Arbeitspapier

Calibration risk for exotic options

Option pricing models are calibrated to market data of plain vanillas by minimization of an error functional. From the economic viewpoint, there are several possibilities to measure the error between the market and the model. These different specifications of the error give rise to different sets of calibrated model parameters and the resulting prices of exotic options vary significantly. These price differences often exceed the usual profit margin of exotic options. We provide evidence for this calibration risk in a time series of DAX implied volatility surfaces from April 2003 to March 2004. We analyze in the Heston and in the Bates model factors influencing these price differences of exotic options and finally recommend an error functional. Moreover, we determine the model risk of these two stochastic volatility models for the time series and consider its relation to calibration risk.

Language
Englisch

Bibliographic citation
Series: SFB 649 Discussion Paper ; No. 2006,001

Classification
Wirtschaft
Estimation: General
Asset Pricing; Trading Volume; Bond Interest Rates
Subject
calibration risk
calibration
model risk
Heston model
Bates model
barrier option
cliquet option

Event
Geistige Schöpfung
(who)
Detlefsen, Kai
Härdle, Wolfgang Karl
Event
Veröffentlichung
(who)
Humboldt University of Berlin, Collaborative Research Center 649 - Economic Risk
(where)
Berlin
(when)
2006

Handle
Last update
10.03.2025, 11:43 AM CET

Data provider

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Object type

  • Arbeitspapier

Associated

  • Detlefsen, Kai
  • Härdle, Wolfgang Karl
  • Humboldt University of Berlin, Collaborative Research Center 649 - Economic Risk

Time of origin

  • 2006

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