Source-linked AI summary
Transforming Teachers' Roles and Agencies in the Era of Generative AI: Perceptions, Acceptance, Knowledge, and Practices
Xiaoming Zhai
TL;DR
GenAI is increasingly embedded in education, yet research has insufficiently explained how teachers’ perceptions, knowledge, acceptance, and practices jointly shape their roles and agency. This paper proposes a four-role framework—Observer, Adopter, Collaborator, and Innovator—to characterize progressive engagement with GenAI. It concludes that training and support are associated with more meaningful use, while ethical concerns remain a limitation.
Problem
Research has given limited attention to teachers’ nuanced roles and agencies and has often treated perceptions, knowledge, acceptance, and practices separately.
Method
The paper develops a conceptual framework linking teachers’ perceptions, acceptance, knowledge, and practices to four progressive GenAI roles.
Results
Teachers with comprehensive training and support are more likely to move beyond basic GenAI uses toward personalized learning, adaptive feedback, and co-creative educational practices.
Takeaways & Limitations
The framework offers practical insights for supporting educators and policymakers as teachers move from basic GenAI use toward collaboration and knowledge co-creation.
Takeaways & Limitations
The paper identifies bias and ethical concerns as limitations associated with GenAI-supported educational practices.
Abstract
from arXiv · showhide
This paper explores the transformative impact of Generative Artificial Intelligence (GenAI) on teachers' roles and agencies in education, presenting a comprehensive framework that addresses teachers' perceptions, knowledge, acceptance, and practices of GenAI. As GenAI technologies, such as ChatGPT, become increasingly integrated into educational settings, teachers are required to adapt to evolving classroom dynamics, where AI plays a significant role in content creation, personalized learning, and student engagement. However, existing literature often treats these factors in isolation, overlooking how they collectively influence teachers' ability to effectively integrate GenAI into their pedagogical practices. This paper fills this gap by proposing a framework that categorizes teachers into four roles -- Observer, Adopter, Collaborator, and Innovator -- each representing different levels of GenAI engagement, outlining teachers' agencies in GenAI classrooms. By highlighting the need for continuous professional development and institutional support, we demonstrate how teachers can evolve from basic GenAI users to co-creators of knowledge alongside GenAI systems. The findings emphasize that for GenAI to reach its full educational potential, teachers must not only accept and understand its capabilities but also integrate it deeply into their teaching strategies. This study contributes to the growing literature on GenAI in education, offering practical implications for supporting teachers in navigating the complexities of GenAI adoption.
1 | INTRODUCTION
GenAI is reshaping classroom instruction and teachers’ agencies, but existing research often overlooks how teachers’ roles, perceptions, knowledge, acceptance, and practices interact. The paper addresses this gap with a framework for progressive GenAI integration and teacher agency.
- GenAI is becoming an active collaborator in instruction, requiring teachers to adapt their roles, decisions, and professional practices.
- Existing literature emphasizes technical efficacy and educational outcomes while giving less attention to how teachers adapt to and collaborate with GenAI.
- Research often assumes uniform technology adoption, overlooking how differing levels of GenAI integration shape teachers’ roles and agencies across contexts.
- Traditional frameworks such as TPACK do not fully capture GenAI’s capacity to alter educators’ roles and generate new pedagogical approaches.
- The paper proposes four teacher roles—Observer, Adopter, Collaborator, and Innovator—linked to different stages of GenAI integration.
- By examining perceptions, acceptance, knowledge, practices, and teacher–GenAI relationships, the framework supports future research and practical guidance for educational stakeholders.
2 | NATURE OF GENERATIVE AI AND TEACHERS’ ROLES AND AGENCIES
GenAI differs from earlier educational technologies through autonomous content generation, adaptability, and real-time interaction, prompting teachers to become curators, evaluators, facilitators, and ethical guides. These capabilities also introduce bias, authorship, privacy, and teacher–student relationship concerns.
- GenAI can generate novel, context-adaptive outputs and customized educational materials, shifting some content creation from teachers to AI systems.
- Teachers increasingly curate, guide, and refine AI-generated content rather than solely creating or sourcing instructional materials.
- GenAI supports adaptive learning through instant feedback, complex simulations, and immersive environments that respond to student interactions.
- Teachers therefore need competencies to manage, critically evaluate, and integrate AI outputs with pedagogical goals and ethical standards.
- GenAI raises concerns about biased content, intellectual property, authorship, originality, academic integrity, and data-related responsibilities.
- Because AI may become an authoritative knowledge source, teachers must emphasize emotional support, critical thinking, and creativity as distinctly human contributions.
3 | TEACHERS’ PERCEPTIONS, ACCEPTANCE, KNOWLEDGE, AND PRACTICES OF GENERATIVE AI
Teachers’ perceptions, acceptance, knowledge, and practices jointly shape GenAI integration, while training and support are associated with more meaningful use. Effective practice requires both pedagogical knowledge and continuing human oversight.
- Teachers’ perceptions and acceptance influence how effectively GenAI is integrated into classroom teaching and learning.
- Concerns about bias, originality, privacy, security, professional roles, and replacement can contribute to resistance or skepticism.
- Perceived instructional benefits, autonomy-supportive leadership, professional growth, and change-related stress are associated with teachers’ GenAI engagement.
- Adequate training and support increase teachers’ acceptance and are associated with more meaningful and sustained classroom use.
- GenAI knowledge combines technical understanding with pedagogical integration, enabling teachers to assess outputs and design differentiated instruction.
- Teachers use GenAI for automation, personalized materials, student curiosity, and complex-concept exploration, but effectiveness depends on their ability to understand and manage it.
- Effective practice balances GenAI-generated content with human oversight and continuous reflection on effects on student learning.
4 | A FRAMEWORK: TRANSFORMING TEACHERS’ ROLES AND AGENCIES IN THE ERA OF GENERATIVE AI
The framework presents teacher engagement with GenAI as a progression from awareness and experimentation to integration and innovation. It links four stages and roles to changing levels of knowledge, acceptance, practice, and agency.
- Framework progression: The framework describes four stages—Awareness, Exploration, Integration, and Innovation—corresponding to Observer, Adopter, Integrator, and Innovator roles.
- Framework progression: The stages reflect progressively deeper engagement with GenAI, from passive observation and experimentation to full integration and pioneering pedagogy.
- GenAI Observer: At the Awareness stage, teachers primarily gather information, show interest, and consider classroom uses without committing to regular implementation.
- GenAI Observer: Observers typically have superficial or theoretical knowledge, mixed curiosity and apprehension, and limited or nonexistent classroom practice.
- Exploration: During Exploration, teachers pilot GenAI more actively and develop confidence and competence through programs, courses, or peer collaboration.
- Integration: At Integration, teachers use GenAI purposefully and routinely as a collaborator, with intermediate-to-advanced knowledge and strategies that support instructional outcomes.
- Innovation: At Innovation, teachers become pioneers who design, test, refine, and disseminate GenAI-driven educational strategies, influencing policy and practice.
5 | IMPLICATIONS AND CONCLUSIONS
The paper presents an interconnected framework for understanding how GenAI reshapes teachers’ roles and agencies, from observers and adopters toward collaborators and innovators. It emphasizes that meaningful integration depends on professional development, institutional support, critical application, and attention to ethical challenges.
- The framework treats teachers’ perceptions, knowledge, acceptance, and practices as interconnected components of GenAI integration.
- The framework positions GenAI as more than an enhancement tool, highlighting its potential to transform educational practices and teachers’ agencies.
- Teachers’ roles can evolve from observers and adopters to collaborators and innovators as their engagement with GenAI deepens.
- Teachers require ongoing professional development and institutional support to move beyond superficial uses and embed GenAI in instructional practices.
- Comprehensive training and support are associated with meaningful GenAI use for personalized learning, adaptive feedback, and co-creative educational experiences.
- Effective application requires educators to critically assess GenAI while addressing bias and ethical concerns in learning environments.