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FinTechs and the Market for Financial Analysis

Author

Listed:
  • Grennan, Jillian
  • Michaely, Roni

Abstract

Hundreds of equity market intelligence financial technology firms (FinTechs) have formed in the last decade. We assemble novel data to describe their capabilities, users, and consequences. Our data suggest that these FinTechs i) aggregate many data sources, including nontraditional ones (e.g., Twitter, blogs), and synthesize such data using artificial intelligence to make investment recommendations, and ii) change Internet users’ information discovery by serving as substitutes for traditional information providers. We evaluate some nontraditional data and find evidence suggesting that such data contain valuable information or “crowd wisdom” that links to informational efficiency. Overall, our findings are consistent with this innovation benefiting investors and markets.

Suggested Citation

  • Grennan, Jillian & Michaely, Roni, 2021. "FinTechs and the Market for Financial Analysis," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(6), pages 1877-1907, September.
    • Handle: RePEc:cup:jfinqa:v:56:y:2021:i:6:p:1877-1907_1
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    Cited by:

    1. 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).
    2. Jérôme Dugast & Thierry Foucault, 2020. "Equilibrium Data Mining and Data Abundance," Post-Print hal-02933315, HAL.
    3. Liu, Jiangtao & Zhang, Yi & Kuang, Jia, 2023. "Fintech development and green innovation: Evidence from China," Energy Policy, Elsevier, vol. 183(C).
    4. 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.
    5. 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.
    6. 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.
    7. 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).
    8. 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.
    9. 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.
    10. 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).
    11. 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).
    12. 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).
    13. 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).
    14. José María Liberti & Mitchell A. Petersen, 2018. "Information: Hard and Soft," NBER Working Papers 25075, National Bureau of Economic Research, Inc.
    15. 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.
    16. Yuying Gao & Shanyue Jin, 2022. "Corporate Nature, Financial Technology, and Corporate Innovation in China," Sustainability, MDPI, vol. 14(12), pages 1-22, June.
    17. 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).
    18. Gao, Haoyu & Wen, Huiyu & Yu, Shujiaming, 2022. "Weathering information disruption: Typhoon strikes and analysts’ forecast dispersion," Finance Research Letters, Elsevier, vol. 49(C).

    More about this item

    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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