IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2302.03694.html
   My bibliography  Save this paper

Characterizing Financial Market Coverage using Artificial Intelligence

Author

Listed:
  • Jean Marie Tshimula
  • D'Jeff K. Nkashama
  • Patrick Owusu
  • Marc Frappier
  • Pierre-Martin Tardif
  • Froduald Kabanza
  • Armelle Brun
  • Jean-Marc Patenaude
  • Shengrui Wang
  • Belkacem Chikhaoui

Abstract

This paper scrutinizes a database of over 4900 YouTube videos to characterize financial market coverage. Financial market coverage generates a large number of videos. Therefore, watching these videos to derive actionable insights could be challenging and complex. In this paper, we leverage Whisper, a speech-to-text model from OpenAI, to generate a text corpus of market coverage videos from Bloomberg and Yahoo Finance. We employ natural language processing to extract insights regarding language use from the market coverage. Moreover, we examine the prominent presence of trending topics and their evolution over time, and the impacts that some individuals and organizations have on the financial market. Our characterization highlights the dynamics of the financial market coverage and provides valuable insights reflecting broad discussions regarding recent financial events and the world economy.

Suggested Citation

  • Jean Marie Tshimula & D'Jeff K. Nkashama & Patrick Owusu & Marc Frappier & Pierre-Martin Tardif & Froduald Kabanza & Armelle Brun & Jean-Marc Patenaude & Shengrui Wang & Belkacem Chikhaoui, 2023. "Characterizing Financial Market Coverage using Artificial Intelligence," Papers 2302.03694, arXiv.org.
    • Handle: RePEc:arx:papers:2302.03694
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2302.03694
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Haroon, Omair & Rizvi, Syed Aun R., 2020. "COVID-19: Media coverage and financial markets behavior—A sectoral inquiry," Journal of Behavioral and Experimental Finance, Elsevier, vol. 27(C).
    2. Baker, Scott R. & Bloom, Nicholas & Davis, Steven J. & Sammo, Marco C., 2021. "What triggers stock market jumps?," LSE Research Online Documents on Economics 113913, London School of Economics and Political Science, LSE Library.
    3. Casey Dougal & Joseph Engelberg & Diego García & Christopher A. Parsons, 2012. "Journalists and the Stock Market," The Review of Financial Studies, Society for Financial Studies, vol. 25(3), pages 639-679.
    4. Bukovina, Jaroslav, 2016. "Social media big data and capital markets—An overview," Journal of Behavioral and Experimental Finance, Elsevier, vol. 11(C), pages 18-26.
    5. Lo, Gaye-Del & Marcelin, Isaac & Bassène, Théophile & Sène, Babacar, 2022. "The Russo-Ukrainian war and financial markets: the role of dependence on Russian commodities," Finance Research Letters, Elsevier, vol. 50(C).
    6. John Griffith & Mohammad Najand & Jiancheng Shen, 2020. "Emotions in the Stock Market," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 21(1), pages 42-56, January.
    7. Joseph E. Engelberg & Christopher A. Parsons, 2011. "The Causal Impact of Media in Financial Markets," Journal of Finance, American Finance Association, vol. 66(1), pages 67-97, February.
    8. Allan M. Malz, 2021. "The GameStop Episode: What Happened and What Does It Mean?," Journal of Applied Corporate Finance, Morgan Stanley, vol. 33(4), pages 87-97, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ying Wang & Hongwei Zhang & Wang Gao & Cai Yang, 2023. "Spillover effects from news to travel and leisure stocks during the COVID-19 pandemic: Evidence from the time and frequency domains," Tourism Economics, , vol. 29(2), pages 460-487, March.
    2. Caporale, Guglielmo Maria & Menla Ali, Faek & Spagnolo, Fabio & Spagnolo, Nicola, 2022. "Cross-border portfolio flows and news media coverage," Journal of International Money and Finance, Elsevier, vol. 126(C).
    3. David E. Allen & Michael McAleer & Abhay K. Singh, 2019. "Daily market news sentiment and stock prices," Applied Economics, Taylor & Francis Journals, vol. 51(30), pages 3212-3235, June.
    4. Zheng, Jiayi & Chowdhury, Hasibul & Hossain, Md Safayat & Gupta, Kartick, 2023. "Tournament-based incentives and media sentiment," Journal of Contemporary Accounting and Economics, Elsevier, vol. 19(2).
    5. Di Giuli, Alberta & Laux, Paul A., 2022. "The effect of media-linked directors on financing and external governance," Journal of Financial Economics, Elsevier, vol. 145(2), pages 103-131.
    6. Ahmad, Khurshid & Han, JingGuang & Hutson, Elaine & Kearney, Colm & Liu, Sha, 2016. "Media-expressed negative tone and firm-level stock returns," Journal of Corporate Finance, Elsevier, vol. 37(C), pages 152-172.
    7. Wu, Chunying & Xiong, Xiong & Gao, Ya, 2022. "The role of different information sources in information spread: Evidence from three media channels in China," International Review of Economics & Finance, Elsevier, vol. 80(C), pages 327-341.
    8. Ding, Rong & Hou, Wenxuan & Liu, Yue (Lucy) & Zhang, John Ziyang, 2018. "Media censorship and stock price: Evidence from the foreign share discount in China," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 55(C), pages 112-133.
    9. Baloria, Vishal P. & Heese, Jonas, 2018. "The effects of media slant on firm behavior," Journal of Financial Economics, Elsevier, vol. 129(1), pages 184-202.
    10. Tsileponis, Nikolaos & Stathopoulos, Konstantinos & Walker, Martin, 2020. "Do corporate press releases drive media coverage?," The British Accounting Review, Elsevier, vol. 52(2).
    11. Liao, Rose & Wang, Xinjie & Wu, Ge, 2021. "The role of media in mergers and acquisitions," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 74(C).
    12. Mazboudi, Mohamad & Khalil, Samer, 2017. "The attenuation effect of social media: Evidence from acquisitions by large firms," Journal of Financial Stability, Elsevier, vol. 28(C), pages 115-124.
    13. Vegard Høghaug Larsen & Leif Anders Thorsrud, 2022. "Asset returns, news topics, and media effects," Scandinavian Journal of Economics, Wiley Blackwell, vol. 124(3), pages 838-868, July.
    14. Breitmayer, Bastian & Massari, Filippo & Pelster, Matthias, 2019. "Swarm intelligence? Stock opinions of the crowd and stock returns," International Review of Economics & Finance, Elsevier, vol. 64(C), pages 443-464.
    15. Briana Chang & Harrison Hong, 2017. "Assignment of Stock Market Coverage," NBER Working Papers 23115, National Bureau of Economic Research, Inc.
    16. Joel Peress, 2014. "The Media and the Diffusion of Information in Financial Markets: Evidence from Newspaper Strikes," Journal of Finance, American Finance Association, vol. 69(5), pages 2007-2043, October.
    17. Laura Xiaolei Liu & Ann E. Sherman & Yong Zhang, 2014. "The Long-Run Role of the Media: Evidence from Initial Public Offerings," Management Science, INFORMS, vol. 60(8), pages 1945-1964, August.
    18. Elizabeth Blankespoor & Ed deHaan & Christina Zhu, 2018. "Capital market effects of media synthesis and dissemination: evidence from robo-journalism," Review of Accounting Studies, Springer, vol. 23(1), pages 1-36, March.
    19. Oleg Chuprinin & Massimo Massa & Bastian von Beschwitz, 2015. "Why Do Short Sellers Like Qualitative News?," International Finance Discussion Papers 1149, Board of Governors of the Federal Reserve System (U.S.).
    20. Oosterlinck, Kim & Collet, Stéphanie, 2016. "Pricing the Odious in Odious Debts," CEPR Discussion Papers 11653, C.E.P.R. Discussion Papers.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:arx:papers:2302.03694. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.