market-impact-model

Estimate market impact and execution cost for large orders using Almgren-Chriss modeling.

10|2|Updated Mar 8, 2026
One-click install
npx skills add https://github.com/mahmoud20138/Tradecraft --skill market-impact-model
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: market-impact-model
Source: https://github.com/mahmoud20138/Tradecraft/tree/main/plugins/tradecraft/skills/market-impact-model
Command: npx skills add https://github.com/mahmoud20138/Tradecraft --skill market-impact-model

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Estimate and manage the market impact of large orders to reduce execution costs and slippage in real-time.

Core Features & Use Cases

  • Almgren-Chriss based impact estimation combining temporary and permanent components
  • Schedule-aware execution planning (TWAP/VWAP) with recommended participation
  • Post-trade analysis hooks (TCA) to compare actual vs expected costs

Quick Start

Provide order size and market parameters to obtain an impact estimate and recommended execution strategy.

Frequently Asked Questions about market-impact-model

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

FAQPage Schema
How do I estimate market impact for large institutional trades?

Market impact for large institutional trades is estimated using Almgren-Chriss style modeling, which calculates temporary and permanent impact components based on daily volume, average spread, and volatility to project execution costs.

Can I model TWAP and VWAP execution schedules to plan optimal trade timing?

Yes, you can model TWAP and VWAP execution schedules to plan optimal trade timing. The model generates schedule-aware execution plans with recommended participation rates to minimize slippage for large orders.

What inputs do I need to calculate execution costs and slippage for large orders?

To calculate execution costs and slippage, you need a MarketParams structure containing order size, daily volume, average spread, and volatility. This data drives the Almgren-Chriss model to return impact metrics and recommendations.

Does this market impact model support post-trade analysis to compare actual vs expected costs?

Yes, the model includes post-trade analysis hooks for Transaction Cost Analysis (TCA). This allows you to compare actual execution costs against expected market impact estimates across different trading symbols.

What is the difference between temporary and permanent market impact in Almgren-Chriss modeling?

In Almgren-Chriss modeling, temporary market impact reflects the immediate price concession during execution, while permanent impact represents the lasting price shift caused by the large order, both combining to estimate total execution cost.