algorithm-selection-efficient-frontier

Select trading execution algorithms using a quantitative cost-risk efficient frontier.

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

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill addresses the challenge of selecting the most appropriate execution algorithm for trading orders by balancing cost and risk, especially under specific utility constraints.

Core Features & Use Cases

  • Efficient Frontier Mapping: Visualizes and maps candidate algorithms onto a cost-risk efficient frontier.
  • Contextual Selection: Applies selection rules based on order difficulty and prevailing market regimes.
  • Post-Trade Validation: Ensures selected policies meet ex-ante utility targets.
  • Use Case: When faced with multiple execution algorithms for a large order, use this Skill to identify the one that best fits the desired cost-risk profile and market conditions, ensuring optimal execution.

Quick Start

Run the diagnostics script for the algorithm selection efficient frontier using the provided input CSV file.

Frequently Asked Questions about algorithm-selection-efficient-frontier

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

FAQPage Schema
How do I select execution algorithms based on cost-risk frontiers?

Efficient frontier mapping visualizes candidate execution algorithms based on their estimated expected cost and risk. It places algorithms onto a comparable frontier to help identify which one best fits the desired cost-risk profile for trading orders.

How do I choose the best execution algorithm for large orders in varying market regimes?

Contextual selection applies selection rules based on order difficulty and prevailing market regimes. It evaluates varying order difficulty against market conditions to identify the execution algorithm that best fits the desired cost-risk profile.

What is a cost-risk efficient frontier in trading execution?

A cost-risk efficient frontier is a quantitative mapping that visualizes candidate execution algorithms based on their expected cost and risk. It helps identify the algorithm that best fits desired utility constraints and varying order contexts.

How do I validate post-trade execution policies against utility targets?

Validate post-trade execution policies by running a diagnostics script with an input CSV file to ensure selected policies meet ex-ante utility targets. This confirms the chosen algorithm satisfies the original cost-risk constraints.

Do I need an input CSV file to map the algorithm selection efficient frontier?

Yes, you need an input CSV file to run the diagnostics script for the algorithm selection efficient frontier. The file provides the order-context features and candidate algorithm data required for mapping and selection.