SIGNALAI·May 29, 2026, 4:00 AMSignal65Medium term

Practitioner Beliefs and Behaviors in AI-Enhanced Education: DOT Framework Survey Evidence

Source: arXiv cs.AI

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Practitioner Beliefs and Behaviors in AI-Enhanced Education: DOT Framework Survey Evidence

arXiv:2605.29041v1 Announce Type: new Abstract: This study reports findings from a cross-sectional survey (n = 72) of higher education practitioners examining beliefs, behaviors, and institutional conditions related to artificial intelligence (AI) integration in teaching and learning. Grounded in the DOT Framework, which integrates design thinking and open systems theory, the study investigates AI familiarity, usage patterns, design-oriented practices, and pedagogical beliefs. Exploratory factor analysis of 19 belief items identified a three-factor structure: AI Functional Capabilities, Oversi

Why this matters
Why now

The proliferation of accessible AI tools necessitates an understanding of practitioner integration and pedagogical beliefs within educational institutions.

Why it’s important

Understanding how educators perceive and utilize AI is crucial for effective policy, tool development, and overall integration into the education system, impacting future workforce readiness.

What changes

This research provides empirical data on the current state of AI adoption beliefs and behaviors in higher education, shifting discussions from theoretical potential to practical implementation challenges.

Winners
  • · AI-education platform developers
  • · Educational institutions adapting swiftly
  • · Students engaging with AI-enhanced learning
Losers
  • · Traditional education models
  • · Educators resistant to AI integration
  • · Institutions slow to adopt AI strategies
Second-order effects
Direct

Increased demand for AI literacy training and support for educators will follow.

Second

Curriculum reforms will likely accelerate to incorporate AI tools and skills development more formally.

Third

The definition of 'teaching' and 'learning' in higher education could fundamentally evolve with deeper AI integration.

Editorial confidence: 85 / 100 · Structural impact: 40 / 100
Original report

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Read at arXiv cs.AI
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