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Learning From AI‐Generated Financial Educational Content: Impacts on Subjective Knowledge and Financial Well‐Being

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  • Inga Timmerman

Abstract

This study investigates whether generative AI educational content, specifically ChatGPT‐generated financial education materials, can enhance self‐reported financial knowledge and well‐being in the domains of budgeting, debt management, and investing. Using an experimental design, we find that AI‐generated financial educational content increases self‐reported knowledge, but the benefits are unevenly distributed: individuals with higher baseline financial literacy gain more than those with limited prior knowledge. Mediation analyses further show that these perceptual gains do not consistently translate into improvements in financial well‐being, particularly, in the context of debt stress, where worry continues to exert a strong negative influence. Together, the findings underscore both the promise and the limitations of generative AI in financial education, highlighting the need for more inclusive, adaptive, and emotionally supportive interventions.

Suggested Citation

  • Inga Timmerman, 2026. "Learning From AI‐Generated Financial Educational Content: Impacts on Subjective Knowledge and Financial Well‐Being," Journal of Consumer Affairs, Wiley Blackwell, vol. 60(2), June.
    • Handle: RePEc:bla:jconsa:v:60:y:2026:i:2:n:e70043
    DOI: 10.1111/joca.70043
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    References listed on IDEAS

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    1. Hyesun Hwang & Hyung In Park, 2023. "The relationships of financial literacy with both financial behavior and financial well‐being: Meta‐analyses based on the selective literature review," Journal of Consumer Affairs, Wiley Blackwell, vol. 57(1), pages 222-244, January.
    2. Annamaria Lusardi & Daniel Schneider & Peter Tufano, 2011. "Financially Fragile Households: Evidence and Implications," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 42(1 (Spring), pages 83-150.
    3. William Elliott & Melinda Lewis, 2015. "Student Debt Effects On Financial Well-Being: Research And Policy Implications," Journal of Economic Surveys, Wiley Blackwell, vol. 29(4), pages 614-636, September.
    4. Bridges, Sarah & Disney, Richard, 2010. "Debt and depression," Journal of Health Economics, Elsevier, vol. 29(3), pages 388-403, May.
    5. Lusardi, Annamaria & Mitchell, Olivia S. & Curto, Vilsa, 2014. "Financial literacy and financial sophistication in the older population," Journal of Pension Economics and Finance, Cambridge University Press, vol. 13(4), pages 347-366, October.
    6. Jonathan Ross Gilbert & Daniel A. Sheinin & Jing Jian Xiao & Bo Wen, 2025. "“Pathways” to Financial Well‐Being: The Role of Perceptions of Economic Mobility, Trait Hope, and Financial Capability for Minority and Low‐Income Consumers," Journal of Consumer Affairs, Wiley Blackwell, vol. 59(3), September.
    7. Richard G Netemeyer & Dee Warmath & Daniel Fernandes & John G LynchJr. & Eileen FischerEditor & Olivier ToubiaAssociate Editor, 2018. "How Am I Doing? Perceived Financial Well-Being, Its Potential Antecedents, and Its Relation to Overall Well-Being," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 45(1), pages 68-89.
    8. Xie, Panlin & Fu, Ke, 2024. "Financial literacy and digital product consumption - An analysis based on CFPS data," Finance Research Letters, Elsevier, vol. 68(C).
    9. Lu Fan & Robin Henager, 2022. "A Structural Determinants Framework for Financial Well-Being," Journal of Family and Economic Issues, Springer, vol. 43(2), pages 415-428, June.
    10. Zhangwei Zheng & Qin Lingda Tan & Xiaowei Zheng & Yaliu Yang, 2025. "The Dark Side of AI in Insurance: A Systematic Review of Mechanisms Linking AI Design Features to Consumer Harm," Journal of Consumer Affairs, Wiley Blackwell, vol. 59(4), December.
    11. Mathieu R. Despard & Terri Friedline & Stacia Martin-West, 2020. "Why Do Households Lack Emergency Savings? The Role of Financial Capability," Journal of Family and Economic Issues, Springer, vol. 41(3), pages 542-557, September.
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