IDEAS home Printed from https://ideas.repec.org/a/wly/jfutmk/v38y2018i12p1533-1548.html
   My bibliography  Save this article

The directional information content of options volumes

Author

Listed:
  • Doojin Ryu
  • Heejin Yang

Abstract

This study examines the directional information content realized by trades in a highly liquid options market by constructing put–call volume ratios and decoupled options‐to‐spot volume ratios. By investigating whether the specific investor type predicts underlying returns and the method used to exploit a directional information advantage, we find that foreign investment firms can leverage their directional information by executing buy trades to open new positions. Their open‐buy trades significantly predict next‐day spot returns, whereas trades initiated by domestic firms do not. This relationship becomes stronger for out‐of‐the‐money, large, and short‐horizon options trades and during the short‐sale restriction period.

Suggested Citation

  • Doojin Ryu & Heejin Yang, 2018. "The directional information content of options volumes," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 38(12), pages 1533-1548, December.
    • Handle: RePEc:wly:jfutmk:v:38:y:2018:i:12:p:1533-1548
    DOI: 10.1002/fut.21960
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/fut.21960
    Download Restriction: no
    File URL: https://libkey.io/10.1002/fut.21960?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. Jun Pan & Allen M. Poteshman, 2006. "The Information in Option Volume for Future Stock Prices," The Review of Financial Studies, Society for Financial Studies, vol. 19(3), pages 871-908.
    3. Gharghori, Philip & Maberly, Edwin D. & Nguyen, Annette, 2017. "Informed Trading around Stock Split Announcements: Evidence from the Option Market," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(2), pages 705-735, April.
    4. George Skiadopoulos, 2004. "The Greek implied volatility index: construction and properties," Applied Financial Economics, Taylor & Francis Journals, vol. 14(16), pages 1187-1196.
    5. Chakravarty, Sugato, 2001. "Stealth-trading: Which traders' trades move stock prices?," Journal of Financial Economics, Elsevier, vol. 61(2), pages 289-307, August.
    6. Hyeyoen Kim & Doojin Ryu, 2012. "Which trader's order-splitting strategy is effective? The case of an index options market," Applied Economics Letters, Taylor & Francis Journals, vol. 19(17), pages 1683-1692.
    7. Kim, Jun Sik & Ryu, Doojin, 2015. "Are the KOSPI 200 implied volatilities useful in value-at-risk models?," Emerging Markets Review, Elsevier, vol. 22(C), pages 43-64.
    8. Lee, Jaeram & Kang, Jangkoo & Ryu, Doojin, 2015. "Common deviation and regime-dependent dynamics in the index derivatives markets," Pacific-Basin Finance Journal, Elsevier, vol. 33(C), pages 1-22.
    9. 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.
    10. Chune Young Chung & Doojin Ryu & Kainan Wang & Blerina Bela Zykaj, 2018. "Optionable Stocks and Mutual Fund Performance," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 38(3), pages 390-412, March.
    11. Myounghwa Sim & Doojin Ryu & Heejin Yang, 2016. "Tests on the Monotonicity Properties of KOSPI 200 Options Prices," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 36(7), pages 625-646, July.
    12. Lee, Yen-Hsien & Wang, David K., 2016. "Information content of investor trading behavior: Evidence from Taiwan index options market," Pacific-Basin Finance Journal, Elsevier, vol. 38(C), pages 149-160.
    13. 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.
    14. Han, Heejoon & Kutan, Ali M. & Ryu, Doojin, 2015. "Effects of the US stock market return and volatility on the VKOSPI," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 9, pages 1-34.
    15. Hee‐Joon Ahn & Jangkoo Kang & Doojin Ryu, 2008. "Informed trading in the index option market: The case of KOSPI 200 options," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 28(12), pages 1118-1146, December.
    16. Wonho Song & Doojin Ryu & Robert I. Webb, 2018. "Volatility dynamics under an endogenous Markov-switching framework: a cross-market approach," Quantitative Finance, Taylor & Francis Journals, vol. 18(9), pages 1559-1571, September.
    17. Chan, Kam C. & Chang, Yuanchen & Lung, Peter P., 2009. "Informed trading under different market conditions and moneyness: Evidence from TXO options," Pacific-Basin Finance Journal, Elsevier, vol. 17(2), pages 189-208, April.
    18. Doojin Ryu, 2015. "The Information Content of Trades: An Analysis of KOSPI 200 Index Derivatives," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 35(3), pages 201-221, March.
    19. Jangkoo Kang & Hyoung‐Jin Park, 2014. "How Informed Investors Take Advantage of Negative Information in Options and Stock Markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 34(6), pages 516-547, June.
    20. Ryu, Doojin, 2016. "Considering all microstructure effects: The extension of a trade indicator model," Economics Letters, Elsevier, vol. 146(C), pages 107-110.
    21. Ryu, Doojin & Yang, Heejin, 2017. "Price disagreements and adjustments in index derivatives markets," Economics Letters, Elsevier, vol. 151(C), pages 104-106.
    22. Muravyev, Dmitriy & Pearson, Neil D. & Paul Broussard, John, 2013. "Is there price discovery in equity options?," Journal of Financial Economics, Elsevier, vol. 107(2), pages 259-283.
    23. Arturo Bris & William N. Goetzmann & Ning Zhu, 2007. "Efficiency and the Bear: Short Sales and Markets Around the World," Journal of Finance, American Finance Association, vol. 62(3), pages 1029-1079, June.
    24. 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.
    25. 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.
    26. repec:wyi:journl:002157 is not listed on IDEAS
    27. Bhattacharya, Mihir, 1987. "Price Changes of Related Securities: The Case of Call Options and Stocks," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 22(1), pages 1-15, March.
    28. Charles Cao & Zhiwu Chen & John M. Griffin, 2005. "Informational Content of Option Volume Prior to Takeovers," The Journal of Business, University of Chicago Press, vol. 78(3), pages 1073-1109, May.
    29. Webb, Robert I. & Ryu, Doojin & Ryu, Doowon & Han, Joongho, 2016. "The price impact of futures trades and their intraday seasonality," Emerging Markets Review, Elsevier, vol. 26(C), pages 80-98.
    30. Song, Wonho & Ryu, Doojin & Webb, Robert I., 2016. "Overseas market shocks and VKOSPI dynamics: A Markov-switching approach," Finance Research Letters, Elsevier, vol. 16(C), pages 275-282.
    31. Dmitriy Muravyev, 2016. "Order Flow and Expected Option Returns," Journal of Finance, American Finance Association, vol. 71(2), pages 673-708, April.
    32. Heejin Yang & Ali M. Kutan & Doojin Ryu, 2018. "Option moneyness and price disagreements," Applied Economics Letters, Taylor & Francis Journals, vol. 25(3), pages 192-196, February.
    33. repec:bla:jfinan:v:59:y:2004:i:3:p:1235-1258 is not listed on IDEAS
    34. Ekkehart Boehmer & Juan (Julie) Wu, 2013. "Short Selling and the Price Discovery Process," The Review of Financial Studies, Society for Financial Studies, vol. 26(2), pages 287-322.
    35. 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.
    36. Kim, Jungmu & Park, Yuen Jung & Ryu, Doojin, 2018. "Testing CEV stochastic volatility models using implied volatility index data," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 499(C), pages 224-232.
    37. Hsieh, Wen-liang G. & He, Huei-Ru, 2014. "Informed trading, trading strategies and the information content of trading volume: Evidence from the Taiwan index options market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 31(C), pages 187-215.
    38. 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.
    39. Thorben Manfred Lubnau & Neda Todorova, 2012. "Technical trading with open interest: evidence from the German market," Applied Financial Economics, Taylor & Francis Journals, vol. 22(10), pages 791-809, May.
    40. Li, Wei-Xuan & French, Joseph J. & Chen, Clara Chia-Sheng, 2017. "Informed trading in S&P index options? Evidence from the 2008 financial crisis," Journal of Empirical Finance, Elsevier, vol. 42(C), pages 40-65.
    41. Lin, William T. & Tsai, Shih-Chuan & Zheng, Zhenlong & Qiao, Shuai, 2017. "Does options trading convey information on futures prices?," The North American Journal of Economics and Finance, Elsevier, vol. 39(C), pages 182-196.
    42. Chung, Kee H. & Park, Seongkyu “Gilbert” & Ryu, Doojin, 2016. "Trade duration, informed trading, and option moneyness," International Review of Economics & Finance, Elsevier, vol. 44(C), pages 395-411.
    43. 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.
    44. Roll, Richard & Schwartz, Eduardo & Subrahmanyam, Avanidhar, 2010. "O/S: The relative trading activity in options and stock," Journal of Financial Economics, Elsevier, vol. 96(1), pages 1-17, April.
    45. Erenburg, Grigori & Kurov, Alexander & Lasser, Dennis J., 2006. "Trading around macroeconomic announcements: Are all traders created equal?," Journal of Financial Intermediation, Elsevier, vol. 15(4), pages 470-493, October.
    46. Chang, Chuang-Chang & Hsieh, Pei-Fang & Lai, Hung-Neng, 2009. "Do informed option investors predict stock returns? Evidence from the Taiwan stock exchange," Journal of Banking & Finance, Elsevier, vol. 33(4), pages 757-764, April.
    47. Pedro A. C. Saffi & Kari Sigurdsson, 2011. "Price Efficiency and Short Selling," The Review of Financial Studies, Society for Financial Studies, vol. 24(3), pages 821-852.
    48. Heejin Yang & Hyung‐Suk Choi & Doojin Ryu, 2017. "Option Market Characteristics and Price Monotonicity Violations," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 37(5), pages 473-498, May.
    49. Biao Guo & Qian Han & Doojin Ryu, 2013. "Is the KOSPI 200 Options Market Efficient? Parametric and Nonparametric Tests of the Martingale Restriction," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 33(7), pages 629-652, July.
    50. Cyriel de Jong & Kees G. Koedijk & Charles R. Schnitzlein, 2006. "Stock Market Quality in the Presence of a Traded Option," The Journal of Business, University of Chicago Press, vol. 79(4), pages 2243-2274, July.
    51. Chen, Carl R. & Lung, Peter P. & Tay, Nicholas S. P., 2005. "Information flow between the stock and option markets: Where do informed traders trade?," Review of Financial Economics, Elsevier, vol. 14(1), pages 1-23.
    52. Alexander, Gordon J. & Peterson, Mark A., 2007. "An analysis of trade-size clustering and its relation to stealth trading," Journal of Financial Economics, Elsevier, vol. 84(2), pages 435-471, May.
    53. Heejin Yang & Jaeram Lee & Doojin Ryu, 2018. "Market depth, domestic investors and price monotonicity violations," Applied Economics Letters, Taylor & Francis Journals, vol. 25(10), pages 688-692, June.
    54. Atilgan, Yigit & Demirtas, K. Ozgur & Simsek, Koray D., 2016. "Derivative markets in emerging economies: A survey," International Review of Economics & Finance, Elsevier, vol. 42(C), pages 88-102.
    55. Hu, Jianfeng, 2014. "Does option trading convey stock price information?," Journal of Financial Economics, Elsevier, vol. 111(3), pages 625-645.
    56. Grundy, Bruce D. & Lim, Bryan & Verwijmeren, Patrick, 2012. "Do option markets undo restrictions on short sales? Evidence from the 2008 short-sale ban," Journal of Financial Economics, Elsevier, vol. 106(2), pages 331-348.
    57. Wang, Shu-Feng & Lee, Kuan-Hui, 2015. "Do foreign short-sellers predict stock returns? Evidence from daily short-selling in Korean stock market," Pacific-Basin Finance Journal, Elsevier, vol. 32(C), pages 56-75.
    58. Jangkoo Kang & Doojin Ryu, 2010. "Which Trades Move Asset Prices? An Analysis of Futures Trading Data," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 46(0), pages 7-22, May.
    59. 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.
    60. Doojin Ryu, 2017. "Comprehensive market microstructure model: considering the inventory holding costs," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 18(2), pages 183-201, March.
    61. Lee, Jason & Yi, Cheong H., 2001. "Trade Size and Information-Motivated Trading in the Options and Stock Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 36(4), pages 485-501, December.
    62. Anand, Amber & Chakravarty, Sugato, 2007. "Stealth Trading in Options Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 42(1), pages 167-187, March.
    63. Gordon Gemmill, 1996. "Did option traders anticipate the crash? Evidence from volatility smiles in the U.K. with U.S. comparisons," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 16(8), pages 881-897, December.
    64. Blau, Benjamin M. & Nguyen, Nga & Whitby, Ryan J., 2014. "The information content of option ratios," Journal of Banking & Finance, Elsevier, vol. 43(C), pages 179-187.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Jieun Lee & Doojin Ryu, 2019. "The impacts of public news announcements on intraday implied volatility dynamics," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 39(6), pages 656-685, June.
    2. Doojin Ryu & Jinyoung Yu, 2022. "Sentiment‐dependent impact of funding liquidity shocks on futures market liquidity," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 42(1), pages 61-76, January.
    3. George J. Jiang & Guanzhong Pan, 2022. "Speculation or hedging?—Options trading prior to FOMC announcements," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 42(2), pages 212-230, February.
    4. Yang, Heejin & Kutan, Ali M. & Ryu, Doojin, 2019. "Volatility information trading in the index options market: An intraday analysis," International Review of Economics & Finance, Elsevier, vol. 64(C), pages 412-426.
    5. Mengyu Zhang & Thanos Verousis & Iordanis Kalaitzoglou, 2022. "Information and the arrival rate of option trading volume," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 42(4), pages 605-644, April.
    6. Xingguo Luo & Wenye Cai & Doojin Ryu, 2022. "Information contents of intraday SSE 50 ETF options trades," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 42(4), pages 580-604, April.
    7. Karam KIM & Doojin RYU, 2020. "Predictive ability of investor sentiment for the stock market," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(4), pages 33-46, December.
    8. Avinash & T. Mallikarjunappa, 2020. "Informational Role of Open Interest and Transaction Volume of Options: A Meta-Analytic Review," FIIB Business Review, , vol. 9(4), pages 275-285, December.
    9. Chun, Dohyun & Cho, Hoon & Ryu, Doojin, 2020. "Economic indicators and stock market volatility in an emerging economy," Economic Systems, Elsevier, vol. 44(2).
    10. Doojin Ryu & Robert I. Webb & Jinyoung Yu, 2023. "Who pays the liquidity cost? Central bank announcements and adverse selection," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 43(7), pages 904-924, July.
    11. Joonhyuk Song & Doojin Ryu & Jinyoung Yu, 2023. "Changes in the options contract size and arbitrage opportunities," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 43(1), pages 122-137, January.
    12. Ryu, Doojin & Yang, Heejin, 2019. "Who has volatility information in the index options market?," Finance Research Letters, Elsevier, vol. 30(C), pages 266-270.
    13. Doojin Ryu & Doowon Ryu & Heejin Yang, 2021. "The impact of net buying pressure on index options prices," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 41(1), pages 27-45, January.
    14. Sang Ik Seok & Hoon Cho & Chanhi Park & Doojin Ryu, 2019. "Do Overnight Returns Truly Measure Firm-Specific Investor Sentiment in the KOSPI Market?," Sustainability, MDPI, vol. 11(13), pages 1-14, July.
    15. Lee, Jaeram & Ryu, Doojin & Yang, Heejin, 2021. "Does vega-neutral options trading contain information?," Journal of Empirical Finance, Elsevier, vol. 62(C), pages 294-314.
    16. Doojin Ryu & Jinyoung Yu, 2021. "Informed options trading around holidays," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 41(5), pages 658-685, May.
    17. Daehyeon PARK & Doojin RYU, 2021. "Forecasting Stock Market Dynamics using Bidirectional Long Short-Term Memory," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(2), pages 22-34, June.
    18. Ahmed Bouteska & Taimur Sharif & Mohammad Zoynul Abedin, 2024. "Does investor sentiment create value for asset pricing? An empirical investigation of the KOSPI‐listed firms," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(3), pages 3487-3509, July.
    19. Lee, Jieun & Ryu, Doojin, 2019. "How does FX liquidity affect the relationship between foreign ownership and stock liquidity?," Emerging Markets Review, Elsevier, vol. 39(C), pages 101-119.
    20. Kelley Bergsma & Vivien Csapi & Dean Diavatopoulos & Andy Fodor, 2020. "Show me the money: Option moneyness concentration and future stock returns," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 40(5), pages 761-775, May.

    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. Lee, Jaeram & Ryu, Doojin & Yang, Heejin, 2021. "Does vega-neutral options trading contain information?," Journal of Empirical Finance, Elsevier, vol. 62(C), pages 294-314.
    2. Doojin Ryu & Doowon Ryu & Heejin Yang, 2021. "The impact of net buying pressure on index options prices," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 41(1), pages 27-45, January.
    3. Doojin Ryu & Jinyoung Yu, 2021. "Informed options trading around holidays," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 41(5), pages 658-685, May.
    4. Yang, Heejin & Kutan, Ali M. & Ryu, Doojin, 2019. "Volatility information trading in the index options market: An intraday analysis," International Review of Economics & Finance, Elsevier, vol. 64(C), pages 412-426.
    5. Jieun Lee & Doojin Ryu, 2019. "The impacts of public news announcements on intraday implied volatility dynamics," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 39(6), pages 656-685, June.
    6. Xingguo Luo & Wenye Cai & Doojin Ryu, 2022. "Information contents of intraday SSE 50 ETF options trades," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 42(4), pages 580-604, April.
    7. Kelley Bergsma & Andy Fodor & Vijay Singal & Jitendra Tayal, 2020. "Option trading after the opening bell and intraday stock return predictability," Financial Management, Financial Management Association International, vol. 49(3), pages 769-804, September.
    8. Chune Young Chung & Yunjae Lee & Doojin Ryu, 2017. "Do Domestic Institutional Trades Exacerbate Information Asymmetry? Evidence from the Korean Stock Market," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 24(4), pages 309-322, December.
    9. Doojin RYU & Hyein SHIM, 2017. "Intraday Dynamics of Asset Returns, Trading Activities, and Implied Volatilities: A Trivariate GARCH Framework," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(2), pages 45-61, June.
    10. Webb, Robert I. & Ryu, Doojin & Ryu, Doowon & Han, Joongho, 2016. "The price impact of futures trades and their intraday seasonality," Emerging Markets Review, Elsevier, vol. 26(C), pages 80-98.
    11. Hsieh, Wen-liang G. & He, Huei-Ru, 2014. "Informed trading, trading strategies and the information content of trading volume: Evidence from the Taiwan index options market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 31(C), pages 187-215.
    12. Jung Park, Yuen & Kutan, Ali M. & Ryu, Doojin, 2019. "The impacts of overseas market shocks on the CDS-option basis," The North American Journal of Economics and Finance, Elsevier, vol. 47(C), pages 622-636.
    13. Lee, Jaeram & Lee, Geul & Ryu, Doojin, 2018. "Difference in the intraday return-volume relationships of spots and futures: A quantile regression approach," Economics Discussion Papers 2018-68, Kiel Institute for the World Economy (IfW Kiel).
    14. Chun, Dohyun & Cho, Hoon & Ryu, Doojin, 2019. "Forecasting the KOSPI200 spot volatility using various volatility measures," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 514(C), pages 156-166.
    15. Alejandro Bernales & Thanos Verousis & Nikolaos Voukelatos & Mengyu Zhang, 2020. "What do we know about individual equity options?," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 40(1), pages 67-91, January.
    16. 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.
    17. Chung, Kee H. & Park, Seongkyu “Gilbert” & Ryu, Doojin, 2016. "Trade duration, informed trading, and option moneyness," International Review of Economics & Finance, Elsevier, vol. 44(C), pages 395-411.
    18. Chin‐Ho Chen, 2021. "Investor sentiment, misreaction, and the skewness‐return relationship," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 41(9), pages 1427-1455, September.
    19. Kelley Bergsma & Vivien Csapi & Dean Diavatopoulos & Andy Fodor, 2020. "Show me the money: Option moneyness concentration and future stock returns," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 40(5), pages 761-775, May.
    20. Lee, Jieun & Ryu, Doojin, 2019. "How does FX liquidity affect the relationship between foreign ownership and stock liquidity?," Emerging Markets Review, Elsevier, vol. 39(C), pages 101-119.

    More about this item

    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:wly:jfutmk:v:38:y:2018:i:12:p:1533-1548. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www.interscience.wiley.com/jpages/0270-7314/ .

    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.