ethics-bias-check
OfficialAudit decisions for unfair bias before launch.
Legal & Compliance#disparate impact#algorithmic bias#ethics review#fairness audit#recommendation systems#automated decisioning#proxy bias
Authorhuman-avatar
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill helps you identify direct and proxy discrimination, feedback-loop amplification, and unequal error harms in algorithms that make or influence decisions about people.
Core Features & Use Cases
- Bias surface analysis: Evaluates direct bias via protected attributes and proxy bias via correlated features.
- Training and system-dynamics review: Assesses training-data issues and risks from feedback loops that entrench disparities.
- Harm distribution assessment: Determines who bears false positives/false negatives and whether people have meaningful recourse.
Quick Start
Use the ethics-bias-check skill to audit the algorithm you plan to deploy by describing its inputs, outputs, affected people, and decision impact.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: ethics-bias-check Download link: https://github.com/human-avatar/skills-for-humanity/archive/main.zip#ethics-bias-check Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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