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counterfactual-analysis

Run counterfactual attribution analysis on investment portfolios with hypothetical allocation constraints.

12|13|Updated Dec 4, 2025
Search Tags:#analysis#investment#finance#portfolio#attribution#counterfactual
One-click install
npx skills add https://github.com/Snowflake-Labs/sfguide-agentic-ai-for-asset-management --skill counterfactual-analysis
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: counterfactual-analysis
Source: https://github.com/Snowflake-Labs/sfguide-agentic-ai-for-asset-management/tree/main/data/skills/counterfactual-analysis
Command: npx skills add https://github.com/Snowflake-Labs/sfguide-agentic-ai-for-asset-management --skill counterfactual-analysis

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill addresses the difficulty of understanding how specific portfolio decisions or market constraints impact performance by enabling rapid "what-if" scenario testing.

Core Features & Use Cases

  • Scenario Simulation: Test impacts of benchmark weighting, sector exclusions, and concentration caps.
  • Attribution Analysis: Compare original portfolio performance against counterfactual scenarios to quantify the value of active management.
  • Use Case: A portfolio manager wants to know if excluding a volatile sector or capping weightings would have improved risk-adjusted returns over the last quarter.

Quick Start

Ask the agent to run a counterfactual analysis to see what would have happened if we held benchmark weights for the Flagship portfolio over the last quarter.

Frequently Asked Questions about counterfactual-analysis

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

FAQPage Schema
What is counterfactual attribution analysis in portfolio management?▼

Counterfactual attribution analysis evaluates how hypothetical allocation constraints, such as benchmark weighting or sector exclusions, impact investment portfolio performance by comparing original returns against simulated what-if scenarios to quantify active management value.

How do I run a what-if scenario simulation for an investment portfolio?▼

You can run what-if scenario simulation by querying the agent in natural language to test constraints like sector exclusion or concentration capping, which maps to backend procedures generating comparative performance metrics for the investment portfolio.

Can I test concentration caps and sector exclusions on my portfolio?▼

Yes, you can test concentration caps and sector exclusions by simulating these specific allocation constraints to measure their impact on risk-adjusted returns and compare them against your original portfolio performance.

Do I need a specific backend procedure to generate comparative performance metrics?▼

Yes, generating comparative performance metrics requires integration with portfolio attribution data and the specific RUN_COUNTERFACTUAL_ANALYSIS backend procedure to map your natural language queries into executable what-if scenarios.

What's the best way to quantify the impact of active management decisions on returns?▼

The best way to quantify active management impact is using counterfactual attribution analysis to compare original portfolio performance against hypothetical benchmark weighting scenarios, isolating the value added by specific allocation choices.

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