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Record W2028215528 · doi:10.1080/1478336042000309893

An empirical study of the benefits and costs of ISO 9001: 2000 compared to ISO 9001/2/3: 1994

2004· article· en· W2028215528 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

VenueTotal Quality Management & Business Excellence · 2004
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicQuality and Supply Management
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsQuality management systemBusinessQuality assuranceEmpirical researchQuality (philosophy)Operations managementAccountingQuality managementMarketingEconomicsMathematicsStatistics

Abstract

fetched live from OpenAlex

Abstract Much has already been written about the effects of the 1994 version of the ISO 9001/2/3 standard on business performance, mostly supporting the notion that the implementation of this standardized quality assurance system is beneficial. However, there is a surprising lack of empirical research literature regarding the current 2000 version. This paper illustrates a study conducted with the purpose of comparing the perception of businesses regarding the motivation, challenges, benefits and costs of ISO 9001: 2000 and ISO 9001/2/3: 1994. The results of a survey of close to 400 Spanish companies performed in 1998 are presented and analyzed. While no significant differences in terms of the main motivation factors and implementation challenges are found, ISO 9001: 2000 registered companies report lower levels of satisfaction with the benefits of the standard, coupled with higher levels of implementation and maintenance costs, in comparison with the ISO 9001/2/3: 1994 registered ones. Although this study also shows that most companies still believe that ISO 9000 is beneficial overall, it seems that the findings support the notion that ISO 9001: 2000 faces a number of perhaps insurmountable challenges. A very low adoption rate of the standard only a few months before the deadline is but one symptom of a bigger problem with the standard. Keywords: ISO 9000quality standardcostsbenefits

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.548
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.002
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 head0.045
GPT teacher head0.303
Teacher spread0.258 · 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