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A new event study method to forecast stock returns: The case of Facebook

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  • Yu, Tiffany Hui-Kuang
  • Huarng, Kun-Huang

Abstract

This study proposes a new event study method to forecast abnormal returns for individual companies in order to overcome the limitations of current related approaches. We consider two criteria to determine whether there are abnormal returns: individual stock performance and relative performance between an individual stock and the market. We first use in-sample data of Facebook’s stock prices between 2017/1/1 and 2018/6/30 to build rules and then employ those rules to forecast its out-of-sample data between 2018/7/1 and 2018/12/31. The empirical analysis shows that our new method accurately forecasts 4 out of 5 negative CNN news items for Facebook. The proposed new method contributes to the literature on case study methods by utilizing a new way to define abnormal returns and to forecast events successfully.

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  • Yu, Tiffany Hui-Kuang & Huarng, Kun-Huang, 2020. "A new event study method to forecast stock returns: The case of Facebook," Journal of Business Research, Elsevier, vol. 115(C), pages 317-321.
  • Handle: RePEc:eee:jbrese:v:115:y:2020:i:c:p:317-321
    DOI: 10.1016/j.jbusres.2019.11.006
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    1. Gabrielle Berman & Robert Brooks & Sinclair Davidson, 2000. "The Sydney Olympic Games announcement and Australian stock market reaction," Applied Economics Letters, Taylor & Francis Journals, vol. 7(12), pages 781-784.
    2. Carow, Kenneth A. & Kane, Edward J., 2002. "Event-study evidence of the value of relaxing long-standing regulatory restraints on banks, 1970-2000," The Quarterly Review of Economics and Finance, Elsevier, vol. 42(3), pages 439-463.
    3. Carow, Kenneth A. & Heron, Randall A., 2002. "Capital market reactions to the passage of the Financial Services Modernization Act of 1999," The Quarterly Review of Economics and Finance, Elsevier, vol. 42(3), pages 465-485.
    4. Tischer, Sven & Hildebrandt, Lutz, 2014. "Linking corporate reputation and shareholder value using the publication of reputation rankings," Journal of Business Research, Elsevier, vol. 67(5), pages 1007-1017.
    5. Fan, Di & Lo, Chris K.Y. & Yeung, Andy C.L. & Cheng, T.C.E., 2018. "The impact of corporate label change on long-term labor productivity," Journal of Business Research, Elsevier, vol. 86(C), pages 96-108.
    6. Fuenzalida, Darcy & Mongrut, Samuel & Arteaga, Jaime Raúl & Erausquin, Alexander, 2013. "Good corporate governance: Does it pay in Peru?," Journal of Business Research, Elsevier, vol. 66(10), pages 1759-1770.
    7. Michael J. Cooper & Orlin Dimitrov & P. Raghavendra Rau, 2001. "A Rose.com by Any Other Name," Journal of Finance, American Finance Association, vol. 56(6), pages 2371-2388, December.
    8. Santiago Velásquez & Juho Kanniainen & Saku Mäkinen & Jaakko Valli, 2018. "Layoff announcements and intra-day market reactions," Review of Managerial Science, Springer, vol. 12(1), pages 203-228, January.
    9. Dave Jackson & Jeff Madura, 2007. "Impact of regulation fair disclosure on the information flow associated with profit warnings," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 31(1), pages 59-74, March.
    10. Juasrikul, Sakdipon & Sahaym, Arvin & Yim, Hyunsoon (Sean) & Liu, Richie L., 2018. "Do cross-border alliances with MNEs from developed economies create firm value for MNEs from emerging economies?," Journal of Business Research, Elsevier, vol. 93(C), pages 98-110.
    11. Brown, Stephen J. & Warner, Jerold B., 1980. "Measuring security price performance," Journal of Financial Economics, Elsevier, vol. 8(3), pages 205-258, September.
    12. Woodside, Arch G., 2014. "Embrace•perform•model: Complexity theory, contrarian case analysis, and multiple realities," Journal of Business Research, Elsevier, vol. 67(12), pages 2495-2503.
    13. Shi, Haina & Xu, Haoping & Zhang, Xin, 2018. "Do politically connected independent directors create or destroy value?," Journal of Business Research, Elsevier, vol. 83(C), pages 82-96.
    14. Khalil, Samer & Mansi, Sattar & Mazboudi, Mohamad & Zhang, Andrew (Jianzhong), 2019. "Information asymmetry and the wealth appropriation effect in the bond market: Evidence from late disclosures," Journal of Business Research, Elsevier, vol. 95(C), pages 49-61.
    15. Nikolaos Veraros & Evangelia Kasimati & Peter Dawson, 2004. "The 2004 Olympic Games announcement and its effect on the Athens and Milan stock exchanges," Applied Economics Letters, Taylor & Francis Journals, vol. 11(12), pages 749-753.
    16. John S. Howe & Ravi Jain, 2004. "The REIT Modernization Act of 1999," The Journal of Real Estate Finance and Economics, Springer, vol. 28(4), pages 369-388, May.
    17. Chen, Andrew H. & Siems, Thomas F., 2004. "The effects of terrorism on global capital markets," European Journal of Political Economy, Elsevier, vol. 20(2), pages 349-366, June.
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