---
id: "claim-transparency-mandates-insufficient"
type: "claim"
source_timestamps: ["§ How to Use Explainable AI Responsibly"]
tags: ["regulation", "compliance", "ai-governance"]
related: ["concept-checkbox-transparency", "framework-responsible-xai-deployment"]
confidence: "high"
testable: true
speakers: ["Alex Chan"]
sources: ["adoption"]
sourceVaultSlug: "hbr-seg-adoption"
originDay: 9
articleStem: "hbr-edu-37-employees-not-questioning-ai"
sourceUrl: "https://hbr.org/2026/06/employees-arent-questioning-ai-advice-enough"
sourceTitle: "Employees Aren’t Questioning AI Advice Enough"
---
# Transparency mandates alone do not ensure responsible AI use

**Confidence:** high · **Testable:** yes · **Attributed to:** [[entity-alex-chan|Alex Chan]]

Legal obligations to provide explanations for algorithmic decisions — such as those from the EU [[entity-eu-gdpr|GDPR]], the [[entity-eu-ai-act-d9|EU AI Act]], or the U.S. [[entity-us-cfpb|CFPB]] — are insufficient on their own. Because users exhibit information-avoiding behavior, simply mandating the *availability* of explanations leads to [[concept-checkbox-transparency]]. Responsible use requires structural organizational changes to force engagement with the provided transparency — the substance of the [[framework-responsible-xai-deployment]].

**Enrichment note:** The D³/HBS article states directly that investing in transparent AI systems is insufficient and calls for redesigning incentive structures and decision environments; Meyer's governance commentary argues explanations need to be "unavoidable, not just available," with decision-makers accountable for what they chose not to know. **Counter-perspective:** the *intent* of GDPR's automated-decision provisions, the AI Act's risk-management / transparency / human-oversight requirements for high-risk systems, and the CFPB's 2023 insistence on "specific and accurate" adverse-action reasons is to counter superficial compliance — so the claim is best read as "mandated *availability* alone is insufficient," not "regulation is worthless."