Inclusion and Diversity in Responsible AI
This dimension examines how countries address bias, discrimination, and representation in AI systems, ensuring they remain inclusive, equitable, and respectful of marginalised communities.
Key Indicators Within This Dimension
These indicators translate high-level principles into measurable, verifiable outcomes.
7 Key Indicators
Gender Equality
Policies ensuring gender-responsive AI development, deployment and governance.
Why this matters: Addresses gender gaps in AI teams and data, and helps prevent gender-based discrimination in AI systems.
Children's Rights
Safeguards specifically designed to protect minors in the design and use of AI systems.
Why this matters: Essential for protecting children's privacy, safety and developmental needs online and offline.
Cultural and Linguistic Diversity
Recognition and support for diverse cultural contexts and languages in AI.
Why this matters: Ensures AI systems work across different languages and respect local cultural values rather than flattening them.
Civil Society Engagement in Inclusion and Diversity
Civil-society initiatives advancing inclusion and diversity in national AI debates.
Why this matters: Independent voices keep inclusion on the agenda and hold governments and developers accountable.
Egalitarian Democracy
Country-context measure of how equally political power and rights are distributed.
Why this matters: Egalitarian institutions make it more likely that AI governance serves everyone, not just the powerful.
Device Affordability
How affordable and accessible connectivity is across income groups.
Why this matters: Without affordable access, the benefits of AI bypass lower-income communities and widen divides.
Gender Gap in Mobile Internet
The gender gap in mobile internet and digital access.
Why this matters: If women are offline, AI built on digital data and services excludes them by default.
How Countries Perform on Inclusion and Diversity
Global Average Score
34
Highest Score
83
Germany leads globally
Countries Assessed
135
Comprehensive global coverage
Global Rankings for Inclusion and Diversity
Countries ranked by their performance in ensuring AI systems are inclusive, diverse and non-discriminatory.
Top 10 Countries
Global Aggregate Statistics
Regional Performance by Indicator
How different regions approach this dimension of responsible AI, revealing both progress and persistent challenges.
Gender Equality
Children's Rights
Cultural and Linguistic Diversity
Civil Society Engagement in Inclusion and Diversity
Egalitarian Democracy
Device Affordability
Gender Gap in Mobile Internet
Explore a Country's Performance
Dive deep into how individual nations perform on inclusion and diversity in AI governance.
Germany
- Overall Score
- 83
- Global Rank
- #1
- Region
- Europe
Indicator-by-Indicator Breakdown
Gender EqualityAPAI Policy
Children's RightsAPAI Policy
Cultural and Linguistic DiversityAPAI Policy
Civil Society Engagement in Inclusion and DiversityCSOCSO Engagement
Egalitarian DemocracyECEnabling Conditions
Device AffordabilityECEnabling Conditions
Gender Gap in Mobile InternetECEnabling Conditions
