MétaCan
Menu
Back to cohort
Record W2115442356 · doi:10.1177/0011392111419750

Professions, organizations and the state: Applying the sociology of the professions to the case of management consultancy

2011· article· en· W2115442356 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

VenueCurrent Sociology · 2011
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicManagement and Organizational Studies
Canadian institutionsYork University
Fundersnot available
KeywordsProfessionalizationContext (archaeology)SociologyState (computer science)Public relationsKnowledge baseEngineering ethicsSocial scienceManagementPolitical scienceEconomicsEngineering

Abstract

fetched live from OpenAlex

In the recent literature on knowledge-based occupations it is frequently noted that some groups, such as management consultants, have been far less successful than others in developing a system of professional regulation and organization. This is generally attributed to the functional characteristics of their knowledge base, which is too elusive, fuzzy and perishable to sustain traditional professionalization projects. It is also suggested that these groups have little interest in becoming professions and have relied instead on alternative occupational strategies. In this article, drawing on a range of secondary sources, the authors highlight certain limitations of this account and offer an alternative. Focusing on the historical development of professional associations in the context of management consulting in the UK, the authors illustrate the role played by the state and large firms in undermining efforts to professionalize. A key contribution of the article is to highlight the need for a more inclusive approach to understanding why new knowledge-based occupations have failed to professionalize, one that gives more weight to the historical context and the role played by other key actors in shaping change.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.517
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
Bibliometrics0.0000.001
Science and technology studies0.0010.002
Scholarly communication0.0000.000
Open science0.0010.001
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 head0.035
GPT teacher head0.282
Teacher spread0.247 · 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