MétaCan
Menu
Back to cohort
Record W2594142615 · doi:10.1177/030630701203700301

Reflections on the Client—Consultant Relationship: Challenges and Opportunities in a Context of Organisational Change

2012· article· en· W2594142615 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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of General Management · 2012
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicManagement and Organizational Studies
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsContext (archaeology)PerceptionPsychologyPoint (geometry)Public relationsKnowledge managementField (mathematics)Qualitative researchSociologyComputer sciencePolitical science

Abstract

fetched live from OpenAlex

This paper investigates the determinants of success of the client-consultant relationship from the consultant's point of view. Ten consultants from various fields (e.g. change management, information technology, etc.) based in the province of Quebec in Canada were interviewed. They were asked to comment on issues relating to their roles in the consultancy project, expectations, and the determinants of success of the client–consultant relationship. Interview data were analysed using an interpretive frame. The research findings reveal that consultants perceive their contribution and role positively and perceive themselves as change agents and knowledge transmitters. Trust, active communication, and shared feedback were identified as the major determinants of success of the client–consultant relationship. The results support and help advance earlier research findings in the management consulting field. Consultants are conscious that a long-term relationship built on trust, active communication, and shared feedback, identified as major determinants of success in the client–consultant relationship, is essential. The qualitative findings of the study add to, and help support, earlier research findings on consultants' perception of their roles and contributions within client organisations.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.962
Threshold uncertainty score0.306

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
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 head0.218
GPT teacher head0.301
Teacher spread0.082 · 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