907 B
907 B
name, description
| name | description |
|---|---|
| bias-detector | 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