IMPACT OF DERIVATIVE WARRANTS INTRODUCTION ON THAILAND STOCK MARKET VOLATILITY

  • Woradee Jongadsayakul Kasetsart University
Keywords: Derivative Warrants, Volatility, GARCH Family Models, Stock Market, Thailand

Abstract

The Stock Exchange of Thailand (SET) first launched derivative warrants on SET50 index (SET50 DWs) on April 17, 2014. They are currently the most active DWs on the SET. This research uses the GARCH family models augmented with dummy variable to analyze the effect of SET50 DWs on stock market volatility. The sample data consist of daily returns of SET50 index from the period October 30, 2012 to December 30, 2019. The empirical results indicate that the coming into market of SET50 DWs reduces stock market volatility. The GARCH (1,1) TARCH (1,1), and EGARCH (1,1) models are not radically different from each other in their output. However, the asymmetric TARCH (1,1) model is found to provide the best fit in modelling volatility. The SET50 index shows the existence of leverage effect, where negative shocks have a greater impact on the volatility than positive shocks. Introducing SET50 DWs lowers the price volatility of SET50 index so investor having a portfolio investment with a correlation to the performance of SET50 index should adjust hedge ratio appropriately to manage investment risk. There is also a suggestion for policy makers to support the launch of DWs to lower the volatility in underlying spot market resulting in improved efficiency.

References

Aitkena, M., & Segara, R. (2005). Impact of Warrant Introductions on the Behaviour of Underlying Stocks: Australian Evidence. Accounting and Finance, 45(1), 127-144. https://doi.org/10.1111/j.1467-629x.2004.00126.x

https://doi.org/10.1111/j.1467-629x.2004.00126.x

Antoniou, A., Holmes, P., & Priestley, R. (1998). The Effects of Stock Index Futures Trading on Stock Index: An Analysis of the Asymmetric Response of Volatility to News. Journal of Futures Markets, 18(2), 151-166. https://doi.org/10.1002/(SICI)1096-9934(199804)18:2<151::AID-FUT2>3.0.CO;2-1

https://doi.org/10.1002/(SICI)1096-9934(199804)18:2<151::AID-FUT2>3.0.CO;2-1

Ausloos, M., Zhang, Y., & Gurjeet, D. (2020). Stock Index Futures Trading Impact on Spot Price Volatility. The CSI 300 Studied with a TGARCH Model. Expert Systems with Applications, 160. https://doi.org/10.1016/j.eswa.2020.113688

https://doi.org/10.1016/j.eswa.2020.113688

Bamrungsap, S. (2018). The Impact of Futures Market on Spot Price Volatility, and Market Efficiency: Evidence from Thai Stock Index Futures. Asian Administration and Management Review, 1(1), 94-101. https://ssrn.com/abstract=3185387

Bollen, N.P.B. (1998). A Note on the Impact of Options on Stock Return Volatility. Journal of Banking & Finance, 22(9), 1181-1191. https://doi.org/10.1016/S0378-4266(98)00056-9

https://doi.org/10.1016/S0378-4266(98)00056-9

Bollerslev, T. (1986). Generalized Autoregressive Conditional Heteroskedasticity. Journal of Econometrics, 31(3), 307-327. https://doi.org/10.1016/0304-4076(86)90063-1

https://doi.org/10.1016/0304-4076(86)90063-1

Bollerslev, T., Engle, R.F., & Nelson, D.B. (1994). Handbook of Econometrics, 4, 2961-3038. Elsevier.

Bologna, P., & Cavallo, L. (2002). Does the Introduction of Stock Index Futures Effectively Reduce Stock Market Volatility? Is the 'Futures Effect' Immediate? Evidence from the Italian Stock Exchange using GARCH. Applied Financial Economics, 12(3), 183-192. https://doi.org/10.1080/09603100110088085

https://doi.org/10.1080/09603100110088085

Carnot, N., Koen, V., & Tissot, B. (2011). Economic Forecasting and Policy (2nd edition). London: Palgrave Macmillan. https://doi.org/10.1057/9780230306448

https://doi.org/10.1057/9780230306448

Chan, Y.-C., & Wei, J. (2001). Price and Volume Effects Associated Derivative Warrant Issuance on the Stock Exchange of Hong Kong. Journal of Banking and Finance, 25(8), 1401-1426. https://doi.org/10.1016/S0378-4266(00)00138-2

https://doi.org/10.1016/S0378-4266(00)00138-2

Chaudhury, M., & Elfakhani, S. (1997). Listing of Put Options: Is There any Volatility Effect?. Review of Financial Economics, 6(1), 57-75. https://doi.org/10.1016/S1058-3300(97)90014-8

https://doi.org/10.1016/S1058-3300(97)90014-8

Chen, K.C., & Wu, L. (2001). Introduction and Expiration Effects of Derivative Equity Warrants in Hong Kong. International Review of Financial Analysis, 10(1), 37-52. https://doi.org/10.1016/S1057-5219(00)00044-2

https://doi.org/10.1016/S1057-5219(00)00044-2

Chen, X., & Zhang, N. (2015). An Empirical Study of China's Financial Stock Index Futures Effect on Stock Spot Market Based on CSI 300. International Journal of Multimedia and Ubiquitous Engineering, 10(11), 407-416. http://dx.doi.org/10.14257/ijmue.2015.10.11.39 Chevallier, J., Le Pen, Y., & Sévi, B. (2011). Options Introduction and Volatility in the EU ETS. Resource and Energy Economics, 33(4), 855-880. https://doi.org/10.1016/j.reseneeco.2011.07.002

https://doi.org/10.1016/j.reseneeco.2011.07.002

Chung, H., & Hseu, M. M. (2006). Why Do the Market Impacts of Derivative Warrant Differ from those of Standard Options? Evidence from an Emerging Market. Investment Management and Financial Innovations, 3(2), 138-153. https://www.businessperspectives.org/images/pdf/applications/publishing/templates/article/assets/1379/imfi_en_2006_02_Chung.pdf

Clarke, M., Gannon, G., & Vinning, R. (2011). The Impact of Warrant Introduction: The Australian Experience. Review of Pacific Basin Financial Markets and Policies, 14(2), 213-269. https://doi.org/10.1142/S021909151100224X

https://doi.org/10.1142/S021909151100224X

Draper, P., Mak, B., & Tang, G. (2001). The Derivative Warrant Market in Hong Kong: Relationships with Underlying Assets. Journal of Derivatives, 8(4), 72-84. https://doi.org/10.3905/jod.2001.319164

https://doi.org/10.3905/jod.2001.319164

Duangthipnest, N. (2017). DW Trading Forecast to Hold Steady on Lower Volatility. Retrieved from https://www.bangkokpost.com/business/1319611/dw-trading-forecast-to-hold-steady-on-lower-volatility

Engle, R.F. (1982). Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation. Econometrica, 50(4), 987-1007. https://doi.org/10.2307/1912773

https://doi.org/10.2307/1912773

Engle, R.F. (2001). GARCH 101: The Use of ARCH/GARCH Models in Applied Econometrics. Journal of Economic Perspectives, 15(4), 157-168. https://doi.org/ 10.1257/jep.15.4.157

https://doi.org/10.1257/jep.15.4.157

Glosten, L.R., Jagannathan, R., & Runkle, D.E. (1993). On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks. Journal of Finance, 48(5), 1779-1801. https://doi.org/10.1111/j.1540-6261.1993.tb05128.x

https://doi.org/10.1111/j.1540-6261.1993.tb05128.x

Jamrisko, M., & Flint, S. (2020). China Lags as Thailand, Russia Rank Top Emerging Market Picks. Retrieved from https://www.bloomberg.com/graphics/2020-emerging-markets-recovery-ranking/

Javed, F., & Mantalos, P. (2013). GARCH-Type Models and Performance of Information Criteria. Communications in Statistics: Simulation and Computation, 42(8), 1917-1933. https://doi.org/10.1080/03610918.2012.683924

Jiming, L., Zhaohua, W., & Jiani, F. (2010). An Empirical Analysis of Call Warrant Listing on the Underlying Stock Returns: Some Chinese Evidence. 2010 International Conference of Information Science and Management Engineering,2, 360-363. https://doi.org/10.1109/ISME.2010.26

https://doi.org/10.1109/ISME.2010.26

Junanun, J., & Boonvorachote, T. (2018). Compare the Volatility of the Derivative Warrants of AOT Stock at Each Period with the Binomial Option Pricing Model. The 13th RSU National Graduate Research Conference, 13,2656-2664. https://rsujournals.rsu.ac.th/index.php/rgrc/article/view/1028/785

Jongadsayakul, W. (2020). The Effect of New Futures Contracts on Gold Futures Price Volatility: Evidence from the Thailand Futures Exchange. Cogent Economics & Finance, 8(1). https://doi.org/10.1080/23322039.2020.1802807

https://doi.org/10.1080/23322039.2020.1802807

Jongadsayakul, W. (2021). Value at Risk Estimation of the SET50 Index: Comparison between Stock Exchange of Thailand and Thailand Futures Exchange. Journal of International Studies, 14(1), 227-240. https://doi.org/10.14254/2071-8330.2021/14-1/16 Kumar, R., Sarin, A., & Shastric, K. (1995). The Impact of Index Options on the Underlying Stocks: The Evidence from the Listing of Nikkei Stock Average Options. Pacific-Basin Finance Journal, 3(2-3), 303-317. https://doi.org/10.1016/0927-538X(95)00006-7

https://doi.org/10.1016/0927-538X(95)00006-7

Long, D.M., Schinski, M.D., & Officer, D.T. (1994). The Impact of Option Listing on the Price Volatility and Trading Volume of Underlying OTC Stocks. Journal of Economics and Finance, 18, 89-100. https://doi.org/10.1007/BF02920225

https://doi.org/10.1007/BF02920225

Mugaloglu, Y.I. (2013). The Effect of Index Warrant Trading on the Underlying Volatility in the Post-Crisis Period. In A. Koyuncugil, & N. Ozgulbas (Eds.), Technology and Financial Crisis: Economical and Analytical Views (pp. 195-208). IGI Global. http://doi:10.4018/978-1-4666-3006-2.ch017

https://doi.org/10.4018/978-1-4666-3006-2.ch017

Nelmida, N. (2020). Is Indonesia Stock Exchange Semi-Strong Form Efficiency?. Jurnal Manajemen, 24(2), 313-326. http://dx.doi.org/10.24912/jm.v24i2.653

https://doi.org/10.24912/jm.v24i2.653

Panyagometh K. (2020). The Effects of Pandemic Event on the Stock Exchange of Thailand. Economies, 8(4), 90. https://doi.org/10.3390/economies8040090

https://doi.org/10.3390/economies8040090

Pok, W.C., & Poshakwale, S. (2004). The Impact of the Introduction of Futures Contracts on the Spot Market Volatility: The Case of Kuala Lumpur Stock Exchange. Applied Financial Economics, 14(2), 143-154. https://doi.org/10.1080/0960310042000176416

https://doi.org/10.1080/0960310042000176416

Robbani, M.G., & Bhuyan, R. (2016) Introduction of Futures and Options on a Stock Index and their Impact on the Trading Volume and Volatility: Empirical Evidence from the DJIA Components. In S. Satchell (Eds.), Derivatives and Hedge Funds (pp. 187-201). Palgrave Macmillan. https://doi.org/10.1057/9781137554178_9

https://doi.org/10.1057/9781137554178_9

Securities and Futures Commission. (2005). A Healthy Market for Informed Investors - A Report on the Derivative Warrants Market in Hong Kong. Retrieved from https://www.legco.gov.hk/yr05-06/english/panels/fa/papers/fa0105cb1-630-1e.pdf

Singh, S., & Tripathi, L.K. (2016). The Impact of Derivatives on Stock Market Volatility: A Study of the Sensex Index. Journal of Poverty, Investment and Development, 25, 37-44. https://ssrn.com/abstract=2862852.

Suwannapak, S., & Chancharat, S. (2022). Stock Market Volatility Response to COVID-19: Evidence from Thailand. Journal of Risk and Financial Management, 15(12), 592. https:// doi.org/10.3390/jrfm15120592

https://doi.org/10.3390/jrfm15120592

The Stock Exchange of Thailand. (2021). Market Statistics. Retrieved January 12, 2021, from https://www.set.or.th/en/market/market_statistics.html

Wong, W.-K., Lean, H., McAleer, M., & Tsai, F.-T. (2018). Why Are Warrant Markets Sustained in Taiwan but Not in China? Sustainability, 10(10), 3748. http://dx.doi.org/10.3390/su10103748

https://doi.org/10.3390/su10103748

Wongnapakarn, I., Leemakdej, A., Chiraphol, C. N., Prasarnphanich, P., & Manitkajornkit, E. (2021). The Profitability of Warrant Issuers: An Empirical Investigation of Single Stock and Index Warrants. Journal of Applied Economics and Business Research, 11(2), 90-100. Retrieved from https://ink.library.smu.edu.sg/lkcsb_research/6844

Xie, S., & Mo, T. (2014). Index Futures Trading and Stock Market Volatility in China: A Difference-in-Difference Approach. The Journal of Futures Markets, 34(3), 282-297. https://doi.org/10.1002/fut.21650

https://doi.org/10.1002/fut.21650

Yilgor, A., & Mebounou, C. (2016). The Effect of Futures Contracts on the Stock Market Volatility. Journal of Business Economics and Finance. 5(3), 307-317. https://doi.org/10.17261/Pressacademia.2016321974 Yip, Y.-Y.,& Hooy, C.-W. (2012). Call Warrant Listing and the Behavior of its Underlying Spot Market: Some Evidence from Bursa Malaysia, Journal of Asia-Pacific Business, 13(3), 287-298. https://doi.org/10.1080/10599231.2012.690654

https://doi.org/10.1080/10599231.2012.690654

Yip, Y.-Y.,& Lai, M.-M. (2009). Impact of Warrant Listings on its Underlying Stocks: The Malaysian Evidence. Academy of Accounting and Financial Studies Journal, 13(3), 107-121. Retrieved from https://www.proquest.com/openview/6c6827efac01bc31930e23fe3326ad0f/1?pq-origsite=gscholar&cbl=29414

Zakoian, J.-M. (1990). Threshold Heteroskedastic Model. Journal of Economic Dynamics and Control, 18(5), 931-955. https://doi.org/10.1016/0165-1889(94)90039-6

https://doi.org/10.1016/0165-1889(94)90039-6

Published
2023-12-26
How to Cite
Woradee Jongadsayakul. (2023). IMPACT OF DERIVATIVE WARRANTS INTRODUCTION ON THAILAND STOCK MARKET VOLATILITY. International Journal of Business and Society, 24(3), 1143-1156. https://doi.org/10.33736/ijbs.6406.2023