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FinTechs and the Market for Financial Analysis

Author

Listed:
  • Jillian Grennan

    (Duke University - Fuqua School of Business; Duke Innovation & Entrepreneurship Initiative)

  • Roni Michaely

    (University of Geneva - Geneva Finance Research Institute (GFRI); Swiss Finance Institute)

Abstract

Market intelligence FinTechs aggregate many data sources, including nontraditional ones, and synthesize such data using artificial intelligence to make investment recommendations. Using data from a market intelligence FinTech, we evaluate the relationship between the FinTech data coverage and market efficiency. We find an increase in price informativeness for stocks with higher FinTech coverage and that traditional sources of information have less impact on prices for those stocks. Consistent with FinTechs changing investors' behavior, we show a substitution between traditional information sources and FinTechs using internet click data. Overall, our results suggest the rise in FinTechs for investment recommendations benefits investors.

Suggested Citation

  • Jillian Grennan & Roni Michaely, 2019. "FinTechs and the Market for Financial Analysis," Swiss Finance Institute Research Paper Series 19-10, Swiss Finance Institute, revised Apr 2019.
    • Handle: RePEc:chf:rpseri:rp1910
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    Cited by:

    1. Zhu Yongjie, 2023. "Enterprise life cycle, financial technology and digital transformation of banks—Evidence from China," Australian Economic Papers, Wiley Blackwell, vol. 62(3), pages 486-500, September.
    2. Gao, Haoyu & Wen, Huiyu & Yu, Shujiaming, 2022. "Weathering information disruption: Typhoon strikes and analysts’ forecast dispersion," Finance Research Letters, Elsevier, vol. 49(C).
    3. Liu, Jiangtao & Zhang, Yi & Kuang, Jia, 2023. "Fintech development and green innovation: Evidence from China," Energy Policy, Elsevier, vol. 183(C).
    4. José María Liberti & Mitchell A. Petersen, 2018. "Information: Hard and Soft," NBER Working Papers 25075, National Bureau of Economic Research, Inc.
    5. Jérôme Dugast & Thierry Foucault, 2020. "Equilibrium Data Mining and Data Abundance," Working Papers hal-03053967, HAL.
    6. Zhao, Jinsong & Li, Xinghao & Yu, Chin-Hsien & Chen, Shi & Lee, Chi-Chuan, 2022. "Riding the FinTech innovation wave: FinTech, patents and bank performance," Journal of International Money and Finance, Elsevier, vol. 122(C).
    7. Jawad, Muhammad & Naz, Munazza, 2023. "Environmental change through financial innovation: A systematic analysis of Program-Related donations," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    8. Wang, Xinyue & Cao, Yuqiang & Feng, Zhuoan & Lu, Meiting & Shan, Yaowen, 2023. "Local FinTech development and stock price crash risk," Finance Research Letters, Elsevier, vol. 53(C).
    9. Yuying Gao & Shanyue Jin, 2022. "Corporate Nature, Financial Technology, and Corporate Innovation in China," Sustainability, MDPI, vol. 14(12), pages 1-22, June.
    10. Mustafa OZYESIL, 2020. "An Application of Financial Ratio Analysis on Concordat Firms: A Model Suggestion on Construction Firms Listed in Borsa Istanbul," Journal of Economics and Behavioral Studies, AMH International, vol. 11(6), pages 10-22.
    11. Kakhkharov, Jakhongir & Bianchi, Robert J., 2022. "COVID-19 and policy responses: Early evidence in banks and FinTech stocks," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
    12. José María Liberti & Mitchell A Petersen, 2019. "Information: Hard and Soft," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 8(1), pages 1-41.
    13. Henao-Londono, Juan C. & Guhr, Thomas, 2022. "Foreign exchange markets: Price response and spread impact," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 589(C).
    14. Zhang, Qiuyue & Que, Jiangjing & Qin, Xiuting, 2023. "Regional financial technology and shadow banking activities of non-financial firms: Evidence from China," Journal of Asian Economics, Elsevier, vol. 86(C).
    15. Cookson, J. Anthony & Niessner, Marina & Schiller, Christoph M., 2022. "Can Social Media Inform Corporate Decisions? Evidence from Merger Withdrawals," SocArXiv 56yrj, Center for Open Science.
    16. Lei Xu & Qian Liu & Bin Li & Chen Ma, 2022. "Fintech business and firm access to bank loans," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 62(4), pages 4381-4421, December.
    17. Wang, Yichen & Hu, Jun & Chen, Jia, 2023. "Does Fintech facilitate cross-border M&As? Evidence from Chinese A-share listed firms," International Review of Financial Analysis, Elsevier, vol. 85(C).
    18. Zhiyong Zheng & Jian He & Yingjie Yang & Mengting Zhang & Desheng Wu & Yang Bian & Jianhong Cao, 2023. "Does financial leverage volatility induce systemic financial risk? Empirical insight based on the Chinese fintech sector," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(2), pages 1142-1161, March.

    More about this item

    Keywords

    Fintech; FinTechs (financial technology firms); Market intelligence; Artificial intelligence; Aggregators; Social media; Financial blogs; Information and market efficiency; Big data; Machine learning; Datamining; Data signal providers;
    All these keywords.

    JEL classification:

    • D14 - Microeconomics - - Household Behavior - - - Household Saving; Personal Finance
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • O35 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Social Innovation

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