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Implied Volatility of Call Options and Abnormal Stock Returns: Evidence From Quantile Analysis of Abnormal Return Determinants | ||
| Journal of Mathematics and Modeling in Finance | ||
| دوره 5، شماره 2، دی 2025، صفحه 253-281 اصل مقاله (1021.19 K) | ||
| نوع مقاله: Research Article | ||
| شناسه دیجیتال (DOI): 10.22054/jmmf.2025.87610.1205 | ||
| نویسندگان | ||
| Sayyede Elnaz Afzaliyan Boroujeni1؛ Abdolmajid Abdolbaghi Ataabadi* 2؛ Naser Khani1 | ||
| 1Department of Management, Na.C., Islamic Azad University, Najafabad, Iran. | ||
| 2Department of Management, Faculty of Industrial Engineering and Management, Shahrood University of Technology, Shahrood, Iran. | ||
| چکیده | ||
| The present study aims to assess the impact of implied volatility (IV) extracted from call option prices on abnormal stock returns. IV, as a critical market volatility index, plays an essential role in explaining investor behavior. The Black-Scholes model was used to extract IV, applying Brent’s method due to the absence of an explicit closed-form solution. In addition, daily call option trading data from the Tehran Stock Exchange (TSE) were utilized during 2016-24. Further, quantile multivariate regression, along with wild bootstrap resampling (1,000 repetitions), was employed for model estimation. Abnormal returns (ARs) were significantly associated with IV, illiquidity (ILLIQ), daily stock returns (RETs), and bid-ask spreads (SPREAD). However, ARs were negatively correlated with the logarithm of firm size (LogSIZE), historical option volatility (σOption), logarithm of book-to-market (LogBM), implied volatility delta (ΔIV), and idiosyncratic volatility (IDVOL). The historical stock volatility (σStock) and options-to-stocks volume ratio (O/S) demonstrated no significant association with ARs. The results highlighted the predictive power of IV and ΔIV for future price movements. The study recommends market participants and portfolio managers to incorporate the above-mentioned metric into investment decision-making processes. | ||
| کلیدواژهها | ||
| Implied volatility؛ call options؛ abnormal returns؛ quantile regression | ||
| مراجع | ||
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[1] M. Alavi Sheshtomand, H.R. Vakilifard, and A.R. Keyghobadi,The Impact of Abnormal Stock Returns on Future Return Volatility, Financial Knowledge of Securities Analysis., (2024). [2] M. Aljaid, and MD. Zakaria, Implied Volatility and Historical Volatility an Empirical Evidence about The Content of Information and Forecasting Power, Master’s Thesis in Business administration., (2020). [3] Y. Amihud, Illiquidity and Stock Returns: Cross-Section and Time Series Effects, Journal of Financial Markets., 5 (2002), pp. 3156. [4] A. Ang, R. J. Hodrick, Y. Xing, and X. Zhang, The Cross-Section of Volatility and Expected Returns, Journal of Finance., 61 (2006), pp. 259299. [5] E. Asghari, M.M. Abbasian Fereidouni, and S.H. Nasl Mousavi,, Investigating the Effect of Investors Behavioral Tendencies on Stock Market Liquidity: A Quantile Regression Approach, Danesh-e Sarmayegozari (Investment Knowledge)., 13 (2024), pp. 111133. [6] G. Bakshi, C. Cao, and Z. Chen, Do Call Prices and the Underlying Stock Always Move in the Same Direction? , Review of Financial Studies., 13(2000), pp. 549-584. [7] T.G. Bali, and A. Hovakimian, Volatility spreads and expected stock returns, Management Science, 55(2009), pp.1797-1812. [8] T. G. Bali, N. Cakici,X. Yan, and Z. Zhang,Does idiosyncratic risk really matter? , Journal of Finance.,66(2011), pp. 361-397. [9] K. Bao, D. Chen, C. Gu, and E. Papakroni, R. Stan, M. Wang,The informational role of forex option volume, International Review of Financial Analysis.,100(2025). [10] A. Bash, and K. Alsaifi, Fear from uncertainty: An event study of Khashoggi and stock market returns, Journal of Behavioral and Experimental Finance., 23 (2019), pp.54-58. [11] F. Black, and M. Scholes,The pricing of options and corporate liabilities, Journal of Political Economy., 81(1973), pp.637-654. https://doi.org/10.1086/260062 [12] E. Boehmer, C. M. Jones, and X. Zhang, Which Shorts Are Informed?, Journal of Finance., 63(2008), pp. 491527. [13] M. Bozorg Asl , M. Marfou , and M. Arabi, The Relationship Between Arbitrage Constraints and the Asset Growth Anomaly in Companies , Financial Accounting and Auditing Research.,10(2018), pp. 65-79. [14] Brealey, R. A., Myers, S. C., and Allen, F., 2020, Principles of Corporate Finance (13th Edition), McGraw-Hill Education. [15] R.P. Brent, An Algorithm with Guaranteed Convergence for Finding a Zero of a Function, in Algorithms for Minimization without Derivatives, Dover, New York, 1973. [16] J. Cao, A. Vasquez, X. Xiao, and X. Zhan, Why Does Volatility Uncertainty Priced Equity Option Returns, Quarterly Journal of Finance., 13 (2023). [17] J. Cao, A. Goyal, X. Xiao, and X. Zhan, Implied Volatility Changes and Corporate Bond Returns, Swiss Finance Institute Research Paper Series., 69(2021), pp.19-75. [18] J. Cao, and B. Han, Cross section of option returns and idiosyncratic stock volatility, Journal of Financial Economics., 108(2013), pp.231-249. [19] G. D. Cashman, D. M. Harrison, H. H. Sheng, and J. Wall, To Change or Not to Change: The Informativeness of REIT Annual Reports, Journal of Real Estate Research., (2024), https://doi.org/10.1080/08965803.2024.2357869. [20] G. D. Cashman, D. M. Harrison, and H. H. Sheng,Dynamic Incentives in REIT Option Markets , The Journal of Real Estate Finance and Economics.,(2025). [21] G. D. Cashman, D.M. Harrison, and H. Sheng, Option Trading and REIT Returns, REAL ESTATE ECONOMICS., 49(2021), pp.332-389. [22] G.D Cashman, D.M. Harrison, and H. Sheng,Short selling and options trading: A tale of two markets , Journal of Financial Research .,45(2022), pp. 313338. https://doi.org/10.1111/jfir.12276. [23] P. Chakrabarati, and k. Kumar, High-Frequency Return-Implied Volatility Relationship: Empirical Evidence from Nifty and India VIX, The Journal of Developing Areas., 54(2020). [24] Chance, D. M., and Brooks, R., 2015, An Introduction to Derivatives and Risk Management (9th Edition). [25] S. Chen, and G. Li, Why does Option Implied Volatility Forecast Realized Volatility? Evidence from News Events, Journal of Banking and Finance., 156(2021). [26] X. Chen, S. Liu, Z. Xu, and M. Yu, Asymmetry in option implied volatility and yield: Evidence from China’s ETF options market, Pacific-Basin Finance Journal., 85(2024). [27] R. Cont, and J. da Fonseca, Dynamics of Implied Volatility Surfaces, Quantitative Finance., 2 (2002), pp. 4560. http://dx.doi.org/10.1088/1469-7688/2/1/304. [28] H.T. Dao,Option Implied Volatility’s Predictability on Monthly Stock Returns, The College of Wooster, 2021. https://openworks.wooster.edu/independentstudy/9305/. [29] R. Demirer, R. Gupta, Z. Lv, and W.K. Wong, Equity Return Dispersion and Stock Market Volatility: Evidence from Multivariate Linear and Nonlinear Causality Tests, Sustainability., 11(2018). [30] M. Deng, M. Nguyen, and B. Gebka, Option Market Liquidity and Stock Price Crash Risk, S and P Global Market Intelligence Research Paper Series., (2023). [31] P. Dennis, S. Mayhew, and C. Stivers, Stock Returns, Implied Volatility Innovations, and the Asymmetric Volatility Phenomenon, The Journal of Financial and Quantitative Analysis., 41 (2009), pp. 381406. https://doi.org/10.1017/S0022109000002118. [32] M.F. Dicle, and J. Levendis, Historic risk and implied volatility, Global Finance Journal., 45(2020). https://doi.org/10.1016/j.gfj.2019.100475 [33] M. Doulou, and A. Rajabi, An Anatomical Investigation of the Relationship Between Stock Returns and Idiosyncratic Volatility: Evidence from the Tehran Stock Exchange., Quarterly Journal of Asset Management and Financing., 3(2015), pp.37-48. [34] A. Eksi, and S. Roy, The predictive power of option prices for stock returns and nonfundamental shocks, The Journal of Financial Research., (2025). https://doi.org/10.1111/jfir.70001 [35] J. E. Engelberg, A. V. Reed, and M. C. Ringgenberg, ShortSelling Risk, Journal of Finance., 73(2018), pp. 755786. [36] E.F. Fama, Efficient capital markets: A review of theory and empirical work, The Journal of Finance., 25(1970), pp.383-417. https://doi.org/10.2307/2325486. [37] A. Fassas, and C. Siriopoulos, Implied volatility indices A review, The Quarterly Review of Economics and Finance., 79(2021), pp.303-329. [38] G. Galati, A. Heath, and P.M. McGuire, Evidence of carry trade activity, BIS Quarterly Review., (2007). [39] L. Ge,T.C. Lin, and N.D. Pearson, Why Does the Option to Stock Volume Ratio Predict Stock Returns?, Journal of Financial Economics., 120(2016), pp. 601-622. [40] H. Guo, and R.F. Whitelaw, Uncovering the risk-return relation in the stock Market, Journal of Finance.,61(2006), pp.1433-1463. [41] J. Han, D. Kim, and S. J. Byun, Informed Trading in the Options Market and Stock Return Predictability, The Journal of Futures Markets., (2017). [42] B. Han, and G. Li, Aggregate Implied Volatility Spread and Stock Market Returns (2017). DOI:10.2139/ssrn.3047528 [43] B. Han, Investor Sentiment and Option Prices, The Review of Financial Studies., 21 (2008), pp. 387414. https://doi.org/10.1093/rfs/hhm071. [44] H. Haghighat, and S M. Alavi,Investigating the Relationship Between Accounting Earnings Transparency and Abnormal Stock Returns in Companies Listed on the Tehran Stock Exchange, Financial Accounting Research., 5(2013), pp. 1-12. [45] K. Y. Ho, L. Zheng, and Z. Zhang, Volume, Volatility and Information Linkages in the Stock and Option Markets, Review of Financial Economics., 21(2012), pp. 168174. [46] J. Hu, Option Listing and Information Asymmetry, Review of Finance., 22 (2018), pp. 11531194. [47] Javidkia, Y. (2023).Predicting Stock Returns Using Implied Volatility of Options in the Tehran Stock Exchange, Masters Thesis, Department of Financial Management, Tarbiat Modares University. [48] N. Jarunde, Machine Learning for Options Pricing: Predicting Volatility and Optimizing Strategies - Explore How ML Models Can Outperform Traditional Pricing Models (Like Black-Scholes), Enhancing Option Traders’ Decision-Making, The Journal of Scientific and Engineering Research., 10 (2023), pp. 125131. [49] T. L. Johnson, and E. C. So, The Option to Stock Volume Ratio and Future Returns, Journal of Financial Economics., 106(2012), pp. 262286. [50] A. Kanas Modelling the RiskReturn Relation for the S and P 100: The Role of VIX, Economic Modelling., 29 (2012), pp. 795809. https://doi.org/10.1016/j.econmod.2011.10.010. [51] U. Kim, and Y. J. Park Predictability of OTC Option Volatility for Future Stock Volatility, Sustainability., 12 (2020). https://doi.org/10.3390/su12125200. [52] R. Koenker, and G. Bassett, Regression Quantiles, Econometrica., 46 (1978), pp. 3350. [53] R. Koenker, and A. F. Machado, Goodness of Fit and Related Inference Processes for Quantile Regression, Journal of the American Statistical Association., 94 (1999), pp. 12961310. [54] C. Liang, Y. Wei, and Y. Zhang, Is Implied Volatility More Informative for Forecasting Realized Volatility: An International Perspective, Journal of Forecasting., 39 (2020), pp. 12531276. https://doi.org/10.1002/for.2686. [55] S. Li, and Q. Yang, The Relationship Between Implied and Realized Volatility: Evidence from the Australian Stock Index Option Market, Review of Quantitative Finance and Accounting., 32 (2009), pp. 405419. [56] S. Liu, C. W. Oosterlee, and S. M. Bohte, Pricing Options and Computing Implied Volatilities Using Neural Networks, Journal of Financial Engineering., 7 (2019), https://doi.org/10.3390/risks7010016. [57] N. Magner, J. F. Lavin, M. Valle, and N. Hardy, The Predictive Power of Stock Markets Expectations Volatility: A Financial Synchronization Phenomenon, PLoS One., 16 (2021). https://doi.org/10.1371/journal.pone.0250846. [58] V. L. Martin, C. Tang, and W. Yao, Forecasting the Volatility of Asset Returns: The Informational Gains from Option Prices, International Journal of Forecasting., 37 (2021), pp. 862880. http://dx.doi.org/10.1016/j.ijforecast.2020.09.012. [59] A. Mnasri, and N. Essaddam, Impact of U.S. Presidential Elections on Stock Markets Volatility: Does Incumbent Presidents Party Matter?, Finance Research Letters., 39(2021). https://doi.org/10.1016/j.frl.2020.101622. [60] K. P. Narwal, V. P. Sheera, and R. Mittal, Implied Volatility vs. Realized Volatility: A Forecasting Dimension for Indian Markets, Delhi Business Review., 17 (2016), pp. 7585. [61] M. Nimalendran, K. Rzayev, and S. Sagade, High-Frequency Trading in the Stock Market and the Costs of Options Market Making, Journal of Financial Economics., 159(2024). https://doi.org/10.1016/j.jfineco.2024.103900. [62] S. Ono, Option Pricing under Stochastic Volatility and Trading Volume, 2007. [63] J. Pan, and A. Poteshman, The Information in Option Volume for Future Stock Prices, Review of Financial Studies., 19(2006), pp. 871908. [64] S. Papadamou, A. P. Fassas, D. Kenourgios, and D. Dimitriou, Effects of the First Wave of COVID-19 Pandemic on Implied Stock Market Volatility: International Evidence Using a Google Trend Measure, The Journal of Economic Asymmetries., 28(2023). [65] A. M. Poteshman, Forecasting Future Volatility from Option Prices (2000). http://dx.doi.org/10.2139/ssrn.243151. [66] S. Shokouhifard, R. Aleemran, N. Mehrgan, and F. RahimzadehThe Impact of Corruption on Human Development (A Quantile Regression Model), Journal of Econometric Modelling., 5(2020), pp. 37-66. https://doi.org/10.22075/jem.2020.19166.1398. [67] R. F. Stambaugh, J. Yu, and Y. Yuan, Arbitrage Asymmetry and the Idiosyncratic Volatility Puzzle, The Journal of Finance., 70 (2015), pp. 19031948. https://doi.org/10.1111/jofi.12286. [68] F. Tian, J. Gao, and K. Yang, A Quantile Regression Approach to Panel Data Analysis of Health Care Expenditure in OECD Countries, 2016. [69] S. Tiwari Stock Returns Information from the Stock Options Market, in Finding Alphas: A Quantitative Approach to Building Trading Strategies (2015). https://doi.org/10.1002/9781119057871.ch20. [70] H. Tkachuk, I. Burachek, V. Vyhovskyi, A. Sotnyk, and I. Tsaruk, Analysis of the Financial Derivatives for Risk Management in the Context of Financial Market Instability, Scientific Bulletin of Mukachevo State University Series Economics., 11 (2024), pp. 8192. https://doi.org/10.52566/msu-econ4.2024.81. [71] Y. H. Wang, K. C. Yen, The Information Content of the Implied Volatility Term Structure on Future Returns, European Financial Management., 25 (2019), pp. 380406. https://doi.org/10.1111/eufm.12166. [72] A. Yamazaki, Subjective Probability Distributions of Nonlinear Payoffs: Recovering Option Payoff, Agents Utility, and Pricing Kernel Distributions, The North American Journal of Economics and Finance., 76(2025). https://doi.org/10.1016/j.najef.2025.102362. [73] J. Yue,Volatility Models in Option Pricing with Empirical Analysis in the Chinese Market (2023). http://dx.doi.org/10.34944/dspace/8536. | ||
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