Counselor Education Commons^™

Clinicians’ Reflections On Explainable Ai (Xai) In Counselor Education And Diagnostic Training: An Exploratory Qualitative Study, Kuo Deng, Xiaomeng Ye, Yi Li-Brown, Cara Miles, Angelina F. Pennino

Journal of Technology in Counselor Education and Supervision

Current approaches to teaching clinical diagnosis in counselor education and supervision often

rely on self-reports, brief vignettes, and supervisors’ recollections—methods that can be resource- intensive and prone to bias, contributing to diagnostic inaccuracy among trainees. While artificial

intelligence (AI) has gained traction in healthcare, many machine learning (ML) models function as “black boxes,” limiting transparency and educator trust. Explainable AI (XAI), which focuses on making AI processes interpretable, offers a potential solution for counselor training. This exploratory qualitative study examined eight licensed psychologists’ reflections after viewing a live demonstration of an original XAI model trained to predict depression. Using Reflexive …

Toward A Triadic Therapeutic Alliance: Understanding Client, Therapist, And Ai Relational Processes In Counseling, Jennifer Young

Journal of Technology in Counselor Education and Supervision

Artificial intelligence (AI) is integrated into counseling through chatbots, digital companions, and clinical decision-support tools. This integration challenges traditional models of the therapeutic alliance, which have historically centered on the dyadic relationship between client and therapist. To address this gap, the Triadic Therapeutic Alliance (TTA) Model of Client-Therapist-AI Relational Dynamics offers a new framework for understanding how relational processes unfold when AI becomes an active participant in therapy. The model extends alliance theory into a triadic structure that includes the client-AI and therapist-AI relationships alongside the traditional human alliance. Drawing on research in human-computer interaction and ethical frameworks of trust …

Exploring Chatgpt As A Simulated Client: A Feasibility Study In Undergraduate Counselor Training, Kayla E. Hayes, Rebecca L. Wilson, Joshua Wilson

Journal of Technology in Counselor Education and Supervision

Generative artificial intelligence (AI) offers new possibilities for simulation-based counselor training by enabling scalable, text-based interactions that mimic human dialogue. This exploratory feasibility study examined whether ChatGPT can serve as a simulated counseling client and feedback provider for undergraduate students learning counseling skills. Five upperclassmen completed a 45–60-minute text-based session with ChatGPT portraying “Sarah,” a college student experiencing depression and loneliness, followed by AI feedback and a semi-structured interview. Trained raters judged ChatGPT’s client portrayal and feedback as generally accurate, particularly for tone, empathy, and identification of students’ strengths. Accuracy was lower for rapport, summarizing, and pacing characteristic of an …

The Digital Tightrope: Navigating Social Media Ethics In Counseling, Kaitlynn Cornell-Mullane

Journal of Technology in Counselor Education and Supervision

Social media has become deeply integrated into both personal and professional lives, yet the use by counseling professionals remains underexplored. This study investigated how various roles within the counseling field experience and utilize social media in their professional development, identity formation, and ethical practice. A qualitative online survey was utilized to collect data from counseling professionals (N = 20). Findings revealed six themes: (1) Conflicting Perspectives on Client Social Media Use and Engagement, (2) Personal Discomfort and Ethical Ambiguity, (3) Counselors’ Varied Approaches of Social Media Use, (4) Social Media Use for Professional Development, (5) Mixed Perspectives on Social Media …

Generative Artificial Intelligence In Counselor Development: Examining Systemic Influences On Training, Lauren Dollarhide, Leo Gonzalez Jr., Rachel M. Smith

Journal of Technology in Counselor Education and Supervision

The use of large language models (LLMs) and generative artificial intelligence (AI) tools (e.g., ChatGPT, AI-assisted supervision platforms, and AI-powered role-play simulations) in counselor education is changing the way counselors-in-training (CITs) are trained and has both risks and benefits for the field. This conceptual article applied Bronfenbrenner’s ecological systems theory to evaluate the impact of these technologies at multiple levels within the counseling training environment. The microsystem is described as the interactions between CITs and the AI they use to support their training experiences (e.g., AI-based learning tools, role-playing simulations). The mesosystem refers to the movement of AI across different …

Simulation-Based Education In A Counseling Skills Course: A Mixed-Methods Pilot Study, Alexandra Gantt-Howrey, Hana Shewamoltot Meshesha, Renyi Huang, Elizabeth A. Doughty Horn, Renee Howells, Adenike Ololade Adedapo

Journal of Technology in Counselor Education and Supervision

Simulation-based education (SBE) is a technique that introduces students to real-world experiences (Gaba, 2004) in a safe way (Holmes et al., 2023). Scholars have suggested that SBE may be a promising means of enhancing counselor education (e.g., Pope & Hilliard, 2024). We recruited a sample of N = 12 counseling skills students who completed up to 12 simulation-based education (SBE) activities using Simucase (2025) across one semester. We conducted an embedded, qualitatively-driven mixed methods pilot study (Creswell & Plano Clark, 2017) to understand participants’ perspectives on and impacts of the SBE activities on their perceived counseling self-efficacy and multicultural competence. …

A Poetic Call For And A Reflection And Commentary On Clarity, Understanding, Hope, Courage, And Compassion, Carroy U. Ferguson

Psychology Faculty Publication Series

Finding a published poem I had written as a teenager, titled “The Heavens Weep.” this article uses that poem as the basis for a commentary that reflects on the state of the world today (2026),  As a commentary, the article uses the poetic and metaphoric words in the poem as a relevant "reality check" for what is still going on today.  In essence, the commentary is about a call for Clarity, Understanding, Hope, Courage, and Compassion, or what I call Archetypal Energies, Higher Vibrational Energies that operate deep within our individual and collective psyches to creatively urge us to "see" …

Wisdom In Counseling And Psychotherapy: A Conceptual Model For Practice, Mitchell Waters

Posters

Wisdom is increasingly recognized as an important construct in counseling and psychotherapy, yet its clinical application remains underdeveloped. This article presents an integrative model of wisdom as a dynamic, context-sensitive capacity that coordinates cognitive, affective, temporal, and spiritual processes in response to complex life challenges. The model includes four dimensions: (a) cognitive-affective integration, combining emotion and reason; (b) temporal integration, linking past experiences with future possibilities; (c) intrinsic spirituality, fostering meaning-making and reducing egocentric bias; and (d) regulatory flexibility, enabling adaptive shifts among domains. Implications for therapeutic practice, outcomes, and future research are discussed.

Wisdom In Counseling And Psychotherapy: A Conceptual Model For Practice, Mitchell Waters

Papers

Wisdom is increasingly recognized as a critical construct in counseling and psychotherapy, yet it remains conceptually diffuse and underdeveloped for clinical application. This article proposes an integrative conceptual model of wisdom that extends the Dialectical Behavior Therapy (DBT) WISE MIND framework by incorporating temporal and self-transcendent dimensions. Wisdom is defined as a dynamic, context-sensitive capacity to coordinate cognitive, affective, temporal, and spiritual processes in response to complex life demands. The model includes four components: (a) cognitive–affective integration, reflecting the synthesis of emotion and reason; (b) temporal integration, involving adaptive coordination of past experiences and future possibilities; (c) self-transcendent orientation, conceptualized …

Leveraging Generative Artificial Intelligence To Effectively Implement School Counseling Interventions And Programs, Jeffrey M. Warren

Journal of Technology in Counselor Education and Supervision

Academic and mental health concerns persist in K-12 schools across the country. School counselors play a central role in addressing these issues and supporting the academic success, social/emotional development, and college and career readiness of all students. However, school counselors face numerous barriers when promoting student success. Making matters worse, emerging literature suggests that school counselors lack a clear understanding of how to implement programs and interventions effectively. Artificial intelligence can play a vital role in helping school counselors deliver effective and efficient services. This article provides overviews of implementation science and generative artificial intelligence. A case example and analysis …

Examining The Relationship Between Trauma-Informed Safety Drill Practices And School-Level Chronic Absenteeism In Maine Secondary Schools, Tina Nightingale

Dissertations

School safety practices can influence students' perceptions of safety, emotional well-being, and engagement in the educational environment; however, limited research has examined whether trauma-informed safety drill practices are associated with measurable educational outcomes. The purpose of this quantitative, non-experimental, correlational study was to examine the relationship between trauma-informed safety drill practices and school-level chronic absenteeism in Maine middle and high schools. Guided by trauma-informed care, adolescent neurodevelopment, and Protection Motivation Theory, the study investigated whether higher levels of trauma-informed implementation of safety drills, as measured by the Trauma-Informed Safety Drill Practices Index (TISDPI), were associated with lower rates of chronic …

Professional Dispositions In Coaching Education: Icf-Credentialed Coaches’ Perspectives On Development And Assessment, Michelle Renee Thompson

Electronic Theses and Dissertations

This qualitative phenomenological study examined how professional dispositions were defined, experienced, and assessed in coaching education within the rapidly expanding field of professional coaching. The problem addressed was the lack of a clear understanding of professional dispositions in coaching and the absence of a systematic dispositional assessment comparable to that in counselor education. The researcher’s purpose was to explore how credentialed professional-level coaches defined and identified professional dispositions for effective coaching engagements and how these dispositions aligned with constructs in other helping professions. The researcher collected data through semistructured videoconference interviews. Purposeful and snowball sampling yielded 16 U.S.-based coaches who …

Protecting Graduate Students From Burnout With Self-Compassion And Authenticity, Michael S. Leeman, Joshua J. Castleberry, Anna A. Ellenson, Morgan Wallbrown

Journal of Social, Behavioral, and Health Sciences

This study investigated whether practicing self-compassion and embracing one's authentic self could protect graduate students from burnout. Researchers also empirically examined the mediating effect of authenticity in the relationship between self-compassion and burnout. A total of 318 master's degree students in a helping profession completed surveys assessing their levels of self-compassion, authenticity, and burnout. Results found that graduate students with higher levels of self-compassion and authenticity tended to have lower levels of burnout. Additionally, authenticity mediated the relationship between self-compassion and burnout. The findings suggest that practicing self-compassion and embracing one's authentic self may lead to lower levels of burnout …

U.S. Service Member To Counseling Student, Nicole Marie Arcuri-Sanders, Kellie Forziat-Pytel

Educational Sciences and Organizations

This qualitative descriptive study examines the absence of military career pathways for licensed mental health counselors (MHCs) and the impact of this structural limitation on service members' career transitions. Findings indicate that both combat and non-combat veterans pursued mental health counseling due to personal service-related mental health experiences and dissatisfaction with available care while in service. Despite these challenges, many participants expressed a strong desire to continue serving their country as professional counselors. Over half of the participants reported separating from the military because no occupational role existed for licensed MHCs. At the same time, most indicated they would have …

Adaptation Of Moral Integrity Scale To Kazakh Language: A Psychometric Investigation, Madina Ishkibayeva, Nesrullah Okan, Zhazira Abdykhalykova, Nursulu Makhambetova

Higher Learning Research Communications

The present study has been designed to adapt the Moral Integrity Scale (MIS), originally developed by Schlenker (2008), into Kazakh and to examine its psychometric properties among undergraduate students. Moral integrity, a critical component of ethical behavior, is essential in tertiary education, yet few culturally validated tools exist in the Kazakh context. Following a rigorous scale adaptation process (including translation, back-translation, expert review, and pilot testing), the scale was administered to three independent student samples. The results of the exploratory factor analysis (n = 470) revealed a single-factor structure explaining 52.13% of the total variance. Confirmatory factor analysis ( …

An Ai Perspective On Counseling Supervision, Emily A. Brinck, James L. Soldner, Hung Jen Kuo, Scott A. Sabella, Trenton J. Landon, Charles P. Bernacchio, Elizabeth A. Boland

Special Education and Rehabilitation Counseling Faculty Publications

The increased use of technology-assisted distance counseling practices is one result of COVID’s impact on behavioral health, including in counselor education and the delivery of supervision. First, technology-assisted distance supervision needed for “real time” communication grew. Furthermore, there is an emergence of artificial intelligence (AI) technologies that have the potential to contribute to aspects of supervision; however, current evidence remains emerging, context-dependent, and at times mixed, warranting cautious interpretation of their effectiveness. The article offers an overview of using AI in clinical supervision, examines the benefits and potential concerns of AI from different perspectives, and considers the significance of using …

Breaking Bread And Barriers: Interprofessional Strategies To Improve Mental And Nutritional Health In Family Caregivers, Candy Ratliff

The Journal of the Research Association of Minority Professors

Family caregivers provide essential unpaid support to individuals with chronic illness, disability, dementia, and age-related decline; however, caregiving responsibilities often place caregivers at increased risk for psychological, physical, nutritional, and social challenges. This literature review examines the mental health and nutritional implications of family caregiving and explores barriers that contribute to declining caregiver wellness. Findings reveal elevated rates of depression, anxiety, emotional exhaustion, social isolation, food insecurity, sleep disturbances, financial strain, and chronic stress among caregivers. The literature further highlights the interconnected relationship between mental health, nutrition, and overall quality of life. Given the multidimensional nature of caregiver burden, interprofessional …

Advancing Culturally Relevant Mindfulness In Public Health, Marcus Johnson, Candy Ratliff

The Journal of the Research Association of Minority Professors

Mindfulness-based interventions (MBIs) have gained significant traction in public health, education, and clinical settings due to their demonstrated benefits for stress reduction and psychological well-being. However, these interventions often originate from Eurocentric frameworks that insufficiently reflect the cultural, historical, and structural contexts of diverse and historically marginalized communities. This commentary proposes a Culturally Relevant Mindfulness (CRM) framework that centers the lived experiences, healing traditions, and epistemologies of underrepresented populations. Drawing on interdisciplinary literature and critiques of conventional mindfulness models, the article articulates four guiding principles of CRM: cultural identity affirmation, historical consciousness, ancestral integration, and community-centered practice. Rather than merely …

Attached To The Algorithm: Investigating The Relationship Between Adult Attachment Styles And Instrumental And Relational Dependency On Large Language Models, Jim Zapf, Ala Yankouskaya, Timothy J. Evans, Andrew J. Graham, Abigail Hill, Troy Backhuus

Journal of Counseling and Psychology

The rapid growth of large language models (LLMs) raises questions for counselors regarding when such tools are used adaptively versus when they foster dependency. Guided by attachment theory and a dual-dimension view of AI reliance, this study examined whether adult attachment styles predict instrumental (task/decision support) and relational (companion-like) dependency on LLMs, whether spiritual engagement relates to these dependencies, and whether levels differ by age. Faculty, staff, and students who had used an LLM completed the LLM-D12 and the ECR-R (N = 515). Analyses showed that instrumental dependency on LLMs was highest among individuals high in avoidance, with modest additional …

Determinants Of Corporal Punishment And Severe Physical Punishment In Egypt: A Mixed-Methods Analysis For Child Protection Policy, Marwa Moustafa Nassef

Theses and Dissertations

Corporal punishment (CP) and severe physical punishment (SPP) remain a major public health, child rights, and child protection policy concern. In Egypt, despite legislative reforms, survey-weighted analysis of the 2021 Egypt Family Health Survey (EFHS) 2021 (CAPMAS, 2022) reveals prevalence rates of 60.5% for CP and 27.4% for SPP among children aged 1–14 (author’s calculations using EFHS-2021, n=7623), yet evidence distinguishing the determinants of routine corporal punishment from escalation to severe physical punishment remains limited in low- and middle-income contexts. Guided by Bronfenbrenner’s ecological framework, this mixed-methods study identifies key drivers of CP and its escalation to SPP among Egyptian …