The toolkit presents four interconnected standards frameworks for assessing and improving data maturity:

• Data Readiness Levels (DRL)

• 10 Root Conditions of Data Maturity

• Total Data Quality Management (TDQM) Framework

• Data-as-a-Product Manager (DPM) Standards Frameworks

How This Overview Works

This page serves as a dashboard for quick assessment against these four frameworks. Each tile provides a visual entry point to dive deeper into specific standards. The frameworks are designed to work together, helping organisations:

• Diagnose current data maturity levels across multiple dimensions

• Identify specific organisational pain points blocking data success

• Connect technical data issues to business impacts

• Plan improvement initiatives based on proven standards

Each framework can be explored in detail through the additional tabs, in the dropdown where they're mapped to specific organisational challenges and improvement strategies, making the academic theory actionable for real-world implementation.