Recommendation Mechanisms Affecting Autonomy of Choice
推薦機制影響選擇自主
Operation & Monitoring
Risk Description
When a user continuously receives filtered options while believing they have surveyed the full market; due to unmitigated control gaps, in reality, some options better suited to their needs never appear in recommendations, and the user has no way to know their range of choice has been narrowed, triggering compliance exposure and operational reputational costs.
Framework Mappings
EU AI ActArt.50
NIST AI 600-1Human-AI Configuration
NIST AI RMFGOVERN 3.2
ISO/IEC 42005影響評估流程
ISO/IEC 5338運作與監控
MIT AI Risk RepositoryDomain 5
Risk Treatment & Implementation Guidance
Improve recommendation transparency so users know options are filtered and why; Give users control to adjust or disable personalization and browse the full option set; Monitor recommendation-diversity metrics to prevent excessive narrowing of choice