---
name: bias-detector
description: Identifies potential cultural, gender, or socioeconomic bias in assessment items and educational content.
---

# bias-detector

## Capabilities

- Scan for biased language
- Flag culturally specific references
- Check for stereotype reinforcement
- Suggest neutral alternatives

## Usage

Use this skill when:
- Reviewing all new items
- Preparing assessment for diverse audience
- Ensuring content fairness

## Input

Assessment items or educational content text.

## Output

Bias analysis report with:
- Flagged items with bias type
- Explanation of bias concern
- Suggested neutral alternatives
- Overall fairness assessment

## Limitations

- Bias detection is heuristic-based
- Cannot detect all forms of bias
- Cultural context awareness is limited
- Does not replace human review

## Assumptions

- Content is in English
- Target audience diversity is considered