Bias Detection & Inclusive Language Review
Analyze curriculum materials to identify bias, stereotypes, cultural assumptions, and barriers; recommend inclusive, equitable alternatives.
When to Use
- Review content for bias and stereotypes
- Check inclusive language use
- Ensure cultural responsiveness
- Validate equitable representation
- Assess fairness in assessment items
Required Inputs
- Curriculum Materials: Any content to review (lessons, assessments, multimedia)
- Educational Level: K-5 through post-graduate
- Student Demographics (optional): Known diversity characteristics
Workflow
1. Load Materials for Analysis
Read all content including:
- Instructional text
- Examples and scenarios
- Assessment items
- Images and media descriptions
- Names and characters used
2. Scan for Bias Categories
Gender Bias:
- ❌ Gender stereotypes (e.g., "nurses are women", "engineers are men")
- ❌ Gendered language (e.g., "chairman", "mankind")
- ❌ Assuming binary gender
- ❌ Unequal representation in examples
- ✅ Gender-inclusive language ("chairperson", "humanity")
- ✅ Balanced representation across genders
Racial/Ethnic Bias:
- ❌ Stereotypical associations
- ❌ Tokenism (single representative)
- ❌ Cultural assumptions
- ❌ Eurocentric perspectives only
- ✅ Diverse representation
- ✅ Multiple cultural perspectives
- ✅ Respectful, accurate portrayals
Socioeconomic Bias:
- ❌ Assuming resources/privilege (e.g., "have your parents drive you", "use your home computer")
- ❌ Stigmatizing poverty
- ❌ Examples only accessible to wealthy
- ✅ Awareness of varied economic situations
- ✅ Accessible alternatives provided
Ability Bias (Ableism):
- ❌ Using disability as metaphor (e.g., "turn a blind eye", "fell on deaf ears")
- ❌ Assuming physical abilities
- ❌ Negative framing of disabilities
- ✅ Person-first or identity-first language (contextually appropriate)
- ✅ Disability included neutrally when relevant
Age Bias:
- ❌ Stereotypes about age groups
- ❌ Dismissive of any age
- ✅ Age-appropriate without being patronizing
- ✅ Respectful of all ages
Religious/Cultural Bias:
- ❌ Assuming dominant religion
- ❌ Religious holidays as universal
- ❌ Cultural practices as "weird" or "exotic"
- ✅ Secular examples or multi-faith
- ✅ Cultural practices presented respectfully
Geographic Bias:
- ❌ Urban-only or rural-only assumptions
- ❌ US-centric examples (if international audience)
- ❌ Assuming specific regional knowledge
- ✅ Diverse geographic contexts
- ✅ Explain regional references
Linguistic Bias:
- ❌ Mocking non-standard dialects
- ❌ Assuming English fluency
- ❌ Complex idioms without explanation
- ✅ Clear, accessible language
- ✅ Support for multilingual learners
3. Analyze Representation
Count and assess:
Character/Example Diversity:
- Names used: [Analyze cultural diversity]
- Roles depicted: [Analyze who does what]
- Authority figures: [Who holds power/expertise]
- Problem-solvers: [Who finds solutions]
Target: No single group always in leadership, expertise, or success roles; No single group always needing help or failing
4. Review Assessment Items for Fairness
Check each item for:
- Cultural Load: Does success require specific cultural knowledge unrelated to the objective?
- Language Barriers: Is unnecessary complex vocabulary used?
- Scenario Bias: Do examples disadvantage specific groups?
- Stereotype Threat: Could wording trigger identity-based anxiety?
5. Generate Bias Review Report
# Bias & Inclusivity Review: [TOPIC]
**Review Date**: [Date]
**Materials Reviewed**: [List]
**Diversity Lens**: Gender, Race/Ethnicity, SES, Ability, Age, Religion/Culture, Geography, Language
## Executive Summary
**Overall Rating**: [Excellent | Good | Needs Revision | Poor]
**Critical Issues**: [Count]
**Moderate Concerns**: [Count]
**Recommendations**: [Count]
**Readiness**: [Ready | Minor revisions | Major revisions]
## Bias Findings by Category
### Gender Bias
**Issues Found**: [Count]
**Critical** (Must Fix):
1. [Location]: "[Problematic text]"
- **Problem**: [Explanation]
- **Recommendation**: "[Suggested replacement]"
**Moderate** (Should Fix):
1. [Location]: "[Problematic text]"
- **Problem**: [Explanation]
- **Recommendation**: "[Suggested alternative]"
### Racial/Ethnic Bias
[Same structure]
### Socioeconomic Bias
[Same structure]
### Ability Bias
[Same structure]
### Age, Religious, Geographic, Linguistic Bias
[Same structure for each]
## Representation Analysis
### Names Used
| Name | Cultural Origin | Role/Context | Issue |
|------|----------------|--------------|-------|
| John | Anglo-American | Doctor (authority) | Part of pattern: only Anglo names in authority |
| Maria | Latina | Patient (receiving help) | ⚠️ Pattern concern |
| Li Wei | Chinese | Student (struggling) | ❌ Stereotype reinforcement |
**Analysis**: Names show pattern of Anglo individuals in authority, others needing help. Reinforces problematic hierarchies.
**Recommendation**: Diversify authority figures—include Maria as doctor, Li Wei as expert, etc.
### Role Distribution
| Role Type | Gender | Race/Ethnicity | Pattern Issue |
|-----------|--------|----------------|---------------|
| Doctor (3 examples) | Male (3) | White (3) | ❌ No diversity |
| Teacher (4 examples) | Female (4) | White (3), Asian (1) | ⚠️ Gender stereotype |
| Scientist (2 examples) | Male (2) | White (2) | ❌ No diversity |
**Recommendation**: Balance gender and race across all professional roles
## Assessment Fairness Review
### Item-Level Analysis
**Item MC-1.5**:
- **Text**: "Calculate the cost of a family ski vacation..."
- **Issue**: Assumes familiarity with skiing, family vacations, disposable income
- **Impact**: May disadvantage students from lower SES backgrounds
- **Recommendation**: Use universally accessible scenario: "Calculate the cost of items at a school store..."
**Item ESSAY-2.1**:
- **Text**: "Describe a time your family celebrated a holiday..."
- **Issue**: Assumes stable family structure and holiday celebration
- **Impact**: May be painful/impossible for students in foster care, refugees, non-celebratory families
- **Recommendation**: "Describe a memorable day or event you experienced..."
## Language Accessibility
**Complex/Unclear Language**: [Count]
Examples:
- [Location]: "[Complex phrase]"
- **Issue**: Grade 10 reading level in grade 6 material
- **Simplify to**: "[Simpler version]"
**Idioms Needing Explanation**: [List]
**Recommendations**: [Language simplification strategies]
## Positive Findings
**Strengths**:
- ✅ Diverse names used in Unit 2
- ✅ Multiple cultural perspectives in readings
- ✅ Accessible language in most materials
- ✅ Gender-neutral language throughout
## Priority Recommendations
### Priority 1 (Critical—Must Fix)
1. Remove stereotype in Item 3 (Asian student struggling with math)
2. Replace ski vacation scenario with equitable alternative
3. Diversify authority figures in examples
### Priority 2 (Important—Should Fix)
1. Balance gender in professional roles
2. Add cultural context explanations
3. Simplify complex phrases
### Priority 3 (Enhancement)
1. Add more diverse names
2. Include disability representation
3. Expand geographic diversity
## Revision Checklist
- [ ] All critical issues addressed
- [ ] Representation balanced across materials
- [ ] Assessment items culturally fair
- [ ] Language accessible to all students
- [ ] Stereotypes eliminated
- [ ] Multiple perspectives included
---
**Artifact Metadata**:
- **Artifact Type**: Bias Review Report
- **Critical Issues**: [Count]
- **Status**: [Pass/Needs Revision]
- **Next Phase**: Address issues, then Accessibility Review6. CLI Interface
# Full bias review
/curriculum.review-bias --materials "curriculum-artifacts/"
# Assessment-only review
/curriculum.review-bias --focus "assessments" --items "assessment-items.md"
# Specific bias category
/curriculum.review-bias --focus "gender,race" --content "lessons/*.md"
# Help
/curriculum.review-bias --helpComposition with Other Skills
Input from: All development and design skills
Output to:
- User for revisions
/curriculum.review-accessibility(after bias issues addressed)
Exit Codes
- 0: No issues found
- 1: Issues found, revisions needed
- 2: Cannot load materials
- 3: Invalid focus specified