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Record W4407919708 · doi:10.1177/13505076251315083

Ambition in popular business practitioner-oriented discourse: What the heck are we talking about?

2025· article· en· W4407919708 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueManagement Learning · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicManagement and Organizational Studies
Canadian institutionsMacEwan University
FundersYale University
KeywordsSociologyPublic relationsBusinessPolitical science

Abstract

fetched live from OpenAlex

The term ambition and its derivatives, such as ambitions, ambitious, and unambitious, constitute a commonly used set of signifiers in business practitioner-oriented discourse. Despite this wide currency, researchers have yet to interrogate the concept of ambition and explore the various ways that it figures in business discourse. In this article, we take an interpretive, grounded theory approach to bring to light the intricate meanings and workings of ambition in three top-ranked practitioner-oriented business journals from 2010 to 2019. Our findings reveal that ambition is positioned within four different constellations of meaning. We identify and outline the salient features of these four constellations to show how ambition is understood in different communicative contexts and connected with varying regimes of managerial prescription. We conclude with a discussion of the implications of these findings for management learning in particular and management and organization studies in general.

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.

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 categoriesScholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.762
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0010.000
Scholarly communication0.0010.003
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.009
GPT teacher head0.239
Teacher spread0.230 · 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