Issued2024-05-09

Health Equity Across the AI Lifecycle (HEAAL)

Equity Assessment FrameworkVoluntary

Summary

Provides a process-oriented framework for assessing and mitigating the risk that healthcare AI worsens inequities, covering accountability, fairness, fitness for purpose, reliability and validity, and transparency across eight key decisions in the AI adoption lifecycle.

Healthcare Implications

Healthcare delivery organizations should use the framework throughout problem selection, product definition, validation, rollout, monitoring, and decommissioning to identify affected groups, gather relevant data and stakeholder input, test equity risks, document accountability, and allocate resources for mitigation.

Impact Level

Medium

Keywords

Equity & Bias; Transparency & Governance; Safety & Risk; Clinical Quality & Efficacy

Stakeholders

Providers & Health Systems; Patients & Public; Developers & Vendors; Regulators & Government