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Using options to measure the full value-effect of an event: Application to Obamacare

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  • Borochin, Paul
  • Golec, Joseph

Abstract

Many event studies only measure a fraction of an event's full value effect because they do not adjust for market anticipation of the event. We present a method based on stock and options prices to measure the full effect that accounts for market anticipation. We apply the method to the passage of Obamacare. Our method estimates the full value effect of Obamacare on the healthcare sector as $55 billion, compared to $16 billion when market anticipation is ignored. The method is applicable to most major events because it only requires that some affected firms have traded stock options.

Suggested Citation

  • Borochin, Paul & Golec, Joseph, 2016. "Using options to measure the full value-effect of an event: Application to Obamacare," Journal of Financial Economics, Elsevier, vol. 120(1), pages 169-193.
  • Handle: RePEc:eee:jfinec:v:120:y:2016:i:1:p:169-193
    DOI: 10.1016/j.jfineco.2016.01.009
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    as
    1. Bhagat, Sanjai & Dong, Ming & Hirshleifer, David & Noah, Robert, 2005. "Do tender offers create value? New methods and evidence," Journal of Financial Economics, Elsevier, vol. 76(1), pages 3-60, April.
    2. Erik Snowberg & Justin Wolfers & Eric Zitzewitz, 2007. "Partisan Impacts on the Economy: Evidence from Prediction Markets and Close Elections," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(2), pages 807-829.
    3. Malatesta, Paul H. & Thompson, Rex, 1985. "Partially anticipated events: A model of stock price reactions with an application to corporate acquisitions," Journal of Financial Economics, Elsevier, vol. 14(2), pages 237-250, June.
    4. Pekka Hietala & Steven N. Kaplan & David T. Robinson, 2003. "What is the Price of Hubris? Using Takeover Battles to Infer Overpayments and Synergies," Financial Management, Financial Management Association, vol. 32(3), Fall.
    5. Jackwerth, Jens Carsten & Rubinstein, Mark, 1996. "Recovering Probability Distributions from Option Prices," Journal of Finance, American Finance Association, vol. 51(5), pages 1611-1632, December.
    6. Matthew Stephens, 2000. "Dealing with label switching in mixture models," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 62(4), pages 795-809.
    7. Campbell, Cynthia J & Wasley, Charles E, 1996. "Measuring Abnormal Daily Trading Volume for Samples of NYSE/ASE and NASDAQ Securities Using Parametric and Nonparametric Test Statistics," Review of Quantitative Finance and Accounting, Springer, vol. 6(3), pages 309-326, May.
    8. Bhattacharya, Utpal & Daouk, Hazem & Jorgenson, Brian & Kehr, Carl-Heinrich, 2000. "When an event is not an event: the curious case of an emerging market," Journal of Financial Economics, Elsevier, vol. 55(1), pages 69-101, January.
    9. Erik Snowberg & Justin Wolfers & Eric Zitzewitz, 2011. "How Prediction Markets can Save Event Studies," CAMA Working Papers 2011-07, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    10. Baker, Malcolm & Pan, Xin & Wurgler, Jeffrey, 2012. "The effect of reference point prices on mergers and acquisitions," Journal of Financial Economics, Elsevier, vol. 106(1), pages 49-71.
    11. Jie Cai & Moon H. Song & Ralph A. Walkling, 2011. "Anticipation, Acquisitions, and Bidder Returns: Industry Shocks and the Transfer of Information across Rivals," Review of Financial Studies, Society for Financial Studies, vol. 24(7), pages 2242-2285.
    12. Gurdip Bakshi & Nikunj Kapadia & Dilip Madan, 2003. "Stock Return Characteristics, Skew Laws, and the Differential Pricing of Individual Equity Options," Review of Financial Studies, Society for Financial Studies, vol. 16(1), pages 101-143.
    13. Paul A. Borochin, 2014. "When Does a Merger Create Value? Using Option Prices to Elicit Market Beliefs," Financial Management, Financial Management Association International, vol. 43(2), pages 445-466, June.
    14. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    15. Brennan, Michael J, 1990. "Latent Assets," Journal of Finance, American Finance Association, vol. 45(3), pages 709-730, July.
    16. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    17. Chaplinsky, Susan & Hansen, Robert S, 1993. "Partial Anticipation, the Flow of Information and the Economic Impact of Corporate Debt Sales," Review of Financial Studies, Society for Financial Studies, vol. 6(3), pages 709-732.
    18. Prabhala, N R, 1997. "Conditional Methods in Event Studies and an Equilibrium Justification for Standard Event-Study Procedures," Review of Financial Studies, Society for Financial Studies, vol. 10(1), pages 1-38.
    19. Acharya, Sankarshan, 1993. "Value of Latent Information: Alternative Event Study Methods," Journal of Finance, American Finance Association, vol. 48(1), pages 363-385, March.
    20. Fama, Eugene F, et al, 1969. "The Adjustment of Stock Prices to New Information," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 10(1), pages 1-21, February.
    21. Nagpurnanand R. Prabhala, 1997. "Conditional Methods in Event-Studies and an Equilibrium Justification for Standard Event-Study Procedures," Yale School of Management Working Papers ysm55, Yale School of Management.
    22. Ajay Subramanian, 2004. "Option Pricing on Stocks in Mergers and Acquisitions," Journal of Finance, American Finance Association, vol. 59(2), pages 795-829, April.
    23. Justin Wolfers & Eric Zitzewitz, 2009. "Using Markets to Inform Policy: The Case of the Iraq War," Economica, London School of Economics and Political Science, vol. 76(302), pages 225-250, April.
    24. Cox, John C. & Ross, Stephen A. & Rubinstein, Mark, 1979. "Option pricing: A simplified approach," Journal of Financial Economics, Elsevier, vol. 7(3), pages 229-263, September.
    25. Kathryn Barraclough & David T. Robinson & Tom Smith & Robert E. Whaley, 2013. "Using Option Prices to Infer Overpayments and Synergies in M&A Transactions," Review of Financial Studies, Society for Financial Studies, vol. 26(3), pages 695-722.
    26. Giovanni Barone-Adesi & Keith C. Brown & W. V. Harlow, "undated". "On the Use of Implied Stock Volatilities in the Prediction of Successful Corporate Takeovers," Rodney L. White Center for Financial Research Working Papers 23-94, Wharton School Rodney L. White Center for Financial Research.
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    2. Huy Pham & Van Nguyen & Vikash Ramiah & Priyantha Mudalige & Imad Moosa, 2019. "The Effects of Environmental Regulation on the Singapore Stock Market," JRFM, MDPI, vol. 12(4), pages 1-19, November.
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    5. Kostakis, Alexandros & Mu, Liangyi & Otsubo, Yoichi, 2023. "Detecting political event risk in the option market," Journal of Banking & Finance, Elsevier, vol. 146(C).
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    7. Huy Nguyen Anh Pham & Vikash Ramiah & Imad Moosa, 2020. "The effects of environmental regulation on the stock market: the French experience," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(4), pages 3279-3304, December.
    8. Ramiah, Vikash & Wallace, Damien & Veron, Jose Francisco & Reddy, Krishna & Elliott, Robert, 2019. "The effects of recent terrorist attacks on risk and return in commodity markets," Energy Economics, Elsevier, vol. 77(C), pages 13-22.
    9. Han, Jianlei & Linnenluecke, Martina K. & Pan, Zheyao (Terry) & Smith, Tom, 2019. "The wealth effects of the announcement of the Australian carbon pricing scheme," Pacific-Basin Finance Journal, Elsevier, vol. 53(C), pages 399-409.
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    More about this item

    Keywords

    Event study; Options; Valuation; Healthcare reform;
    All these keywords.

    JEL classification:

    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation
    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private

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