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Improving momentum strategies using residual returns and option‐implied information

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  • Ming‐Yu Liu

Abstract

This paper provides an alternative method for enhancing momentum profits by combining residual returns and option‐implied information. The results show that the main benefit of applying residual returns to construct momentum portfolios is generating stable returns. Additionally, the incorporation of implied volatility (IV) spread or IV skew into a residual momentum portfolio is found to significantly raise profits, particularly during bad times and high‐sentiment periods. This is because IV spread and IV skew can dissociate winners/losers with a price underreaction from those with a price overreaction, which suggests that informed traders who perceive price underreactions/overreactions trade in option markets.

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  • Ming‐Yu Liu, 2019. "Improving momentum strategies using residual returns and option‐implied information," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 39(4), pages 499-521, April.
    • Handle: RePEc:wly:jfutmk:v:39:y:2019:i:4:p:499-521
    DOI: 10.1002/fut.21988
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    as
    1. Antoniou, Constantinos & Doukas, John A. & Subrahmanyam, Avanidhar, 2013. "Cognitive Dissonance, Sentiment, and Momentum," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 48(1), pages 245-275, February.
    2. Harrison Hong & Terence Lim & Jeremy C. Stein, 2000. "Bad News Travels Slowly: Size, Analyst Coverage, and the Profitability of Momentum Strategies," Journal of Finance, American Finance Association, vol. 55(1), pages 265-295, February.
    3. Asem, Ebenezer & Tian, Gloria Y., 2010. "Market Dynamics and Momentum Profits," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(6), pages 1549-1562, December.
    4. Johnson, Travis L. & So, Eric C., 2012. "The option to stock volume ratio and future returns," Journal of Financial Economics, Elsevier, vol. 106(2), pages 262-286.
    5. Chordia, Tarun & Roll, Richard & Subrahmanyam, Avanidhar, 2011. "Recent trends in trading activity and market quality," Journal of Financial Economics, Elsevier, vol. 101(2), pages 243-263, August.
    6. Chan, Konan & Ge, Li & Lin, Tse-Chun, 2015. "Informational Content of Options Trading on Acquirer Announcement Return," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 50(5), pages 1057-1082, October.
    7. Blitz, David & Huij, Joop & Martens, Martin, 2011. "Residual momentum," Journal of Empirical Finance, Elsevier, vol. 18(3), pages 506-521, June.
    8. Chen, Yifan & Zhao, Huainan, 2012. "Informed trading, information uncertainty, and price momentum," Journal of Banking & Finance, Elsevier, vol. 36(7), pages 2095-2109.
    9. Danielsen, Bartley R. & van Ness, Bonnie F. & Warr, Richard S., 2007. "Reassessing the Impact of Option Introductions on Market Quality: A Less Restrictive Test for Event-Date Effects," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 42(4), pages 1041-1062, December.
    10. Hao, (Grace) Qing, 2016. "Is there information leakage prior to share repurchase announcements? Evidence from daily options trading," Journal of Financial Markets, Elsevier, vol. 27(C), pages 79-101.
    11. Julien Cujean & Michael Hasler, 2017. "Why Does Return Predictability Concentrate in Bad Times?," Journal of Finance, American Finance Association, vol. 72(6), pages 2717-2758, December.
    12. repec:bla:jfinan:v:59:y:2004:i:2:p:711-753 is not listed on IDEAS
    13. Byeong-Je An & Andrew Ang & Turan G. Bali & Nusret Cakici, 2014. "The Joint Cross Section of Stocks and Options," Journal of Finance, American Finance Association, vol. 69(5), pages 2279-2337, October.
    14. Wang, Kevin Q. & Xu, Jianguo, 2015. "Market volatility and momentum," Journal of Empirical Finance, Elsevier, vol. 30(C), pages 79-91.
    15. Whitney K. Newey & Kenneth D. West, 1994. "Automatic Lag Selection in Covariance Matrix Estimation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(4), pages 631-653.
    16. Grundy, Bruce D & Martin, J Spencer, 2001. "Understanding the Nature of the Risks and the," The Review of Financial Studies, Society for Financial Studies, vol. 14(1), pages 29-78.
    17. Barberis, Nicholas & Shleifer, Andrei & Vishny, Robert, 1998. "A model of investor sentiment," Journal of Financial Economics, Elsevier, vol. 49(3), pages 307-343, September.
    18. Naes, Randi & Skjeltorp, Johannes & Odegaard, Bernt Arne, 2008. "Liquidity and the Business Cycle," UiS Working Papers in Economics and Finance 2009/1, University of Stavanger.
    19. Nicolae Garleanu & Lasse Heje Pedersen & Allen M. Poteshman, 2009. "Demand-Based Option Pricing," The Review of Financial Studies, Society for Financial Studies, vol. 22(10), pages 4259-4299, October.
    20. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    21. Chopra, Navin & Lakonishok, Josef & Ritter, Jay R., 1992. "Measuring abnormal performance : Do stocks overreact?," Journal of Financial Economics, Elsevier, vol. 31(2), pages 235-268, April.
    22. Tong Suk Kim & Heewoo Park, 2018. "Is stock return predictability of option‐implied skewness affected by the market state?," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 38(9), pages 1024-1042, September.
    23. Randi Næs & Johannes A. Skjeltorp & Bernt Arne Ødegaard, 2011. "Stock Market Liquidity and the Business Cycle," Journal of Finance, American Finance Association, vol. 66(1), pages 139-176, February.
    24. Stambaugh, Robert F. & Yu, Jianfeng & Yuan, Yu, 2012. "The short of it: Investor sentiment and anomalies," Journal of Financial Economics, Elsevier, vol. 104(2), pages 288-302.
    25. Narasimhan Jegadeesh & Sheridan Titman, 2001. "Profitability of Momentum Strategies: An Evaluation of Alternative Explanations," Journal of Finance, American Finance Association, vol. 56(2), pages 699-720, April.
    26. Lin, Tse-Chun & Lu, Xiaolong, 2015. "Why do options prices predict stock returns? Evidence from analyst tipping," Journal of Banking & Finance, Elsevier, vol. 52(C), pages 17-28.
    27. Chan, Louis K C & Jegadeesh, Narasimhan & Lakonishok, Josef, 1996. "Momentum Strategies," Journal of Finance, American Finance Association, vol. 51(5), pages 1681-1713, December.
    28. Jegadeesh, Narasimhan & Titman, Sheridan, 1993. "Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency," Journal of Finance, American Finance Association, vol. 48(1), pages 65-91, March.
    29. Chang, Rosita P. & Ko, Kuan-Cheng & Nakano, Shinji & Ghon Rhee, S., 2018. "Residual momentum in Japan," Journal of Empirical Finance, Elsevier, vol. 45(C), pages 283-299.
    30. Figlewski, Stephen & Webb, Gwendolyn P, 1993. "Options, Short Sales, and Market Completeness," Journal of Finance, American Finance Association, vol. 48(2), pages 761-777, June.
    31. Phillips, Blake, 2011. "Options, short-sale constraints and market efficiency: A new perspective," Journal of Banking & Finance, Elsevier, vol. 35(2), pages 430-442, February.
    32. X. Frank Zhang, 2006. "Information Uncertainty and Stock Returns," Journal of Finance, American Finance Association, vol. 61(1), pages 105-137, February.
    33. Martens, Martin & van Oord, Arco, 2014. "Hedging the time-varying risk exposures of momentum returns," Journal of Empirical Finance, Elsevier, vol. 28(C), pages 78-89.
    34. Marco Ottaviani & Peter Norman Sørensen, 2015. "Price Reaction to Information with Heterogeneous Beliefs and Wealth Effects: Underreaction, Momentum, and Reversal," American Economic Review, American Economic Association, vol. 105(1), pages 1-34, January.
    35. Zhi Da & Umit G. Gurun & Mitch Warachka, 2014. "Frog in the Pan: Continuous Information and Momentum," The Review of Financial Studies, Society for Financial Studies, vol. 27(7), pages 2171-2218.
    36. Chung, Kee H. & Zhang, Hao, 2014. "A simple approximation of intraday spreads using daily data," Journal of Financial Markets, Elsevier, vol. 17(C), pages 94-120.
    37. Xing, Yuhang & Zhang, Xiaoyan & Zhao, Rui, 2010. "What Does the Individual Option Volatility Smirk Tell Us About Future Equity Returns?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(3), pages 641-662, June.
    38. Jun Sik Kim & Da-Hea Kim & Sung Won Seo, 2017. "Investor Sentiment and Return Predictability of the Option to Stock Volume Ratio," Financial Management, Financial Management Association International, vol. 46(3), pages 767-796, September.
    39. repec:bla:jfinan:v:59:y:2004:i:3:p:1345-1365 is not listed on IDEAS
    40. Hayunga, Darren K. & Lung, Peter P., 2014. "Trading in the Options Market around Financial Analysts’ Consensus Revisions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 49(3), pages 725-747, June.
    41. Jennifer Conrad & M. Deniz Yavuzm, 2017. "Momentum and Reversal: Does What Goes Up Always Come Down?," Review of Finance, European Finance Association, vol. 21(2), pages 555-581.
    42. De Bondt, Werner F M & Thaler, Richard H, 1987. "Further Evidence on Investor Overreaction and Stock Market Seasonalit y," Journal of Finance, American Finance Association, vol. 42(3), pages 557-581, July.
    43. Ge, Li & Lin, Tse-Chun & Pearson, Neil D., 2016. "Why does the option to stock volume ratio predict stock returns?," Journal of Financial Economics, Elsevier, vol. 120(3), pages 601-622.
    44. Chordia, Tarun & Roll, Richard & Subrahmanyam, Avanidhar, 2008. "Liquidity and market efficiency," Journal of Financial Economics, Elsevier, vol. 87(2), pages 249-268, February.
    45. Harrison Hong & Jeremy C. Stein, 1999. "A Unified Theory of Underreaction, Momentum Trading, and Overreaction in Asset Markets," Journal of Finance, American Finance Association, vol. 54(6), pages 2143-2184, December.
    46. Chordia, Tarun & Subrahmanyam, Avanidhar & Tong, Qing, 2014. "Have capital market anomalies attenuated in the recent era of high liquidity and trading activity?," Journal of Accounting and Economics, Elsevier, vol. 58(1), pages 41-58.
    47. Shane A. Corwin & Paul Schultz, 2012. "A Simple Way to Estimate Bid‐Ask Spreads from Daily High and Low Prices," Journal of Finance, American Finance Association, vol. 67(2), pages 719-760, April.
    48. Barroso, Pedro & Santa-Clara, Pedro, 2015. "Momentum has its moments," Journal of Financial Economics, Elsevier, vol. 116(1), pages 111-120.
    49. Danielsen, Bartley R. & Sorescu, Sorin M., 2001. "Why Do Option Introductions Depress Stock Prices? A Study of Diminishing Short Sale Constraints," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 36(4), pages 451-484, December.
    50. Jun Zhang, 2018. "Informed Options Trading Prior to Dividend Change Announcements," Financial Management, Financial Management Association International, vol. 47(1), pages 81-103, March.
    51. Wen Jin & Joshua Livnat & Yuan Zhang, 2012. "Option Prices Leading Equity Prices: Do Option Traders Have an Information Advantage?," Journal of Accounting Research, Wiley Blackwell, vol. 50(2), pages 401-432, May.
    52. Chen, Zhuo & Lu, Andrea, 2017. "Slow diffusion of information and price momentum in stocks: Evidence from options markets," Journal of Banking & Finance, Elsevier, vol. 75(C), pages 98-108.
    53. Atilgan, Yigit, 2014. "Volatility spreads and earnings announcement returns," Journal of Banking & Finance, Elsevier, vol. 38(C), pages 205-215.
    54. Chris Stivers & Licheng Sun, 2013. "Market Cycles and the Performance of Relative Strength Strategies," Financial Management, Financial Management Association International, vol. 42(2), pages 263-290, June.
    55. Debarati Bhattacharya & Wei-Hsien Li & Gokhan Sonaer, 2017. "Has momentum lost its momentum?," Review of Quantitative Finance and Accounting, Springer, vol. 48(1), pages 191-218, January.
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    1. Martin Wallmeier, 2024. "Quality issues of implied volatilities of index and stock options in the OptionMetrics IvyDB database," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 44(5), pages 854-875, May.

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