I developed the Regis Applied Practicum Coach to support students in Data Science Practicum/capstone projects at Regis University. This AI agent provides on-demand guidance for one of the most challenging aspects of graduate education: developing an original, feasible, and impactful data science project from scratch.
Traditional practicum courses rely heavily on instructor availability and predefined project scopes. This assistant introduces a novel human-AI collaboration model where students receive personalized, interactive coaching available 24/7 throughout their project development journey.
Applied Practicum Coach Preview
What the Coach Does
The Regis Applied Practicum Coach engages students through structured, conversational sessions:
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Brainstorm Topics: Guides students through discovery questions about their interests, preferred domains, datasets, tools, and complexity levels. Generates 3-6 tailored project ideas with specific datasets, techniques, and expected outcomes.
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Plan Sessions: Helps students structure their work with customized agendas, time blocks, and milestones aligned with course requirements and academic constraints.
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Creative Exercises: Suggests data science-specific activities like dataset critiques, model-choice debates, bias-analysis exercises, and idea-pitch rounds.
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Organize Ideas: Recommends prioritization frameworks such as feasibility-impact matrices, MoSCoW method, and practicum-aligned rubrics for unbiased decision-making.
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Feedback and Improvement: Provides structured feedback on project proposals, session outcomes, and iterative refinement suggestions.
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Skills Development: Assesses students’ brainstorming and planning capabilities through targeted questions, then creates personalized training plans with resources and improvement techniques.
How It Works
The assistant follows a one-question-at-a-time approach, making interactions feel natural and collaborative rather than overwhelming. It adapts to each student’s academic goals, technical background, and project constraints, ensuring suggestions align with MSDS program requirements and evaluation criteria.
Students can access the coach through dedicated prompt templates that guide them to specific functionalities: topic brainstorming, session planning, exercise suggestions, idea organization, feedback requests, or skills assessment.
Privacy and Access
Currently, the Regis Applied Practicum Coach is available exclusively to Anderson College of Business and Computing students at Regis University. The system maintains student privacy while providing personalized guidance throughout the semester.
Interested in Implementing This for Your Program?
If you’re a faculty member or administrator interested in deploying a similar AI coaching system for your data science or practicum courses, I’m happy to share implementation details, prompt engineering strategies, and customization approaches.
Contact: Email me at gmujtaba@ieee.org to discuss:
- Custom prompt templates for your course structure
- Integration strategies with your LMS
- Privacy and access control considerations
- Pilot program opportunities
This represents a step toward scalable, personalized academic support that complements rather than replaces human mentorship—helping students develop independence while ensuring they have guidance whenever they need it.
Try It: Currently, Regis Applied Practicum Coach is available only to enrolled Regis University MSDS students. Use this URL to access it.