Corporate Governance
1 gain1 Trace10 problems
Every measured gain and problem on the record for this topic, newest first.Too few to weigh yet. Updated .
One square per record, darker for stronger evidence:Evidence: 0 high6 moderate6 emerging
12 records so far, too few to weigh yet. Is your study missing? Add it
AI and corporate governance
A Trace is one record with both a gain and a problem, so it counts on both sides: 2 records show a gain and 11 show a problem. 8 context records are in the record list but not counted, because they report no measured gain or problem.
| Evidence | Gain side | Problem side |
|---|---|---|
| HighStrong study design, backed by at least two independent sources | 0 | 0 |
| ModerateA measured study or an official source | 2 | 5 |
| EmergingEarly, small, unreviewed or reported second-hand | 0 | 6 |
By type of evidence: 5 news reports; 3 investigations by reporters; 1 observational study; 1 survey; 1 commentary or narrative review. How evidence is scored
12 records so far, too few to weigh yet. A written summary appears once a topic has at least 20 counted records, with at least 5 on each side. Is your study missing? Add it
OpenAI says it used one of its own models to analyze the hidden recording device and work out where it came from; the record gives no independent measure of how much this helped.
In a survey of 143 AI professionals, those reporting ethical governance at the design and deployment stages also rated their company's AI as more trustworthy.
Oxford's 2025 announcement did not say the digitised Bodleian texts would train OpenAI's models, and staff raised reputational and environmental concerns about the partnership.
A study of public statements by 253 NYSE-listed financial firms found 216 (85.4%) described AI only in indirect terms, 34 named Python and just five (1.98%) gave quantified outcome claims, limiting comparability for investors.
Messages released under freedom of information law show Palantir privately urged a health minister to extend its software to GP records that its £330m NHS England contract excludes, and doctors say this could damage patient trust.
1 record
"Inside the Dáil" by David Kernan, CC BY 4.0.Researchers built a three-stage lifecycle framework for corporate ethical and responsible AI governance, covering design and development, testing and training, and deployment and usage. They surveyed attendees of a U.S.
Journal of Enterprise Information Management
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