Comparing Black-Scholes and GARCH Models in Long Strangle Option Strategies for LQ45 Index

Authors

  • Riko Hendrawan Master of Management Program YARSI University
  • Abdul Safar Faculty of Economics and Business, Telkom University, Bandung

DOI:

https://doi.org/10.58777/rfb.v1i2.137

Keywords:

Black Scholes, GARCH, Option Contract, Long Strangle, LQ45 Index

Abstract

This study compared the Black-Scholes and GARCH models in a long strangle strategy applied to the LQ45 index using closing price data from 1998 to 2021. It aimed to assess the benefits, calculate returns during crises and non-crisis periods, and evaluate performance through Average Mean Square Error (AMSE). The Black-Scholes model consistently outperformed GARCH in one- and three-month options. One-month options had an average return of 28.64%, and three-month options, 43.31%. In crises, Black-Scholes delivered average profits of 43.36% for one-month and 45.14% for three-month options. In non-crisis conditions, profits averaged 26% for one-month and 42.84% for three-month options. Model performance varied by option type and market context. Black-Scholes excelled in one-month call options (1.268% error), while GARCH performed better in one-month put options (1.0981% error). For three-month options, GARCH outperformed in call options (1.270% error), and Black-Scholes dominated put options (3.117% error). In summary, the choice between models should consider market conditions, favoring GARCH during crises and Black-Scholes in non-crisis scenarios.

References

Bollerslev, T. (1986). Generalized autoregressive conditional heteroskedasticity. Journal of Econometrics, 31(3), 307–327. https://doi.org/10.1016/0304-4076(86)90063-1

Dewi, N. K. R. U., & Purnawati, N. K. (2016). Pengaruh Market to Book Value dan Likuiditas terhadap Keputusan Hedging pada Perusahaan Manufaktur di BEI. E-Jurnal Manajemen Unud, 5(1), 355–384. https://media.neliti.com/media/publications/255027-pengaruh-market-to-book-value-dan-likuid-064a7d5c.pdf

Dewi, Syanti., & Ramli, Ishak. (2019). Opsi Saham Pada Pasar Modal Di Indonesia (Studi Pasar Opsi Saat Pasar Opsi Masih Berlangsung Di Bursa Efek Indonesia). Jurnal Muara, 2(2). https://doi.org/10.24912/jmieb.v2i2.1001

Febrianti, W. (2018). Penentuan Harga Opsi Dengan Model Black-Scholes Menggunakan Metode Beda Hingga Forward Time Central Space. Journal of Fundamental Mathematics and Applications (JFMA), 1(1), 45-51. https://doi.org/10.14710/jfma.v1i1.6

Harikumar, T., De Boyrie, M. E., & Pak, S. J. (2004). Evaluation of Black-Scholes and GARCH Models Using Currency Call Options Data *. Review of Quantitative Finance and Accounting, 23, 299–312.

Hendrawan, R. (2010). Perbandingan Model Opsi Blackscholes Dan Model Opsi Garch Di Bursa Efek Indonesia. Jurnal Keuangan Dan Perbankan, 14(1), 109678. https://doi.org/10.26905/JKDP.V14I1.946

Hendrawan, R., & Sasmito, A. (2021). Testing of the Black Scholes and Garch Models in LQ45 using Long Straddle Strategy in 2009-2018. Jurnal Bisnis Dan Manajemen, 22(1), 30–39. https://doi.org/10.24198/JBM.V22I1.487

Hendrawan, R., Akbar, F., & Yuniarti, S. (2020). Hedging strategy in an emerging market: Application long straddle option in the gold price index. Jurnal Keuangan Dan Perbankan, 24(4). https://doi.org/10.26905/JKDP.V24I4.4666

Hendrawan, R., Laksana, G. T., & Aminah, W. (2020). Can The IDX Be Hegded ? : Comparison of Black Scholes Option Model And Garch Option Model Using Long Strangle Strategy. Jurnal Manajemen Indonesia, 20(3), 252. https://doi.org/10.25124/JMI.V20I3.3521

Hull, J. C. (2012). Options, Futures and Other Derivatives (8th ed.). Prentice-Hall.

Irawan, W., Rosha, M., & Permana, D. (2019). Penentuan Harga Opsi dengan Model Black-Scholes Menggunakan Metode Beda Hingga Center Time Center Space (CTCS). Eksakta, 18(2), 191-199. http://dx.doi.org/10.24036/unpjomath.v4i1.6284

Mooy, M. N., Rusgiyono, A., & Rahmawati, R. (2017). Penentuan Harga Opsi Put Dan Call Tipe Eropa Terhadap Saham Menggunakan Model Black-Scholes. Jurnal Gaussian, 6(3), 407-417. https://doi.org/10.14710/j.gauss.6.3.407-417

Morse, J. M., Barrett, M., Mayan, M., Olson, K., & Spiers, J. (2016). Verification Strategies for Establishing Reliability and Validity in Qualitative Research: 1(2), 13–22. https://doi.org/10.1177/160940690200100202

Pratiwi, D. R. (2022). Analisis Faktor Determinasi Penanaman Modal Asing (Pma) Langsung Di Asean. Jurnal Budget: Isu Dan Masalah Keuangan Negara, 5(1), 47–66. https://ejurnal.dpr.go.id/index.php/jurnalbudget/article/view/38

Surur, G. N. I., & Isynuwardhana, D. (2018). Analisis Imbal Hasil Kontrak Opsi Menggunakan Strategi Long Straddle Dan Strategi Short Straddle Dengan Metode Black Scholes. eProceedings of Management, 5(3).

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Published

2023-10-31

How to Cite

Hendrawan, R., & Safar, A. (2023). Comparing Black-Scholes and GARCH Models in Long Strangle Option Strategies for LQ45 Index . Research of Finance and Banking, 1(2), 85–92. https://doi.org/10.58777/rfb.v1i2.137
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