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A. Kapadia

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#artificial intelligence Preprint Sep 2026

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

A randomized vignette experiment with 285 U.S. adults across eight financial decisions independently varying three advice styles---AI, expert, and online community---and displayed source labels while holding the underlying recommendation consistent found expert-style advice remained most preferred when shown without so...

A. Kapadia, Eshwar Chandrasekharan, Koustuv Saha · 0 citations
Preprint Aug 2026

How People Evaluate AI-, Expert-, and Peer-Style Financial Advice

Findings show that financial-advice evaluations are shaped jointly by displayed attribution and message-level communication cues, which position disclosure not as a neutral transparency mechanism, but as an interpretive frame whose accuracy and interaction with message cues can shape trust and reliance.

A. Kapadia, Eshwar Chandrasekharan, Koustuv Saha · 1 citation

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