| name | workflow-derivatives-vol-surface |
| description | WHAT: Construct and analyze the implied volatility surface (smile, term structure, skew); calibrate the SABR stochastic volatility model to the observed grid.
WHEN: Invoke when building a vol surface for exotic pricing inputs, assessing vol-of-vol risk, performing pre-hedging vol risk analysis, or generating market-implied vol parameters for a structured product model.
|
Volatility Surface Construction and SABR Calibration
What this skill covers
A two-phase pipeline that builds a full implied volatility surface from listed option market prices and then fits the SABR stochastic volatility model to the resulting grid. Outputs provide the parametric representation needed to price exotic derivatives, interpolate missing strikes, and monitor surface arbitrage conditions. Every vol datapoint must originate from a market data tool call.
Workflow
Phase 1 — Option Chain Collection
- Expiry enumeration: call
yf_options_expirations for the underlying symbol to obtain the full list of available expiry dates. Select expiries spanning the desired term structure (minimum: 1-month, 3-month, 6-month, 12-month tenors).
- Per-expiry chain extraction: for each selected expiry, call
yf_options_all or yf_options_chain to retrieve the full strike ladder with bid/ask mid prices and open interest.
- Use
lseg_options_chain when LSEG access is available for more complete institutional option data.
- Spot and forward reference: call
fmp_quote for current spot. Compute the at-the-money (ATM) forward for each expiry using the cost-of-carry formula (spot × exp((r − q) × T)) where r comes from fmp_treasury_rates and q from fmp_key_metrics.
Phase 2 — Implied Volatility Grid Construction
- For each (expiry, strike) combination with sufficient liquidity (open interest > 100 contracts, bid > 0):
- Call
implied_volatility with the mid option price, spot, strike, risk-free rate, tenor, and dividend yield.
- Discard results with IV < 2% or IV > 200% as data errors; log excluded strikes.
- Call
implied_vol_surface with the collected (tenor, strike, IV) triples to:
- Fit the surface using the specified interpolation method (
linear, cubic_spline, or svi).
- Run calendar-spread arbitrage checks (vol must not decrease monotonically with tenor for same strike).
- Run butterfly arbitrage checks (convexity of vol with respect to strike must be non-negative).
- Report any arbitrage violations by (tenor, strike) location.
Phase 3 — Surface Diagnostics
- Extract and report from the fitted surface:
- ATM vol curve: IV at the forward strike for each tenor.
- Vol term structure slope: ATM vol at 12M minus ATM vol at 1M (positive = normal contango; negative = backwardation).
- Skew (risk reversal): 25-delta put IV minus 25-delta call IV per expiry. Benchmark: equity skew −0.5 to −2.0 vol points per 10 delta.
- Smile (butterfly): 0.5 × (25-delta put IV + 25-delta call IV) minus ATM IV per expiry.
Phase 4 — SABR Calibration
- For each expiry tenor, call
sabr_calibration with the strike-IV pairs from Phase 2 and the following initial parameter ranges:
alpha (ATM vol level): start from observed ATM IV.
beta: fix at 0.5 for equity/FX; fix at 1.0 for rates; set to 0.0 for normal SABR.
rho (correlation): equity benchmark −0.3 to −0.7 (negative skew).
nu (vol of vol): equity benchmark 0.3 to 0.8.
- Validate calibration quality: RMSE < 0.5 vol points across the fitted strike range. If RMSE ≥ 0.5, expand the strike exclusion window near deep OTM strikes and recalibrate.
- Report the per-expiry SABR parameter set
(alpha, beta, rho, nu) and the calibration RMSE.
Phase 5 — Surface Export
- Produce the vol surface grid as a markdown table (tenors as columns, moneyness levels as rows) suitable for direct paste into an Excel model.
Output Format
ATM Volatility Term Structure
| Tenor | ATM Forward | ATM IV | Source Expiry |
|---|
Skew and Smile by Expiry
| Expiry | 25D Put IV | ATM IV | 25D Call IV | Risk Reversal | Butterfly |
|---|
SABR Parameters by Tenor
| Tenor | Alpha (α) | Beta (β) | Rho (ρ) | Nu (ν) | RMSE (vol pts) |
|---|
Implied Vol Surface Grid (Moneyness × Tenor)
| Moneyness (K/F) | 1M | 3M | 6M | 12M | 24M |
|---|
| 80% | | | | | |
| 90% | | | | | |
| 95% | | | | | |
| 100% (ATM) | | | | | |
| 105% | | | | | |
| 110% | | | | | |
| 120% | | | | | |
Arbitrage Violations (if any)
Tool-Call Traceability
Quality Gates
Related Skills
workflow-derivatives-option-pricing — uses ATM vol from this surface as the pricing volatility input.
workflow-derivatives-option-strategies — multi-leg strategies require consistent vol inputs from a single surface.
workflow-derivatives-structured-products — exotic pricing requires the full fitted surface or SABR parameters.
corp-finance-analyst-derivatives — agent body with SABR benchmarks and calling conventions.