Coaching Copilot: Blended Form of an LLM-Powered Chatbot and a Human Coach to Effectively Support Self-Reflection for Leadership Growth
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Abstract (arXiv)
Chatbots' role in fostering self-reflection is now widely recognized, especially in inducing users' behavior change. While the benefits of 24/7 availability, scalability, and consistent responses have been demonstrated in contexts such as healthcare and tutoring to help one form a new habit, their utilization in coaching necessitating deeper introspective dialogue to induce leadership growth remains unexplored. This paper explores the potential of such a chatbot powered by recent Large Language Models (LLMs) in collaboration with professional coaches in the field of executive coaching. Through a design workshop with them and two weeks of user study involving ten coach-client pairs, we explored the feasibility and nuances of integrating chatbots to complement human coaches. Our findings highlight the benefits of chatbots' ubiquity and reasoning capabilities enabled by LLMs while identifying their limitations and design necessities for effective collaboration between human coaches and chatbots. By doing so, this work contributes to the foundation for augmenting one's self-reflective process with prevalent conversational agents through the human-in-the-loop approach.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). Builds on 3 of its 73 references that are in the map. First posted on arXiv 24 May 2024.
Builds on
3 of 73 references.
References · 3
- 2022Large Language Models are Zero-Shot Reasonerscited by 4,374
- 2019REsCUE: A framework for REal-time feedback on behavioral CUEs using multimodal anomaly detectioncited by 7
- 2024Supporting Experts with a Multimodal Machine-Learning-Based Tool for Human Behavior Analysis of Conversational Videoscited by 2
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Citing papers per year: 2024: 1; 2025: 4; 2026: 2.
7 papers.
- 2025How Managers Perceive AI-Assisted Conversational Training for Workplace Communicationcited by 5
- 2024Large Language Model Agents for Improving Engagement with Behavior Change Interventions: Application to Digital Mindfulnesscited by 4
- 2025Reflective Verbal Reward Design for Pluralistic Alignmentcited by 2
- 2026From Answer Givers to Design Mentors: Guiding LLMs with the Cognitive Apprenticeship Modelcited by 1
- 2026Reflecti-Mate: A Conversational Agent for Adaptive Decision-Making Support Through System 1 and System 2 Thinkingcited by 1
- 2025AI-Facilitated Episodic Future Thinking For Adults with Obesitycited by 0
- 2025Words to Describe What I'm Feeling: Exploring the Potential of AI Agents for High Subjectivity Decisions in Advance Care Planningcited by 0
- 2026Reflecti-Mate: A Conversational Agent for Adaptive Decision-Making Support Through System 1 and System 2 Thinking21 May 2026
- 2026From Answer Givers to Design Mentors: Guiding LLMs with the Cognitive Apprenticeship Model27 Jan 2026
- 2025Words to Describe What I'm Feeling: Exploring the Potential of AI Agents for High Subjectivity Decisions in Advance Care Planning12 Dec 2025
- 2025Reflective Verbal Reward Design for Pluralistic Alignment21 Jun 2025
- 2025How Managers Perceive AI-Assisted Conversational Training for Workplace Communication20 May 2025
- 2025AI-Facilitated Episodic Future Thinking For Adults with Obesity8 Mar 2025
- 2024Large Language Model Agents for Improving Engagement with Behavior Change Interventions: Application to Digital Mindfulness3 Jul 2024
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- 2025ESC-Judge: A Framework for Comparing Emotional Support Conversational Agents
- 2024Habit Coach: Customising RAG-based chatbots to support behavior change
- 2025Beyond Chat: a Framework for LLMs as Human-Centered Support Systems
- 2026How a Chatbot's Response Style Shapes a Classroom: A Multi-Agent Simulation of Students Consulting AI
- 2023Beyond ChatBots: ExploreLLM for Structured Thoughts and Personalized Model Responses
- 2024Benchmarking Large Language Models on Communicative Medical Coaching: a Novel System and Dataset
- 2026DigitalCoach: Communication and Grounding Gaps in Human and Agentic Computer Use Coaching