Phase II – Data Understanding
🔍 Make Your Data Work for You
Even the most powerful AI models can't generate value without the right data — and many organizations don’t know what usable data they actually have.
Phase II – Data Understanding, part of the CPMAI methodology, focuses on identifying, assessing, and aligning your existing data with your business priorities.
🎯 Common Challenges We Address
- Lack of clarity on what data exists, where it lives, or who owns it
- Misalignment between available data and strategic goals
- Siloed systems or limited data interoperability
- Concerns around data quality, bias, or compliance risk
🛠 Our Service: Data Discovery & Alignment Assessment
Duration: 2–3 weeks (fixed-scope)
Format: Stakeholder interviews + structured data inventory process
We collaborate with your team to:
- Catalog internal and external data sources tied to your use cases
- Profile data samples for structure, completeness, and quality
- Clarify data ownership, access, and potential gaps
- Recommend quick wins to align current data with AI goals
📈 What You'll Receive
- A Data Inventory Map showing systems, sources, and data owners
- A Data Quality Snapshot across five key dimensions
- A Risk & Opportunity Heat Map aligned to your top use cases
- Strategic recommendations for Phase III – Data Preparation
📚 Grounded in Proven Practice
This assessment is built on CPMAI Phase II and informed by:
- PMP® / PMI-ACP® stakeholder engagement methods
- CRISP-DM best practices for data exploration
- 20+ years of hands-on experience in healthcare and ERP data environments
✅ Is This for You?
You’ll benefit from this service if you:
- Aren’t sure whether your data is AI-ready
- Feel stuck waiting for “perfect” data to appear
- Need clarity and direction before moving to model development
📅 Ready to Move Forward?
Discover the data you have — and what you can do with it.
Schedule a discovery call or book your Data Understanding Assessment today.
👉 Start where you are. Build with confidence. Move forward with clarity.