Basket option: Difference between revisions
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{{Short description|Type of financial derivative}} |
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A '''basket option''' is a [[Derivative (finance)|financial derivative]], more specifically an [[exotic option]], whose [[underlying]] is a weighted sum or average of different assets that have been grouped together in a [[Basket (finance)|basket]]. |
A '''basket option''' is a [[Derivative (finance)|financial derivative]], more specifically an [[exotic option]], whose [[underlying]] is a weighted sum or average of different assets that have been grouped together in a [[Basket (finance)|basket]]. A basket option is similar to an [[Stock market index option|index option]], where a number of stocks have been grouped together in an index and the option is based on the price of the [[Index (finance)|index]],<ref>{{cite web |url=https://thefinancialengineer.org/options-futures-other-derivatives/exotic-options/basket-option/ |title=Basket option |date=2014 |website=The Financial Engineer |access-date=14 December 2016}}</ref><ref>{{cite web |url=http://www.frankfurt-school.de/clicnetclm/fileDownload.do?goid=000000101091AB4 |title=FX Basket Options |last1=Hakala |first1=Jürgen |last2=Wystup |first2=Uwe |date=2008 |publisher=Frankfurt School of Finance & Management |page=4 |format=pdf |access-date=14 December 2016 |archive-url=https://web.archive.org/web/20161220140030/http://www.frankfurt-school.de/clicnetclm/fileDownload.do?goid=000000101091AB4 |archive-date=20 December 2016 |url-status=dead }}</ref> but differs in that the members and weightings of an [[Stock market index|index]] can change over time while those in a basket option do not.<ref>{{cite web |url=https://www.globalvolatilitysummit.com/wp-content/uploads/2021/05/Santander-Volatility-Trading-Primer-Part-I.pdf |access-date=27 September 2021 |page=81 |title=Volatility Trading}}</ref> |
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Unlike a [[rainbow option]] which considers a group of assets but ultimately pays out on the level of one, a basket option is written on a basket of underlying assets but will pay out on a weighted average gain of the basket as a whole.<ref>Choudhry, Moorad. Bond and money markets: strategy, trading, analysis. Butterworth-Heinemann, 2003. p.838</ref> |
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Like [[rainbow option]]s basket options are most commonly written on a basket of [[Stock market index|equity indices]], though they are frequently written on a basket of individual equities as well. For example, a call option could be written on a basket of ten healthcare stocks, where the basket was composed of ten stocks in weighted proportions. |
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The strike price X{{sub|basket}} is usually set at the current value of the basket ([[Moneyness#At the money|at-the-money]]), and the payoff profile will be ''max''(S{{sub|basket}} − X{{sub|basket}}, 0) where S{{sub|basket}} is a weighted average of n asset prices at maturity, and each weight represents the percentage of total investment in that asset.<ref>Zhang, Peter G. Exotic options: a guide to second generation options. 1997. p553</ref> |
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==Pricing and valuation== |
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Basket options are usually priced using an appropriate industry-standard model (such as [[Black–Scholes]]) for each individual basket component, and a matrix of correlation coefficients applied to the underlying [[stochastic]] drivers for the various models. While there are some closed-form solutions for simpler cases (e.g. two-color European rainbows),<ref name="Rubinstein1991a">Rubinstein, Mark. "Exotic options." No. RPF-220. University of California at Berkeley, 1991. URL:http://www.haas.berkeley.edu/groups/finance/WP/rpf220.pdf {{Webarchive|url=https://web.archive.org/web/20150924024447/http://www.haas.berkeley.edu/groups/finance/WP/rpf220.pdf |date=2015-09-24 }}</ref> semi-analytic solutions,<ref>Austing, Peter. Smile Pricing Explained. Springer, 2014.</ref> analytical approximations,{{r|alexander2012analytic}} and numerical quadrature integrations,{{r|choi2018sumbsm}} the general case must be approached with [[Monte Carlo option model|Monte Carlo]] or [[Binomial options pricing model|binomial lattice]] methods. |
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==Lognormality== |
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Problems in hedging basket options can be of some significance when dealing with markets that exhibit a strong skew. Many operators price basket options as if the underlying basket were a single commodity following its own stochastic process with its [[volatility (finance)|volatility]] derived from its own time series. This however conflicts with a fact that an average (or any linear combination) of assets with lognormal distribution does not follow lognormal distribution.<ref>Taleb, Nassim. ''Dynamic hedging: managing vanilla and exotic options''. Vol. 64. John Wiley & Sons, 1997. p.391</ref> This problem arises in swaps and Eurodollar strips (baskets of Eurodollar options) but in equities and fixed income it is mitigated by the fact that when correlation between assets is high, the sum would come closer to a lognormally distributed asset. |
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==See also== |
==See also== |
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* [[Option (finance)]] |
* [[Option (finance)]] |
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* [[Rainbow option]] |
* [[Rainbow option]] |
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* Mountain range (options) |
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==References== |
==References== |
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{{Reflist|refs= |
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{{reflist}} |
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<ref name="choi2018sumbsm"> |
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{{cite journal |last=Choi |first=J |title=Sum of all Black–Scholes–Merton models: An efficient pricing method for spread, basket, and Asian options |date=2018 |journal=[[Journal of Futures Markets]] |volume=38 |issue=6 |pages=627–644 |doi=10.1002/fut.21909 |ssrn=2913048 |arxiv=1805.03172 |
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|s2cid=59334133 |url=https://onlinelibrary.wiley.com/doi/abs/10.1002/fut.21909 |
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}}</ref> |
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<ref name="alexander2012analytic"> |
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{{cite journal |last1=Alexander |first1=C |last2=Venkatramanan |first2=A |
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|journal=Mathematical Finance |
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|title=Analytic Approximations for Multi-Asset Option Pricing |
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|year=2012 |doi=10.1111/j.1467-9965.2011.00481.x |ssrn=1424985 |
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|url=https://onlinelibrary.wiley.com/doi/abs/10.1111/j.1467-9965.2011.00481.x |
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|volume=22 |issue=4 |pages=667–689 |
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|s2cid=73546649 }}</ref> |
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}} |
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==External links== |
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*[http://docs.fincad.com/support/developerFunc/mathref/basket.htm FiNCAD - Basket options] |
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{{Derivatives market}} |
{{Derivatives market}} |
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[[Category:Derivatives (finance)]] |
[[Category:Derivatives (finance)]] |
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[[Category:Options (finance)]] |
[[Category:Options (finance)]] |
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{{econ-stub}} |
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Latest revision as of 11:35, 15 January 2024
A basket option is a financial derivative, more specifically an exotic option, whose underlying is a weighted sum or average of different assets that have been grouped together in a basket. A basket option is similar to an index option, where a number of stocks have been grouped together in an index and the option is based on the price of the index,[1][2] but differs in that the members and weightings of an index can change over time while those in a basket option do not.[3]
Unlike a rainbow option which considers a group of assets but ultimately pays out on the level of one, a basket option is written on a basket of underlying assets but will pay out on a weighted average gain of the basket as a whole.[4]
Like rainbow options basket options are most commonly written on a basket of equity indices, though they are frequently written on a basket of individual equities as well. For example, a call option could be written on a basket of ten healthcare stocks, where the basket was composed of ten stocks in weighted proportions.
The strike price Xbasket is usually set at the current value of the basket (at-the-money), and the payoff profile will be max(Sbasket − Xbasket, 0) where Sbasket is a weighted average of n asset prices at maturity, and each weight represents the percentage of total investment in that asset.[5]
Pricing and valuation
[edit]Basket options are usually priced using an appropriate industry-standard model (such as Black–Scholes) for each individual basket component, and a matrix of correlation coefficients applied to the underlying stochastic drivers for the various models. While there are some closed-form solutions for simpler cases (e.g. two-color European rainbows),[6] semi-analytic solutions,[7] analytical approximations,[8] and numerical quadrature integrations,[9] the general case must be approached with Monte Carlo or binomial lattice methods.
Lognormality
[edit]Problems in hedging basket options can be of some significance when dealing with markets that exhibit a strong skew. Many operators price basket options as if the underlying basket were a single commodity following its own stochastic process with its volatility derived from its own time series. This however conflicts with a fact that an average (or any linear combination) of assets with lognormal distribution does not follow lognormal distribution.[10] This problem arises in swaps and Eurodollar strips (baskets of Eurodollar options) but in equities and fixed income it is mitigated by the fact that when correlation between assets is high, the sum would come closer to a lognormally distributed asset.
See also
[edit]- Option (finance)
- Rainbow option
- Mountain range (options)
References
[edit]- ^ "Basket option". The Financial Engineer. 2014. Retrieved 14 December 2016.
- ^ Hakala, Jürgen; Wystup, Uwe (2008). "FX Basket Options". Frankfurt School of Finance & Management. p. 4. Archived from the original (pdf) on 20 December 2016. Retrieved 14 December 2016.
- ^ "Volatility Trading" (PDF). p. 81. Retrieved 27 September 2021.
- ^ Choudhry, Moorad. Bond and money markets: strategy, trading, analysis. Butterworth-Heinemann, 2003. p.838
- ^ Zhang, Peter G. Exotic options: a guide to second generation options. 1997. p553
- ^ Rubinstein, Mark. "Exotic options." No. RPF-220. University of California at Berkeley, 1991. URL:http://www.haas.berkeley.edu/groups/finance/WP/rpf220.pdf Archived 2015-09-24 at the Wayback Machine
- ^ Austing, Peter. Smile Pricing Explained. Springer, 2014.
- ^ Alexander, C; Venkatramanan, A (2012). "Analytic Approximations for Multi-Asset Option Pricing". Mathematical Finance. 22 (4): 667–689. doi:10.1111/j.1467-9965.2011.00481.x. S2CID 73546649. SSRN 1424985.
- ^ Choi, J (2018). "Sum of all Black–Scholes–Merton models: An efficient pricing method for spread, basket, and Asian options". Journal of Futures Markets. 38 (6): 627–644. arXiv:1805.03172. doi:10.1002/fut.21909. S2CID 59334133. SSRN 2913048.
- ^ Taleb, Nassim. Dynamic hedging: managing vanilla and exotic options. Vol. 64. John Wiley & Sons, 1997. p.391
