Atlas · GenAI 2026
AI Product, Collaboration & Professional Practice
21 skills · ontology graph below shows relations within this section.
What this domain covers
This edition groups 21 capabilities in AI Product, Collaboration & Professional Practice across 13 named categories. The inventory contains 18 concepts and 3 tools; 15 skills appeared in at least two of the three original research runs. The remaining entries stay visible with their lower coverage so a reader can distinguish taxonomy scope from research-system agreement.
Current category labels: Applied Research Practice · Coaching & Mentoring · Collaboration & Teamwork · Communication · Data Storytelling · Domain Knowledge · Leadership & Team Practice · Product Delivery · and 5 more
Frequent learning foundations
- LLM Evaluation Frameworks supports 2 mapped skills
- AI FinOps supports 1 mapped skill
- AI Product Management supports 1 mapped skill
- Deep Learning supports 1 mapped skill
- Model Evaluation supports 1 mapped skill
Skills in this section
Research-to-Engineering Translation
Applied Research Practice
Technical Mentoring
Coaching & Mentoring
Cross-Functional Collaboration
Collaboration & Teamwork
Data Storytelling
Communication
Technical Stakeholder Management
Communication
Data Visualization
Data Storytelling
Domain Expertise
Domain Knowledge
AI Team Leadership
Leadership & Team Practice
Technical Facilitation
Leadership & Team Practice
Rapid Prototyping
Product Delivery
AI Product Management
Product Management
AI Requirements Engineering
Requirements & Specs
AI Risk Management
Risk & Governance Practice
AI UX Design
UX & Design
Gradio
App Prototyping
Shiny
App Prototyping
Scientific Writing
Applied Research Practice
Apache Superset
Data Storytelling
Dashboards
Data Storytelling
Geospatial Data
Domain Knowledge
Metrics Definition
Product Management