U0794 Cultural Equity Impact Scorer

Cultural Equity Impact Scorer

Why This Skill Exists

We need this skill because global utility requires language and cultural context fidelity. This specific skill exposes uneven benefit/harm distribution before rollout.

When To Use

Use this skill when the request explicitly needs "Cultural Equity Impact Scorer" outcomes in the Multilingual and Cultural Adaptation domain.

Step-by-Step Implementation Guide

1. Define the scope and success metrics for Cultural Equity Impact Scorer, including at least three measurable KPIs tied to context mismatch and exclusion.
2. Design and version the input/output contract for language variants, cultural norms, and local preferences, then add schema validation and failure-mode handling.
3. Implement the core capability using group-level impact scoring, and produce equity impact profiles with deterministic scoring.
4. Integrate the skill into swarm orchestration: task routing, approval gates, retry strategy, and rollback controls.