Human Judgment Preservation

Definition

Human Judgment Preservation examines the mechanisms, conditions and outcomes through which this factor shapes human cognition, learning, collaboration or sustainable performance in AI-supported settings.

Why this matters

Human Judgment Preservation may materially affect human capability, independence, confidence, safety and productivity. Poorly designed assistance can create hidden costs even where short-term output appears to improve.

Research questions

How can systems preserve professional judgement when AI becomes routinely available?

Hypotheses

Mandatory independent framing before AI exposure will preserve diagnostic and analytical diversity.

Proposed methods

workflow experiments; task-allocation trials; simulation; incident analysis; ethnography; decision audits; controlled handover tests; pre-registered analysis; active comparison; subgroup and accessibility analysis; delayed retention or longitudinal follow-up; adverse-effect capture; reproducibility testing; participant debrief

Stakeholders and beneficiaries

workers; team leaders; boards; risk officers; AI vendors; unions; customers; regulators; auditors; professional standards bodies; senior practitioners