| --- |
| license: cc-by-4.0 |
| tags: |
| - education |
| - project-management |
| - prompt-engineering |
| - ethics |
| - clear-scarf |
| - gradio |
| - chat |
| language: en |
| --- |
| # Model Card for PromptMaster PM |
|
|
| ## Model Details |
|
|
| ### Model Description |
| PromptMaster PM is a specialised instructional AI tutor that teaches Master of Science in Project Management students how to craft rigorous, ethical, professional-grade prompts using the **CLEAR + ROLE + SCARF** framework. |
| It forces students to remain the final decision authority, critically reflect on AI outputs, and transparently cite their use of AI — fully aligned with PMI Code of Ethics, PMBOK standards, and academic integrity policies. |
|
|
| - **Developed by:** Sarah Dyson, Harrisburg University of Science and Technology/Project Management |
| - **Model type:** Chat-based instructional agent (system-prompt-driven) |
| - **Language(s) (NLP):** English |
| - **License:** cc-by-4.0 |
| - **Finetuned from model [optional]:** Not fine-tuned — behaviour is 100% controlled by a locked system prompt running on an open LLM (e.g., Qwen-2.5-32B-Instruct, Llama-3.1-8B-Instruct, or similar) |
|
|
| ### Model Sources |
| - **Repository:** https://huggingface.co/spaces/SDyson/PromptMaster |
| - **Demo:** This Hugging Face Space (you’re looking at it!) |
|
|
| ## Uses |
|
|
| ### Direct Use |
| Embedded in Canvas LMS (or any LMS) as a 24/7 prompt-engineering mentor for graduate project management students. Students describe a project management task and are guided step-by-step through the CLEAR + ROLE + SCARF framework. |
|
|
| ### Downstream Use |
| - Forked and adapted by other universities or PMI training providers |
| - Used in professional certification prep (PMP®, PgMP®, PfMP®, PMI-RMP) |
| - Extended to other disciplines requiring ethical AI use |
|
|
| ### Out-of-Scope Use |
| - General-purpose casual conversation |
| - Direct generation of assignment answers without the full reflective process |
| - Use in academic contexts that prohibit AI assistance |
|
|
| ## Bias, Risks, and Limitations |
| - The underlying LLM may hallucinate or reflect biases present in its training data. |
| - The tutor deliberately refuses shortcuts — it will not provide a ready prompt without the full CLEAR + SCARF process and six critical-thinking questions. |
| - SCARF guardrails are explicitly designed to detect and mitigate demographic, cultural, organisational, and power-imbalance biases. |
|
|
| ### Recommendations |
| Instructors must require students to: |
| 1. Answer the six Master-Level Critical Thinking Check questions before running any generated prompt. |
| 2. Cite their interaction with PromptMaster PM in every submission. |
| 3. Treat all AI output as advisory only — final professional judgment remains with the human project manager. |
|
|
| ## How to Get Started with the Model |
| Simply type your request! Example starters: |
| - “Help me create a stakeholder engagement plan for a global ERP implementation.” |
| - “I need a prompt to analyse schedule crashing vs. fast-tracking.” |
| - “Teach me how to write an AI governance policy for a government project.” |
|
|
| ## Training Details |
|
|
| ### Training Data |
| No training or fine-tuning performed. Behaviour is entirely driven by a locked system prompt. |
|
|
| ### Training Procedure |
| Not applicable — zero-shot instructional agent. |
|
|
| ## Evaluation |
| No formal benchmark evaluation (this is an educational tool, not a predictive model). Pilot testing in graduate courses shows strong improvement in students’ ability to produce auditable, bias-aware prompts. |
|
|
| ## Environmental Impact |
| Hosted on Hugging Face’s shared inference infrastructure. Carbon footprint is negligible (no training from scratch). |
|
|
| ## Citation |
|
|
| **BibTeX:** |
| ```bibtex |
| @misc{PromptMasterPM2025, |
| author = {SDyson}, |
| title = {PromptMaster PM: CLEAR + ROLE + SCARF Prompt-Engineering Tutor for Graduate Project Management}, |
| year = {2025}, |
| publisher = {Hugging Face Spaces}, |
| url = {https://huggingface.co/spaces/[SDyson]/PromptMasterPM}, |
| license = {CC-BY-4.0} |
| } |
