Evidence map›Paper›PMID 41745209›Full record

ArticleJournal of Intelligence2026

The ATHENA Competency Framework: An Evaluation of Its Validity According to Instructional Designers and Human Resource Development Professionals.

Jeremy Lamri, Karin Valentini, Felipe Zamana, Todd Lubart

Abstract read
In one paragraph

Article in Journal of Intelligence, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Jeremy LamriTomorrow Theory, 75002 Paris, France.ORCID 0000-0003-4211-0964
Karin ValentiniTomorrow Theory, 75002 Paris, France.
Felipe ZamanaLaboratoire de Psychologie et d'Ergonomie Appliquées (LaPEA), Université Paris Cité and Univ Gustave Eiffel, 92100 Boulogne-Billancourt, France.ORCID 0000-0003-4883-5392
Todd LubartLaboratoire de Psychologie et d'Ergonomie Appliquées (LaPEA), Université Paris Cité and Univ Gustave Eiffel, 92100 Boulogne-Billancourt, France.ORCID 0000-0002-8776-8797

Funding

Decathlon, Bouygues, Crédit Mutuel
6 · The paper itself

Abstract

The ATHENA (Advanced Tool for Holistic Evaluation and Nurturing of Abilities) competency framework proposes a multidimensional approach to human performance structured around five interdependent dimensions (cognition, conation, knowledge, emotion, and sensori-motion), operationalized through 60 fine-grained facets. Although ATHENA is grounded in contemporary psychological theory and supported conceptually by multivariate research in intelligence, creativity, and skill acquisition, empirical evidence regarding the clarity and practical comprehensibility of its facets remains limited. This study investigates the extent to which instructional designers and human resource development (HRD) professionals-two groups who routinely operationalize competencies for learning, assessment, and workforce development-understand and evaluate the semantic clarity and usability of the 60 facets. Seventy-five practitioners completed a structured evaluation of the ATHENA framework facets, which are designed to be used in a hybrid intelligence system for competency management. This article presents the theoretical background, methodological design, and results concerning users' comprehension of the framework's components. The findings support, in general, the compatibility of ATHENA's facets and practitioners' conceptions.

Indexed as

ATHENA frameworkcompetency frameworkfacet clarityframework validationHR developmentinstructional designmultidimensional skills

Identifiers

PMID41745209
PMCPMC12942567

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.