Author

A. Kapadia

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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 · 0 citations