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Record W3192523355 · doi:10.1108/jfc-06-2021-0134

Triggering changes in corporate governance: before and after external whistleblowing

2021· article· en· W3192523355 on OpenAlex
Nadia Smaïli, Paulina Arroyo

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 Financial Crime · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicAuditing, Earnings Management, Governance
Canadian institutionsUniversité de MontréalUniversité du Québec à Montréal
Fundersnot available
KeywordsCorporate governanceAccountingOriginalityBusinessOfficerShareholderEnforcementChief executive officerValue (mathematics)Qualitative researchFinanceEconomicsManagementPolitical scienceLawSociology

Abstract

fetched live from OpenAlex

Purpose The purpose of this paper is to investigate whether a change of corporate governance occurs after financial crimes in Canada revealed through external whistleblowing. Design/methodology/approach Based on the methodology of Smaili and Arroyo (2019), the authors implement a qualitative research framework to examine 11 alleged Canadian corporate financial statement fraud cases publicly exposed during the 1995–2012 period. Findings The analysis suggests that firms had a weak traditional corporate governance mechanism before the external whistleblowing occurred. In almost every case, the chief executive officer (CEO) was also the chair of the board of directors. Although the reports by Dey and Saucier recommend that independent directors make up at least 75% of Canadian boards, we note that the percentage of independent directors was under 70% in six cases. Moreover, only two firms had a whistleblowing policy in place, and seven firms had a major shareholder. Regarding the consequences for corporate governance after whistleblowing, the analysis shows that the companies that survived the whistleblowing had enhanced their internal corporate governance by the third year after the whistleblowing. In fact, at all the surviving companies, the CEO was no longer the chair, and the percentage of independent directors had increased to 80%. However, for those survival companies that did not have a whistleblowing policy before the event, the situation did not change quickly, and they only implemented a policy after the enforcement of the new regulation in the year 2003. Originality/value This paper adds new insights to the research on financial crime by investigating the relation between corporate governance and whistleblowing.

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)0.003
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 score0.321
Threshold uncertainty score0.766

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
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 head0.012
GPT teacher head0.211
Teacher spread0.200 · 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