hedging-strategy

Designs hedging strategies by calculating optimal ratios and evaluating execution costs.

Updated Jul 8, 2026
One-click install
npx skills add https://github.com/hxhyyy/Vibe-Trading --skill hedging-strategy-hxhyyy
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: hedging-strategy
Source: https://github.com/hxhyyy/Vibe-Trading/tree/main/agent/src/skills/hedging-strategy
Command: npx skills add https://github.com/hxhyyy/Vibe-Trading --skill hedging-strategy-hxhyyy

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires numpy, scipy, pandas.

What problem does it solve?

This Skill addresses the complexity of managing portfolio risk by providing a structured framework to design, calculate, and evaluate hedging strategies for various market conditions.

Core Features & Use Cases

  • Strategy Design: Create plans using linear instruments like futures/ETFs or nonlinear instruments like options.
  • Quantitative Analysis: Calculate hedge ratios using OLS regression, minimum-variance, or EWMA methods.
  • Use Case: If you hold a large China A-share portfolio and fear a market downturn, use this Skill to determine the exact number of CSI 300 index futures contracts needed to hedge your beta exposure while evaluating the associated costs.

Quick Start

Use the hedging-strategy skill to design a protective put hedge for my 5 million RMB portfolio and calculate the required number of contracts.

Frequently Asked Questions about hedging-strategy

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

FAQPage Schema
How do I calculate the optimal hedge ratio for a portfolio using OLS regression?

To calculate the optimal hedge ratio for portfolio risk management, this Skill applies quantitative methods like OLS regression and minimum-variance analysis to determine precise instrument allocation while evaluating execution costs.

What's the best way to hedge a large equity portfolio against a market downturn?

To hedge a large equity portfolio against market downturns, this Skill designs systematic hedging plans using beta hedging with linear instruments or option-based protection to calculate exact contract requirements and evaluate costs.

Can I use index futures to hedge beta exposure for a China A-share portfolio?

Yes, you can hedge beta exposure for a China A-share portfolio using index futures. This Skill calculates the exact number of CSI 300 futures contracts needed while evaluating the associated execution costs.

Does this hedging strategy tool support both linear and nonlinear instruments?

Yes, this hedging strategy tool supports both linear instruments like futures or ETFs and nonlinear instruments like options to design protective put hedges and cross-asset diversification for diverse risk scenarios.

When should I use minimum-variance analysis instead of OLS regression for hedge ratios?

Use minimum-variance analysis instead of OLS regression for hedge ratios when optimizing cross-asset diversification. This Skill utilizes both quantitative methods to determine precise instrument allocation based on your specific risk scenarios.