U0446 Education Counterfactual Simulator

Education Counterfactual Simulator

Why This Skill Exists

We need this skill because human capability growth requires targeted planning under constraints. This specific skill tests alternatives before costly commitments.

When To Use

Use this skill when the request explicitly needs "Education Counterfactual Simulator" outcomes in the Education and Upskilling domain.

Step-by-Step Implementation Guide

1. Define the scope and success metrics for Education Counterfactual Simulator, including at least three measurable KPIs tied to persistent skill gaps and poor learning outcomes.
2. Design and version the input/output contract for skill profiles, learning paths, and support resources, then add schema validation and failure-mode handling.
3. Implement the core capability using counterfactual replay, and produce scenario comparison reports with deterministic scoring.
4. Integrate the skill into swarm orchestration: task routing, approval gates, retry strategy, and rollback controls.