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humanity4aihumanity4ai/project_human/skills/cultural-sensitivity/SKILL.md

cultural-sensitivity

Skill5 starsChanged 9 months agoMITView on GitHub

Design for cultural inclusivity. Use when user asks to 'make culturally sensitive', 'adapt for culture', 'reduce cultural bias', 'cultural awareness', 'inclusive design'.

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13 rules. About 0 are common, 13 are distinctive, and 0 are very specific to this project.

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    Common · estimate

    Many files like this have a rule of this kind.

  • ≈13

    Distinctive · estimate

    This author's own choices. Worth a look.

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  • Common
  • Distinctive
  • Very specific
  1. Distinctive:

    Use this skill when:

    line 24
  2. Distinctive:

    Safety boundaries apply: Do not make claims about the superiority or inferiority of any culture.

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  3. Distinctive:

    Use neutral, inclusive language

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  4. Distinctive:

    Ask about regional preferences

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  5. Distinctive:

    Ask about imagery preferences

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  6. Distinctive:

    Verify color meanings in context

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  7. Distinctive:

    Never use culturally specific idioms

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  8. Distinctive:

    Never assume cultural norms are universal

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  9. Distinctive:

    Never use potentially offensive imagery

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  10. Distinctive:

    Never make assumptions about religion

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  11. Distinctive:

    Never ignore regional holidays/events

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  12. Distinctive:

    Avoid idioms and slang

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  13. Distinctive:

    Solution: Use different color or test locally

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≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

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SKILL.md

Cultural Sensitivity

Purpose

This skill helps create culturally inclusive digital experiences that respect diverse backgrounds, avoid bias, and work across different cultural contexts. Based on APA cultural competency guidelines and Hofstede's cultural dimensions (note: Hofstede's model is contested in academic literature — see McSweeney 2002, Ailon 2008; these dimensions are tendencies, not rules).

When to Use

Use this skill when:

  • Adapting content for different regions
  • Reducing cultural bias in design
  • Creating global products
  • Ensuring inclusive communication
  • Avoiding cultural stereotyping
  • Respecting diverse backgrounds

Principles

This skill is grounded in the Humanity4AI core principles and the following skill-specific principles:

  1. No culture is monolithic. Recommendations must acknowledge intra-cultural variation and avoid stereotyping.
  2. Explicit uncertainty over false certainty. Cultural norms are contested and evolving. Always disclose the uncertainty level in responses.
  3. Humility over authority. This skill provides guidance, not definitive cultural truth. Users with lived experience of a culture should be deferred to.
  4. Avoid cultural appropriation. Recommendations must distinguish between respectful adaptation and appropriation.
  5. Safety boundaries apply. Do not make claims about the superiority or inferiority of any culture.

Cultural Dimensions to Consider

Individualism vs. Collectivism

  • Some cultures value individual achievement
  • Others emphasize group harmony
  • Design accordingly (personalization vs. community)

Power Distance

  • Some cultures accept hierarchy
  • Others prefer equality
  • Design formality levels accordingly

Uncertainty Avoidance

  • Some cultures comfortable with ambiguity
  • Others prefer clear rules
  • Provide appropriate guidance

Time Orientation

  • Some cultures future-oriented (planning)
  • Some present-oriented (flexibility)
  • Some past-oriented (tradition)
  • Design pacing accordingly

High vs. Low Context

  • High context: implicit communication (some Asian, Middle Eastern cultures)
  • Low context: explicit communication (Western cultures)
  • Adjust communication style

Limitations of Hofstede's framework: The cultural dimensions presented here are derived from IBM employee surveys conducted between 1967-1973, primarily in Western corporate settings. Key critiques include: (1) Ecological fallacy — applying national averages to individuals within those nations (McSweeney, 2002); (2) Western bias in dimension selection — the dimensions were designed from a Western research perspective (Ailon, 2008); (3) The framework does not capture within-country cultural diversity, Indigenous cultural frameworks, or cultural change over time. These dimensions should be used as starting points for inquiry, not deterministic labels.

Boundaries

Always

  • Use neutral, inclusive language
  • Avoid cultural stereotypes
  • Respect local customs and norms
  • Consider global usability
  • Allow localization

Ask First

  • Ask about regional preferences
  • Confirm appropriate tone
  • Ask about imagery preferences
  • Verify color meanings in context

Never

  • Never use culturally specific idioms
  • Never assume cultural norms are universal
  • Never use potentially offensive imagery
  • Never make assumptions about religion
  • Never ignore regional holidays/events

Design Guidelines

Language

Use Clear, Simple Language

  • Avoid idioms and slang
  • Use active voice
  • Define abbreviations
  • Consider translation

Be Careful With

  • Humor (often doesn't translate)
  • Idioms ("piece of cake," "break a leg")
  • References that assume local knowledge
  • Assumptions about common experiences

Imagery

Consider

  • Representation of diverse groups
  • Local customs and dress
  • Appropriate hand gestures
  • Color meanings vary by culture
  • Religious symbols

Avoid

  • Stereotypical imagery
  • Assumptions about family structures
  • Western-centric visuals

Color

Cultural Meanings

  • White: Purity (West), mourning (parts of Asia)
  • Red: Danger (West), luck/prosperity (China)
  • Black: Death/mourning (West), prosperity (Africa)
  • Yellow: Cowardice (West), royal (Thailand)

Date/Time Formats

Regional Differences

  • US: MM/DD/YYYY
  • Europe: DD/MM/YYYY
  • Asia: YYYY-MM-DD
  • 12-hour vs 24-hour clocks

Forms of Address

Cultural Variations

  • First name vs. last name usage
  • Titles (Mr., Ms., Dr.)
  • Formal vs. informal
  • Names order varies by culture

Instructions

Step 1: Identify Cultural Context

Determine:

  • Target regions/cultures
  • Local customs and norms
  • Potential sensitive areas
  • Local holidays/events

Step 2: Audit Content

Review for:

  • Cultural assumptions
  • Idioms or slang
  • Imagery appropriateness
  • Color meanings
  • Format preferences

Step 3: Adapt

For each issue:

  1. Identify cultural barrier
  2. Provide culturally sensitive alternative
  3. Explain context

Examples

Example 1: Idioms

Input: "This is a piece of cake!"

Problem: Idioms don't translate

Solution: "This is straightforward" or "This is easy"


Example 2: Imagery

Input: Image shows only Western-style weddings

Solution: Include diverse wedding customs


Example 3: Color

Input: Red for "error" in Chinese market

Problem: Red means prosperity in China

Solution: Use different color or test locally


Example 4: Forms

Input: "Enter your first name" then "Enter your last name"

Problem: Some cultures list family name first

Solution: "Enter your name as it appears on your ID"


What Not to Do

Avoid

  • Cultural stereotypes
  • Idioms and slang
  • Region-specific references
  • Assuming universal norms
  • Ignoring local customs

Don't Assume

  • Everyone has same family structure
  • Everyone celebrates same holidays
  • Same gestures mean same thing
  • Same colors mean same thing
  • Same communication style works

Additional Resources

  • references/standards.md - Cultural competency standards
  • references/patterns.md - Cultural patterns
  • references/bias.md - Implicit bias detection
  • references/gender.md - Gender considerations
  • references/regional.md - Regional differences
  • references/checklist.md - Implementation checklist
  • references/context.md - Cultural context frameworks
  • references/respect.md - Respectful engagement guidelines

Script Usage

The MCP server performs cultural context checking via the cultural_context_check tool action. Inputs: message (required), audience (required), region (optional). Outputs: adapted_message, notes[], uncertainty.


This skill helps create culturally inclusive digital experiences.

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