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Research Summary: Conditional Values: The Contingent Foundations of Attitudes toward Artificial Intelligence

Original authors
Attribution requires verification
Original source
arXiv — Computers and Society
Summary & Analysis prepared by
Aziz Shuaib Ausi
Resource type
Research Summary / Knowledge Resource
Resource published on AZIZ OS
28 October 2026
Reading time
1 min
Publication type
Knowledge Resource
Availability
Open access
About this Summary & Analysis

AZIZ OS provides independently prepared summaries and analytical interpretations of externally published research and knowledge sources. The underlying works remain attributable to their original authors and rights holders. This resource is intended to improve accessibility and understanding and does not replace the original publication.

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An analysis of provisional World Values Survey Wave 8 data across 40,960 respondents in 24 countries indicates that favorable societal evaluation of artificial intelligence is universally anchored by general optimism about science and technology. Beyond this baseline predictor, national-level perceptions diverge significantly based on local factors such as expert authority, educational attainment, information access, demographic position, and specific dimensions of trust.

Why it matters

Public acceptance of artificial intelligence is fundamentally governed by underlying societal optimism toward science and institutional authority rather than attitudes toward AI in isolation. Consequently, cross-border technology initiatives cannot rely on uniform engagement models, as societal receptivity varies significantly across differing national value landscapes. Securing stakeholder alignment requires understanding and engaging with foundational trust in scientific systems rather than merely highlighting technical utility.

Key insights

  • General optimism about science and technology serves as the single strongest pooled predictor of positive AI evaluations across all 24 surveyed countries.
  • Perceptions of AI are contingent on nationally specific foundations, notably reliance on expert authority, information access, education levels, demographic variables, and distinct forms of trust.
  • The study leverages provisional World Values Survey Wave 8 data from 40,960 respondents evaluated via pooled and national prediction models.
  • Eleven value profiles formed independently of specific AI attitudes were identified to evaluate broader public sentiment.

Source

arXiv — Computers and Society — https://arxiv.org/abs/2610.37197

Citation

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Verification ID
ASA-EXE-2026-01466
Version
v1.0 · r0
Issued
28 October 2026
Resource prepared by
Aziz Shuaib Ausi
Resource status
Research Summary / Knowledge Resource
Underlying work
Conditional Values: The Contingent Foundations of Attitudes toward Artificial Intelligence
Original authors
Attribution requires verification
Original source
arXiv — Computers and Society
Provenance status
Attribution requires verification
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Underlying publication rights remain with the respective copyright holder(s). Refer to the original source for authoritative publication and licensing information.

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