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Counseling Professionals’ Perspectives on AI Integration in Education and Supervision

A Concept Mapping Study

Bibliographic Data

ID8847276
AuthorsHank Crofford (0009-0003-5396-0267, Department of Counseling and Human Services Old Dominion University Norfolk Virginia USA, corresponding author), Elif Bor (0009-0001-0356-7235, Department of Counseling and Human Services Old Dominion University Norfolk Virginia USA), Gülşah Kemer (0000-0002-6577-8636, Department of Counseling and Human Services Old Dominion University Norfolk Virginia USA)
Year2026
Volume65
Issue1
Pages22-32
Publication date2026-01-23
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueCounselor Education and Supervision (JOURNAL)
Journal identifiersISSN: 0011-0035 • E-ISSN: 1556-6978
PublisherWiley (PUBLISHER • GB)
DOI10.1002/ceas.70016
OpenAlexW7125641384
LanguageEN
References cited29

The rapid emergence of artificial intelligence (AI) has raised important questions about how new technologies will shape professional norms and practices in counseling. The purpose of this study was to understand how counseling professionals expect AI to be integrated into counselor education and supervision (CES). Using a mixed‐methods concept mapping design, 31 participants generated and sorted statements about the potential roles, benefits, and concerns associated with AI in the profession. Participants represented diverse counseling roles, including counselor educators, licensed professional counselors, supervisors, master's‐ and doctoral‐level trainees, and other counseling‐related professionals. Standard concept mapping procedures were conducted using R, resulting in a six‐region conceptual framework and 20 thematic clusters. The regions—Scholarship Assistance, Administrative Assistance, Program and Instructional Development, Enhancing Clinical and Supervisory Processes, Assisting with Innovation, and Growing Pains—captured both anticipated opportunities and emergent challenges associated with AI integration. These findings demonstrate that while counseling professionals see substantial potential for AI to support teaching, research, supervision, and administrative efficiency, they simultaneously anticipate significant concerns related to ethics, professional identity, training needs, and the evolving nature of the technology. Implications highlight the need for counselor educators and supervisors to provide clear guidance, build foundational AI literacy, and model ethical decision‐making as the profession adapts to technological change. Limitations include limited demographic diversity, the rapidly changing landscape of AI, and the potential for researcher bias despite efforts to enhance rigor. Together, this study offers an initial roadmap for researchers and CES professionals seeking to understand and prepare for AI‐related transformations

Concept map · Conceptual framework · Counselor education · Higher education · Professional association · Professional development · Thematic analysis · Artificial Intelligence in Healthcare and Education · Counseling Practices and Supervision · Digital Mental Health Interventions

  • Concept Mapping for Planning and Evaluation

    Mary Kane, William M K Trochim et al.•Concept Mapping for Planning and…•2007

  • Content Analysis

    Klaus Krippendorff•Content Analysis•2019

  • Quality and rigor of the concept mapping methodology

    Open Access•Scott R Rosas, Mary Kane•Evaluation and Program Planning•2012

  • Semantics derived automatically from language corpora contain human-like biases

    Open Access•Aysun Caliskan, Joanna J Bryson et al.•Science•2017

Citation velocityhistorical
Highly citedNo

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Open DOIOpen Access
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