Pricing Asian Lookback Option based on Monte Carlo simulation

Authors

  • Tao Wei
  • Fangpei Yang
  • Hao Yu

DOI:

https://doi.org/10.54691/bcpbm.v26i.2038

Keywords:

Asian option; Lookback option; ALB; Monte Carlo Simulations.

Abstract

With the emergence and development of exotic options, the diversity of securities has largely increased. However, existing types of popular exotic options seem to be either limited or inflexible to satisfy buyers' personal needs. As for the Lookback option and Asian option, the Lookback option’s application is limited in the OTC area with a high price. The Asian option is cheap but used mostly for hedging, leaving relatively little space for speculating. Thus, we created a new exotic option called the Asian Lookback option (ALB) as a combination and derivative of these two options with a flexible implementing way enabling both the requirements for hedging and speculating. In the process of building the model of ALB, these two options’ models are referenced, together with the widely used option pricing method Monte Carlo Simulations based on the assumptions of the Black-Scholes model. To simulate the practical function and price of ALB, we set a control experiment of the prices of four options: two types of ALB, Asian option, and Lookback option in three different markets (S&P 500, Corn, COMEX Gold). It is shown that the price of ALB can be switched from Asian-like to Lookback-like, realizing the function of customized usage from hedging to speculating. These results shed light on a more flexible and personalized development tendency of derivatives.

Downloads

Download data is not yet available.

References

E. Eberlein, and A. Papapantoleon, Symmetries and pricing of exotic options in Lévy models [J]. Exotic option pricing and advanced Lévy models, 2005: 99 - 128.

A. Conze, Path dependent options: The case of lookback options [J]. The Journal of Finance, 1991, 46 (5): 1893 - 1907.

V. Linetsky, Spectral expansions for Asian (average price) options [J]. Operations Research, 2004, 52 (6): 856 - 867.

A. G. Z. Kemna, and A. C. F. Vorst, A pricing method for options based on average asset values [J]. Journal of Banking & Finance, 1990, 14 (1): 113 - 129.

P. Boyle, M. Broadie, and P. Glasserman, Monte Carlo methods for security pricing [J]. Journal of economic dynamics and control, 1997, 21 (8-9): 1267 - 1321.

Z. Zhang, H. Ke, and W. Liu, Lookback options pricing for uncertain financial market[J]. Soft Computing, 2019, 23 (14): 5537 - 5546.

SPDR S&P 500 ETF Trust (SPY) – Historical Data. Yahoo Finance. Retrieved from https://finance.yahoo.com/quote/SPY?p=SPY&.tsrc=fin-srch

Teucrium Corn Fund (CORN) – Historical Data. Yahoo! Finance. Retrieved from https://finance.yahoo.com/quote/CORN?p=CORN&tsrc =fin-srch.

Corn Options – Quotes. CME Group. Retrieved from https://www.cmegroup.com/markets/agriculture/oilseeds/corn.quotes.options.html

Gold Aug 21 (GC=F) – Historical Data. Yahoo! Finance. Retrieved from https://au.finance.yahoo.com/quote/GC%3DF/history?p=GC%3DF.

Downloads

Published

2022-09-19

How to Cite

Wei, T., Yang, F., & Yu, H. (2022). Pricing Asian Lookback Option based on Monte Carlo simulation. BCP Business & Management, 26, 775-787. https://doi.org/10.54691/bcpbm.v26i.2038