The Ownership Pyramid™ · Level 1
Level 1 — Data
Calls. Email. CRM. EMR. ERP. Documents. Medical records. Customer feedback.
Purpose
Data is the raw material of every decision above it. Data quality caps every layer of the framework.
Definition
The signals — structured and unstructured — that flow in from customers, systems, employees, and operations.
Examples
- ›Contact center interactions across channels
- ›CRM and ERP transactional data
- ›EMR and clinical documentation
- ›Voice-of-customer, VoE, VoA signals
- ›Unstructured documents and knowledge artifacts
Applied across domains
How this layer shows up
Business
CRM, ERP, financial systems, revenue data.
Healthcare
EMR, claims, prior auth records, clinical notes.
Product Marketing
Win/loss interviews, CI research, market signal.
Customer Experience
Conversation transcripts, surveys, chat, email, social.
AI
Training data, feedback loops, telemetry, ground truth.
Framework principles
- ·Data quality caps every layer above it.
- ·Unstructured data is a first-class asset in the AI era.
- ·Data ownership is a business responsibility, not just IT.
Implementation checklist
- ☐Critical business outcomes have named source-of-truth data owners.
- ☐Unstructured data (voice, chat, notes) is captured and made usable.
- ☐Data quality metrics are reported alongside business outcomes.
Related articles
Book references
- · Chapter 2 — The Workaround Economy Begins
- · Chapter 4 — Operational Intelligence
Case studies
- · Playvox — data-informed positioning fueled 179% revenue growth
Assessment categories
DataAI Maturity
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