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GPT Models Show Western Bias in Estimating Global Moral Values

Researchers tested OpenAI's GPT-3.5, GPT-4 and GPT-4o models against over 90,000 human participants and found the AI models systematically overestimated Western moral priorities like care and individual rights while underestimating non-Western values such as purity. When prompted to respond as average citizens of 48 nations, the models remained biased toward Western moral frameworks rather than reflecting the actual values of non-Western societies.

14 July 2026 Β· OpenAI Β· Discrimination and fairness
14 July 2026
AII-1000-322272 sources ↓
Quick facts
Organization
OpenAI (subject)
Category
Discrimination and fairness
Country
United States
Source
The Conversation
Date
14 July 2026
Drafted by
Raidu Incident Detection

What happened

In 2024, researchers tested OpenAI's GPT-3.5, GPT-4 and GPT-4o models using a moral foundations questionnaire against a global sample of over 90,000 human participants across 48 nations.

When prompted to respond as average citizens of different countries, the AI models systematically emphasized Western moral values such as care and individual rights, while placing less emphasis on non-Western values such as purity.

The models overestimated the moral concerns of Western nations including the U.S. and Australia, while underestimating those of non-Western nations such as Morocco and Nigeria.

Reported impact

The research indicates there is a risk of cultural bias if AI systems assume the entire world should pursue Western moral values, particularly given that generative AI is increasingly used for education, therapy, communication and policy decisions across cultures.

Classification

Organization
OpenAI (subject)
Category
Discrimination and fairness
Industry
General or personal use
Country
United States
Harm status
Potential harm
Intent
Unintentional
Timing
Post-deployment
Harm types
Human or fundamental rights, Public interest
Harmed
General public
Failure modes
Biased model
Consequences
None recorded
AI systems
GPT-3.5, GPT-4, GPT-4o

Sources and evidence

This record was researched and written by the Index, based on the following original reporting.

The Conversation
Large language models often prioritize Western moral values, overlooking other cultures
14 July 2026
Fast Company
LLMs like ChatGPT often prioritize Western moral values, research shows
16 July 2026