Research Summary: Trustworthy FinAInce: Unpacking How AI-Mediated Financial Advice is Judged

Research from arXiv highlights that the appraisal of AI-mediated financial advice by individuals is significantly influenced by the advice source's style, labels, and the specific decision context. An experiment involving U.S. adults across various financial decisions demonstrated that advice style primarily shapes message and safety perceptions, while expert labels specifically enhance perceived source knowledge. Decision context is crucial in influencing risk and safety assessments, with these appraisals strongly correlating with overall advice quality judgments.

Why it matters

As AI integrates further into critical services like financial advice, understanding public perception and trust mechanisms is paramount. This research provides insights into how the presentation and context of AI-generated advice impact user reliance and judgment, directly influencing responsible AI deployment strategies and regulatory frameworks.

Key insights

• Generative AI is increasingly utilized for personal financial guidance.
• People's appraisal of financial advice is influenced by the advice style, displayed source labels, and the decision context.
• Advice style (AI, expert, online community) most strongly impacts perceptions of message quality and safety.
• Labeling advice as from an 'Expert' selectively increases the perception of source knowledge.
• The specific financial decision context primarily influences risk and safety appraisals of the advice.
• These appraisals are significantly associated with downstream judgments of overall advice quality, explaining a large portion of variance.

Source

arXiv — Computers and Society — https://arxiv.org/abs/2609.20989