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Record W2094294974 · doi:10.1108/02656710610679833

Use of ISO 9004:2000 and other business excellence tools in Canada

2006· article· en· W2094294974 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

VenueInternational Journal of Quality & Reliability Management · 2006
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicQuality and Supply Management
Canadian institutionsUniversity of AlbertaUniversity of Guelph
Fundersnot available
KeywordsBusinessExcellenceStandardizationQuality management systemQuality (philosophy)Sample (material)MarketingQuality managementAccountingService (business)Computer science

Abstract

fetched live from OpenAlex

Purpose The purpose of this paper is to investigate the use of business excellence tools, particularly the extent of adoption of the ISO 9004:2000 guideline and respondents' perceptions of its usefulness. Design/methodology/approach In this paper a large empirical study was undertaken to identify the use of business excellence frameworks in Canada. The survey was based on a series of in‐depth interviews with 15 standardization experts who are all members of the Canadian Advisory Committee on Quality Management CAC/ISO/TC176. It was mailed to a sample of small, medium, and large businesses that spanned a wide range of manufacturing and service sectors, resulting in 187 responses. Findings This paper finds that the application of business excellence tools by Canadian organizations seems to be a function of both the size and location of the organization. There may be differences in use between organizations within different industry sectors, and those with different organizational structures. ISO 9004:2000 is not widely used, and probably needs a complete overhaul. Research limitations/implications The survey in this paper had a relatively low response rate. The small number of respondents who were familiar with ISO 9004:2000 precluded any statistical analysis of the data. The results are of interest to a variety of quality management researchers, as there is a paucity of literature on ISO 9004, particularly with experimental data. Practical implications Contributions in the paper extend to practitioners, as the survey included manufacturing and service sectors, both publicly and privately owned, as well as executives, since the study was aimed at top management of the organizations surveyed. Originality/value The paper shows that, while the concept of business excellence has rarely been researched from a Canadian perspective, the focus on ISO 9004:2000 makes this study totally unique.

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)0.002
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.410
Threshold uncertainty score0.808

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
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 science0.0010.000
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 head0.044
GPT teacher head0.274
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