Non-Invasive Data Governance Learning Plan
NIDG1: Introduction to Non-Invasive Data Governance
- Non-Invasive Data Governance – Courses Overview
- Course Goals
- Course Table of Contents
- Define and Understand Non-Invasive Data Governance (NIDG)
- Definitions
- Non-Invasive Factoids
- Data Governance Approaches
- Impact of Formal Data Governance – Positive Outlook
- What is meant by NIDG?
- Core Concepts of NIDG
- Learn Data Governance Best Practices and Benefits
- Steps to Conduct an NIDG Best Practice Assessment
- Data Governance Best Practice Criteria
- Best Practice Around Creating a Best Practice Document
- Sample Best Practices:
- Best Practice from an Insurance Company
- Best Practice from a Government Agency
- Best Practice from and Education Company
- Sample Best Practices Summary
- Sample Recommendations from an Assessment
- Build Core Concepts, Guidelines, Principles and Policies
- Do You Require a Data Governance Poilcy? No!
- Why Don’t Your Require a Data Governance Policy?
- Components of a Data Governance Policy
- Data Governance Policy Statements
- Core Principles – How Data Governance is Defined
- Principle 1
- Principle 2
- Principle 3
- Priciple 4
- All Phases of Data Managment
- Dimensions – How Data Governance is Measured
- Is Data Governance Policy Required for Your Organization?
- What if Data Governance Policy is Required for Your Organization?
- Course Recap and Progress Overview
NIDG2: Management Understanding of Non-Invasive Data Governance
- Non-Invasive Data Governance – Courses Overview
- Course Goals
- Course Table of Contents
- Identify Messages to Share with Management
- Definitions as a Message
- What Does it Mean to “Govern”?
- What Does “Governed Data” Look Like?
- Refer to Best Practice Number 1
- What to Tell Management
- We already govern data informally...
- We can formalize DG by creating structure around what we do already...
- We can improve...
- We do not have to spend a lot of money...
- We need structure...
- What NOT to Tell Management
- Avoid Selling DG as a Challenge
- Don’t Tell Management that DG Requires a Technical Solution
- Emphasize that People’s Behaviors are Governed, Not Data
- Emphasize that DG is an Evolution Not a Revolution
- Messages Summary
- Learn Techniques to Demonstrate Business Need
- Techniques Include 3 Primary Questions
- Questions to Derive DG Business Value
- Business Area Value Statements
- Overview
- Crafting Business Area Value Statements
- Business Area Value Bottom Line
- Initiate Conversation and Engage Senior Leadership
- Engage Senior Leadership
- Data Inconsistencies Prevent these Capabilities
- Formal Framework of Roles and Processes
- Remember to Engage Senior Leadership
- Course Recap and Progress Overview
NIDG3: Non-Invasive Data Governance Roles and Stewardship
- Non-Invasive Data Governance – Courses Overview
- Course Goals
- Course Table of Contents
- Develop a Custom DG Operating Model of Roles
- Being Logical about Roles and Responsibilities
- Approaches to DG Roles and Responsibilities
- The Operating Model
- The Role Levels
- What is the Burning Platform?
- The Domains
- The Model and the Matrix
- Differentiate Between Responsibilities at the Operational, Tactical, and Strategic Levels
- Executive Level – Enterprise Leadership
- Strategic Level – Business and Technology Leadership
- Why do We Need a DG Council?
- Responsibilities of the DG Council
- How Much Time Commitment for the Council?
- Tactical Level – Cross Business Area Accountability
- Responsibilities of the Data Domain Stewards
- Data Domain Steward Traits
- Responsibilities of the Data Steward Coordinators
- Operational Level – Per Business Area Accountability
- Rules for Becoming a Data Steward
- Responsibilities of the Operational Data Stewards
- Enable the DG Team and Leverage Stewards, Partners and Working Group Activities
- Support Level – Sustenance and Supportive Accountability
- Responsibilities of the DG Planning/Program Team
- Who are the DG Partners?
- Responsibilities of the DG Partners
- Course Recap and Progress Overview
NIDG4: DIY and Purchased Data Governance Tools, Templates, and Metadata
- Non-Invasive Data Governance – Courses Overview
- Course Goals
- Course Table of Contents
- Develop Templates, Models, and Custom Tools
- Why do Organizations Buy/Build DG Tools?
- Purpose of DG Tools
- DIY DG Tools
- Operating Model of Roles and Responsibilities Pyramid
- Considerations for the Operating Model Pyramid
- Common Data Matrix
- Considerations for the Common Data Matrix
- Governance Activity Matrix (RACI)
- Considerations for the Goverannce Activity Matrix
- Communication Plan Matrix
- Considerations for the Communication Plan Matrix
- Business Glossaries and Data Dictionaries
- Considerations for the Glossaries and Dictionaries
- Review Categories of Tools and Tools Available on the Market
- Purchased Tools Associated with DG
- Use of DG Tools
- Use of Metadata Repository Tools
- Uses of Business Glossary / Data Dictionary Tools
- Uses of Database Catalog Tools
- Use Templates, and Metadata to Address Data Requirements
- Requirements Based on DIY Template Use
- Considerations for DIY Tools
- Considerations for Purchased Tools
- DG Requirement Categories
- Metadata Requirement Categories
- Course Recap and Progress Overview
NIDG5: Application of Non-Invasive Data Governance to Processes
- Non-Invasive Data Governance – Courses Overview
- Course Goals
- Course Table of Contents
- Identify Appropriate Processes for NIDG Application
- Apply DG to Processes
- Do the “Right” Thing
- Two Ways DG Can be Applied
- Proactive Processes
- Reactive Processes
- Proactive Processes to Apply to DG
- Reactive Processes to Apply to DG
- Associate Roles, Activities, and Time Commitments with Processes
- DG Activity Matrix
- What Goes in a DG Activity Matrix?
- Using the DG Activity Matrix
- Questions the DG Activity Matrix Answers
- Roles Associated with DG Activities
- Interactions Between Governed Roles / Responsibilities
- DG Activity Matrix Examples
- Use the Non-Invasive Approach to Formalize Behaviors
- What it Means to Apply DG in a Non-Invasive Way
- Govern Existing Accountabilities
- Govern Existing Relationships
- Options for Applying / Deploying DG
- Command-and-Control
- Traditional
- Non-Invasive
- Everybody is a Data Steward – Seiner's Rules
- Core Concepts for Staying Non-Invasive
- Applying NIDG
- Course Recap and Progress Overview
NIDG6: Non-Invasive Data Governance Value – Metrics and Measurements
- Non-Invasive Data Governance – Courses Overview
- Course Goals
- Course Table of Contents
- Define Data Governance Concentration Areas and Demonstrate Value to Your Organization
- Most Important Aspects of Getting Started
- DG Concentration Areas
- Quality
- Focus on Quality to Demonstrate Value
- Protection
- Focus on Protection to Demonstrate Value
- Understanding
- Focus on Understanding to Demonstrate Value
- Analytics
- Focus on Analytics to Demonstrate Value
- Data as an Asset
- Focus on Data as an Asset to Demonstrate Value
- Use the Non-Invasive Approach to Measure and Improve Data Handling, Sharing...
- NIDG Approaches to Measuring: Quality
- How We Demonstrate Value in Improved Quality
- NIDG Approaches to Measuring: Protection
- How We Demonstrate Value in Improved Protection
- NIDG Approaches to Measuring: Understanding
- How We Demonstrate Value in Improved Understanding
- NIDG Approaches to Measuring: Analytics
- How We Demonstrate Value in Improved Analytics
- NIDG Approaches to Measuring: Data as an Asset
- How We Demonstrate Value in Improved Data as an Asset
- The Non-Invasive Approach vs. More Invasive Approaches to Governance
- By Staying Non-Invasive...
- The Cost Will Be Proportional to Time
- Tools Will Be Applied Effectively
- People Will Not Be Threatened
- Goverance Will Be Applied to Process
- Governing Data Becomes Habitual
- By Taking a More Invasive Approach to Governance...
- The Cost Will Be Dependent on Resources
- Tools Will Be Applied No Matter What
- People Will Feel Threatened
- There Will Be – the DG Process
- Governing Data Will Become Difficult
- Course Recap and Progress Overview
NIDG7: Non-Invasive Data Governance Communications and Awareness
- Non-Invasive Data Governance – Courses Overview
- Course Goals
- Course Table of Contents
- Define the Core Components of a NIDG Communications Plan
- Communications Plan Purpose
- Who Should Develop the Plan?
- Primary Tasks Associated with a Communication Plan
- What Happens if there is No Communication Plan
- Planning Resources for NIDG Communications
- NIDG Communications Plan Components
- NIDG Communications Plan Matrix
- Considerations for the NIDG Communications Plan Matrix
- Commnication Types
- Orientation
- On-Boarding
- On-Going
- Communication Audiences
- Filling in the Matrix – Communications Details Beyond the Type
- Develop and Deliver Artifacts that will Benefit NIDG Communications
- Purpose of Artifacts and Templates
- Use of Artifacts and Templates Communication Tools
- Operating Model of Roles and Responsibilities Pyramid
- Common Data Matrix
- Governance Activity Matrix (RACI)
- Address Communications Requirements Focused on Specific DG Roles
- Executive Level
- Strategic Level
- Tactical Level
- Operational Level
- Support Level
- Course Recap and Progress Overview