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Implied Volatility Index . Kyu Won Choi March 2, 2011 Econ 201FS. Implied Volatility Index. Implied Volatility Index With observed option prices, market’s estimate of the volatility is found Black-Scholes-Merton pricing formula C t observed = C t BSM (p(t), K, T-t, r, t )
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Implied Volatility Index Kyu Won Choi March 2, 2011 Econ 201FS
Implied Volatility Index • ImpliedVolatility Index • With observed option prices, market’s estimate of the volatility is found • Black-Scholes-Merton pricing formula Ctobserved= CtBSM (p(t), K, T-t, r, t) • Depending on the validity of model • Chicago Board Options Exchange (CBOE)’s Market Volatility Index • VIX: Model-free implied volatility for S&P 500 index • Developed by Whaley (1993) • VXN: Model-free implied volatility for Nasdaq 100 index • Since September 2003 • Expected future market volatility over the next 30-day of risk-neutral world
Contents • Leverage Effect & Volatility Feedback Effect • S&P 500 and VIX • Nasdaq 100 and VXN • Jump Detection using RV and BV • Difference between Annualized RV and Annualized VIX • Volatility Risk Premium • Relationship between VIX and VXN
Data Set • Daily closing values of the VIX from 1/3/2000 to 12/31/2010 • Total of 2767days • S&P 500 Prices from 1/3/2000 to 12/31/2010 • Nasdaq 100 Daily Closing Prices from 9/22/2003 to 12/31/2010 • Total of 1834 days • Daily closing values of VXN from 9/22/2003 to 12/31/2010
Returns and Volatility • Negative and asymmetric relationship btwreturns and volatility • Asymmetric effect when returns decline/volatility increases • Leverage Effect: negative (positive) returns increase financial leverage, stocks riskier, driving up volatility (down) • impact of the lagged returns on the current volatilities (current returns on future volatilities) • Volatility Feedback hypothesis: an increase in volatility leads to a decrease in return • impact of the current volatilities on the future returns • Time-varying risk premiums • Can use GARCH model
Correlation between S&P 500 Index Returns and VIX (negative)
Further study • VXD (based on DJIA), VSTOXX in France, VDAX-NEW in Germany • Frequency data of them • Look for the relationship • Jump option pricing models • Co-jumping process ? • An implied volatility index follows a stochastic process • Option valuation for stochastic volatility • Time-varying risk premium?