local-stochastic-vol-modeling

Calibrate local and stochastic volatility models and validate no-arbitrage properties.

Updated Feb 10, 2026
One-click install
npx skills add https://github.com/GhostOf0days/codex-quant-skills --skill local-stochastic-vol-modeling
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: local-stochastic-vol-modeling
Source: https://github.com/GhostOf0days/codex-quant-skills/tree/main/local-stochastic-vol-modeling
Command: npx skills add https://github.com/GhostOf0days/codex-quant-skills --skill local-stochastic-vol-modeling

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill addresses the complex challenge of accurately modeling and validating local and stochastic volatility surfaces for financial derivatives, ensuring reliable pricing and hedging.

Core Features & Use Cases

  • Model Calibration: Fits local-volatility or stochastic-volatility parameters to market data.
  • Surface Validation: Checks for no-arbitrage properties, smoothness, and consistency.
  • Hedging Analytics: Tests hedge performance under dynamic surface scenarios.
  • Use Case: When you need to calibrate a new stochastic volatility model to current market option prices and ensure its resulting volatility surface is arbitrage-free and stable for risk management.

Quick Start

Run the local stochastic vol modeling diagnostics script with your input data.

Frequently Asked Questions about local-stochastic-vol-modeling

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I calibrate stochastic volatility models to current market option prices?

To calibrate stochastic volatility models, this Skill fits local and stochastic volatility parameters directly to market option price data. It then validates the resulting volatility surface for no-arbitrage properties, smoothness, and consistency.

How do I validate no-arbitrage properties in a local volatility surface?

Validating no-arbitrage properties in a local volatility surface involves checking fitted parameters for smoothness and consistency. This Skill performs these surface validation checks to ensure models remain stable and arbitrage-free for reliable financial risk analytics.

What is the best way to test derivative hedging performance under dynamic volatility scenarios?

Testing derivative hedging performance requires applying dynamic surface scenarios to the calibrated model. This Skill provides hedging analytics that evaluate hedge performance under shifting volatility conditions to confirm stability for risk management.

Can I use local vol modeling for derivative pricing without ensuring surface consistency?

Using local vol modeling for derivative pricing without ensuring surface consistency risks introducing arbitrage. This Skill explicitly validates no-arbitrage properties and smoothness before testing hedge performance, ensuring surfaces remain stable for financial risk analytics.

Do I need market option price data to calibrate a local volatility model?

Yes, you need current market option price data to calibrate a local volatility model. This Skill uses market data inputs to fit local or stochastic volatility parameters required for generating a reliable, arbitrage-free volatility surface.