ExplorerEnvironmental ScienceEconomics
Research PaperResearchia:202608.04047

AI Financial Advice: Supply, Demand, and Life Cycle Implications

Taha Choukhmane

Abstract

We ask a representative sample to write prompts seeking spending and investing advice from LLMs, then simulate the lifetime effects of following the advice under realistic asset and labor market conditions. Applying this method to GPT-5.2, we find following the advice would move respondents toward life cycle theory: broader participation in diversified equity funds, age-declining equity shares, and larger savings buffers. Recommendations vary systematically by gender, prior AI experience, and fi...

Submitted: August 4, 2026Subjects: Economics; Environmental Science

Description / Details

We ask a representative sample to write prompts seeking spending and investing advice from LLMs, then simulate the lifetime effects of following the advice under realistic asset and labor market conditions. Applying this method to GPT-5.2, we find following the advice would move respondents toward life cycle theory: broader participation in diversified equity funds, age-declining equity shares, and larger savings buffers. Recommendations vary systematically by gender, prior AI experience, and financial literacy. For gender, two-thirds of recommended equity-share differences arise from men and women writing different prompts (demand), while one-third arise from gender labels attached to otherwise identical prompts (supply).


Source: arXiv:2608.01607v1 - http://arxiv.org/abs/2608.01607v1 PDF: https://arxiv.org/pdf/2608.01607v1 Original Link: http://arxiv.org/abs/2608.01607v1

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Submission Info
Date:
Aug 4, 2026
Topic:
Environmental Science
Area:
Economics
Comments:
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