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Record W4393392792 · doi:10.1111/jpim.12733

Development of a multidimensional scale to measure organizational creative capabilities

2024· article· en· W4393392792 on OpenAlexaffabout
Guy Parmentier, Zeinab Sheet, Florence Jeannot, Romain Rampa

Bibliographic record

VenueJournal of Product Innovation Management · 2024
Typearticle
Languageen
FieldPsychology
TopicCreativity in Education and Neuroscience
Canadian institutionsÉcole de Technologie Supérieure
FundersAgence Nationale de la Recherche
KeywordsConfirmatory factor analysisScale (ratio)Openness to experienceConstruct (python library)PsychologySample (material)Construct validityExternal validityInternal validityValidityReliability (semiconductor)Knowledge managementApplied psychologySocial psychologyComputer scienceStructural equation modelingPsychometricsMathematicsStatisticsMachine learningDevelopmental psychologyGeography

Abstract

fetched live from OpenAlex

Abstract Although the literature's case and longitudinal studies provide ample evidence of organizational routines that foster creative behaviors, it still lacks an integrative model of organizational creative capabilities (OCCs) and the quantitative evidence to validate such a model. This research is aimed at conceptualizing and developing a reliable and valid scale for OCCs. First, we define the OCC construct's domain by conducting an extensive literature review. We then generate a list of items for the five dimensions of OCCs through a qualitative study involving a group of 24 practitioners (Study 1a) and by surveying nine senior researchers (Study 1b). We refine the OCC scale using a sample of 269 responses collected in France and Canada (Study 2), and we conduct a first‐order confirmatory factor analysis (Study 3). Finally, we perform a second‐order confirmatory analysis (Study 4a) on samples of 220 responses collected mainly in the United States and Europe, generalize our results to a sample of 205 responses, and strengthen the predictive validity (Study 4b). Our results provide significant evidence that OCCs can be conceptualized around five dimensions: internal socialization routines, idea management routines, external openness routines, creative equipment routines, and internal agility routines. Furthermore, the research confirms the scale's good psychometric qualities, thus ensuring that researchers can be confident in the reliability of any future academic research design using the scale. We also validate the OCC scale's predictive validity by verifying that a five‐dimensional reflective scale with 16 indicators has a significant positive effect on the creative outcome. This OCC scale can be used by practitioners to better understand the organizational routines they have to develop in order to strengthen their organization's creativity. It also provides a way for longitudinal studies to observe how OCCs evolve over time.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.431
Threshold uncertainty score0.875

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.044
GPT teacher head0.347
Teacher spread0.303 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations5
Published2024
Admission routes2
Has abstractyes

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