Media Brief · Human Agency Policy Framework
What journalists need to know
Micheal Charles Preble · Independent Researcher · Policy paper (not the research paper)
Why this research matters
A credit score, an eligibility determination, or a risk flag can be corrected — but the decision it already produced (a denial, a restriction, a lost opportunity) can keep operating on its own. This research proposes a policy framework for exactly that gap between fixing a record and fixing what the record already caused.
The research in one sentence
Correcting a source record does not automatically determine whether decisions and consequences already produced from it remain justified; this paper proposes a seven-stage Consequence Revalidation Framework for institutions to work through that question deliberately.
What is new
The concept of corrective continuity — whether a valid correction actually reaches and governs the decision pathways that depended on the old information — and a four-category test (necessary, contributory, incidental, or indeterminate dependency) for deciding how much review a given correction actually warrants.
What is established vs. proposed
Established (real, cited law): the EU AI Act already imposes lifecycle and corrective-action obligations on certain high-risk systems; the CJEU's SCHUFA Holding decision already treats automated credit scoring as capable of falling under GDPR's automated-decision protections.
Proposed by this paper: the Consequence Revalidation Framework itself, synthesizing these and other existing mechanisms into one architecture. This is policy analysis, not new empirical data.
What would be inaccurate to say
- That this paper is the same document as the companion research paper on Human Agency Under Consequential State (SSRN 7496758). It is a separate policy paper with its own vocabulary and legal grounding.
- That the framework requires every correction to trigger a full review. It explicitly limits the trigger to a still-operative consequence plus a plausible path of material dependency.
- That the paper proposes a new universal liability rule. It explicitly does not determine damages, create jurisdiction, or displace sector-specific law.
Canonical source / citation
Read the canonical paper record → · Full paper PDF
Preble, Micheal Charles. “Human Agency Under Consequential State: A Policy Framework for Correction, Revalidation, and Recoverable Consequences” Manuscript v4, September 2026. SSRN 7509878, submitted to SSRN, 2026.
Researcher contact
Micheal Charles Preble · Independent Researcher · micheal@perfinitive.com · ORCID
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