Understanding the CBOE VIX Methodology
Academic resource for PhD researchers implementing and analyzing the volatility index
Project Overview
VIX Calculator
Complete implementation of CBOE's variance swap methodology with step-by-step breakdown
Synthetic Data
Generate realistic option chains for 5 market regimes: normal, high vol, crisis, low vol, skew shock
Realized Volatility
5 estimators: Close-to-Close, Parkinson, Garman-Klass, Yang-Zhang, Rogers-Satchell
VIX Derivatives
Futures term structure, contango/backwardation analysis, VVIX calculation
VIX Calculation Methodology
The Variance Swap Formula
The VIX is calculated using a variance swap approach that is model-free:
Where:
- T = Time to expiration (in years)
- F = Forward index level derived from option prices
- K0 = First strike below the forward price
- Ki = Strike price of i-th out-of-the-money option
- ΔKi = Interval between strike prices
- R = Risk-free interest rate
- Q(Ki) = Midpoint of bid-ask spread for option with strike Ki
Calculation Steps
Select Options
Choose near-term and next-term SPX options with expirations bracketing 30 days
Calculate Time
Compute time to expiration in minutes for precision
Find Forward Price
Use put-call parity: F = K + eRT(Call - Put)
Select Strikes
Use OTM puts below K0, OTM calls above K0
Calculate Contributions
Sum weighted option prices using variance formula
Interpolate
Interpolate to 30-day constant maturity
Final VIX:
\[VIX = 100 \times \sqrt{\sigma^2_{30-day}}\]Key Visualizations
Contribution by Strike
Shows how each strike contributes to VIX variance
Volatility Smile
Implied volatility across strikes showing equity skew
30-Day Interpolation
Near/next term weighting for constant maturity
Futures Term Structure
Contango and backwardation patterns
Variance Risk Premium
VIX vs realized volatility analysis
VVIX Relationship
Volatility of volatility analysis
References
- CBOE (2019). VIX White Paper. Chicago Board Options Exchange.
- Carr, P., & Madan, D. (1998). Towards a theory of volatility trading. Volatility: New Estimation Techniques for Pricing Derivatives.
- Demeterfi, K., Derman, E., Kamal, M., & Zou, J. (1999). More than you ever wanted to know about volatility swaps. Goldman Sachs Quantitative Strategies Research Notes.