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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 OpenAlexaffabout
Omar Belkhodja, Égide Karuranga, Guillaume Morin

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.026
metaresearch head score (Gemma)0.057
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.089
Threshold uncertainty score0.194

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0260.057
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0330.021
Scholarly communication0.0150.007
Open science0.0030.007
Research integrity0.0080.011
Insufficient payload (model declined to judge)0.0040.001

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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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

Citations12
Published2012
Admission routes2
Has abstractyes

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