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LLMs Model Non-WEIRD Populations: Experiments with Synthetic Cultural Agents

Author

Listed:
  • Augusto Gonzalez-Bonorino

    (Pomona College Economics Department)

  • Monica Capra

    (Claremont Graduate University Economics Department
    University of Arizona Center for the Philosophy of Freedom)

  • Emilio Pantoja

    (Pitzer College Economics and Computer Science Department)

Abstract

Despite its importance, studying economic behavior across diverse, non-WEIRD (Western, Educated, Industrialized, Rich, and Democratic) populations presents significant challenges. We address this issue by introducing a novel methodology that uses Large Language Models (LLMs) to create synthetic cultural agents (SCAs) representing these populations. We subject these SCAs to classic behavioral experiments, including the dictator and ultimatum games. Our results demonstrate substantial cross-cultural variability in experimental behavior. Notably, for populations with available data, SCAs' behaviors qualitatively resemble those of real human subjects. For unstudied populations, our method can generate novel, testable hypotheses about economic behavior. By integrating AI into experimental economics, this approach offers an effective and ethical method to pilot experiments and refine protocols for hard-to-reach populations. Our study provides a new tool for cross-cultural economic studies and demonstrates how LLMs can help experimental behavioral research.

Suggested Citation

  • Augusto Gonzalez-Bonorino & Monica Capra & Emilio Pantoja, 2025. "LLMs Model Non-WEIRD Populations: Experiments with Synthetic Cultural Agents," Papers 2501.06834, arXiv.org.
  • Handle: RePEc:arx:papers:2501.06834
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    References listed on IDEAS

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