_relations[2]the tagger's words
claim_relationscontradicts → Andersson (2010); Clark et al. (2010)
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claim_relations[3]the tagger's words
claim_relationsreplicates → Hecht et al. (2003); Jordan et al. (2013)
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claim_relations[4]the tagger's words
concept_edgesEVIDENCE CORRECTED (RE-GROUNDED) · inhibition —part-of→ executive functions
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EVIDENCE CORRECTED: RE-GROUNDED. The old span had an elided subject - 'are typically divided into…' three components - so the term executive functions was never named. This sentence names both and places one inside the other: the contribution of executive functions, '…IN PARTICULAR INHIBITION…' and shifting, to procedural skill. — strength of the relation: 1 Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but endpoint by anaphora: the span continues the sentence whose subject is 'Executive functions' (immediately before the span).
concept_edges[0]the tagger's words
concept_edgesinhibition —part-of→ executive functions
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strength of the relation: 1 · note: RE-GROUNDS another row of this record: the old span named ONE endpoint.
concept_edges[1]0.9the tagger's words
content_tagshierarchical regression
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content_tags.statistics[0]the tagger's words
content_tagsbootstrap
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also in: bootstrap
content_tags.statistics[1]the tagger's words
content_tagsvariance partitioning
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content_tags.statistics[2]the tagger's words
content_tagsMahalanobis distance (outlier detection)
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content_tags.statistics[3]the tagger's words
content_tagsmultiple imputation
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content_tags.statistics[4]the tagger's words
content_tagsstandardization (z-scores)
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content_tags.statistics[5]the tagger's words
content_tagsdescriptive statistics
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content_tags.statistics[6]the tagger's words
content_tagsmediation analysis
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content_tags.statistics[7]the tagger's words
content_tagsThe domain-specific skills of factual knowledge, procedural skill and conceptual understanding only partially mediated the executive-function/achievement link, with numerical inhibitory control acting on achievement through factual knowledge and procedural skill.
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content_tags.findings[0]the tagger's words
content_tagsExecutive function measures explained far more variance in overall mathematics achievement (34%) than in any single component skill, and least of all in conceptual understanding (5%).
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content_tags.findings[1]the tagger's words
content_tagsVerbal working memory uniquely predicted all four outcomes - factual knowledge, procedural skill, conceptual understanding and mathematics achievement.
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content_tags.findings[2]the tagger's words
content_tagsShifting and non-numerical inhibition independently predicted none of the outcomes, whereas numerical inhibition uniquely predicted factual knowledge and procedural skill.
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content_tags.findings[3]the tagger's words
content_tagsContrary to prediction, the relationships between executive functions and mathematics were the same from 8 years to adulthood.
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content_tags.findings[4]the tagger's words
content_tagsVisuospatial working memory had a substantial direct effect on mathematics achievement (b = 0.25).
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content_tags.findings[5]the tagger's words
content_tagsVerbal working memory influenced achievement indirectly through all three component skills, with the procedural-skill route the largest of the three indirect paths.
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content_tags.findings[6]the tagger's words
content_tagsThe predicted relationship of inhibition and shifting with overall mathematics achievement was not found.
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content_tags.findings[7]the tagger's words
content_tagsexecutive functions
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content_tags.definitions[0]the tagger's words
content_tagsfactual knowledge
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content_tags.definitions[2]the tagger's words
content_tagsworking memory
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content_tags.definitions[3]the tagger's words
content_tagsinhibition
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also in: inhibition
content_tags.definitions[4]the tagger's words
content_tagsshifting
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also in: shifting
content_tags.definitions[5]the tagger's words
content_tagsmathematics achievement
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content_tags.variables[0]the tagger's words
content_tagsfactual knowledge, procedural skill and conceptual understanding
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content_tags.variables[1]the tagger's words
content_tagsexecutive function measures
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content_tags.variables[2]the tagger's words
content_tagsverbal working memory
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content_tags.variables[3]the tagger's words
content_tagsage contrasts
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also in: age contrasts
content_tags.variables[4]the tagger's words
content_tagstotal number of words correctly recalled
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content_tags.variables[5]the tagger's words
content_tags293 — total participants tested, aged 8-25 years
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content_tags.quantities[0]the tagger's words
content_tags34% — variance in mathematics achievement explained by the executive function measures alone
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content_tags.quantities[1]the tagger's words
content_tagsb = 0.25, 95% CI: 0.15–0.34 — direct effect of visuospatial working memory on mathematics achievement after the mediators were included
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content_tags.quantities[2]the tagger's words
content_tags9% — unique variance in mathematics achievement attributable to the working memory tasks once storage and processing speed were controlled
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content_tags.quantities[3]the tagger's words
content_tags0.3% — proportion of missing data replaced by multiple imputation
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content_tags.quantities[4]the tagger's words

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