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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
Metadata Governance for Catalogs, Glossaries, 
Dictionaries and Data
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
February 21, 2019 – 11:00 a.m. PT / 2:00 p.m. ET
Real‐World Data Governance
erwin EDGE
February 25, 2019
The erwin
EDGE Platform
2
The industry’s most connected, role‐
based data management and 
governance solution 
Data Cataloging & Automation
Data Literacy & Collaboration
Enterprise Modeling
© 2019 erwin, Inc. All rights reserved.
Data Capability, Intelligence & Control
Offense
• Enable Agility
• Optimize Insights
• Assure Sustainability
Defense
• Enable Compliance
• Optimize Privacy/Security
• Assure Fitness
© 2019 erwin. All rights reserved. 3
A Critical Enabler: Data Cataloging Using Activated Metadata
© 2019 erwin, Inc. All rights reserved. 4
Delivers these data assets within
a business context, tracking their
physical existence and lineage
and maximizing their security,
quality and value.
THE ENTERPRISE METADATA LANDSCAPE
DATA GOVERNANCE
Drives the design, deployment
and operation of systems that
deliver operational and analytical
data assets
DATA MANAGEMENT
HARVESTED METADATA REPRESENTS:
“Data at Rest” - Data Stores and Data Models
“Data in Motion” - Data Movement Processes
Data Catalog
BI Reporting
ERP
Data Modeling Cloud
ETLRelational Databases
File-based systems
Script
Big Data
Big Data Code Generation
The
industry’s
broadest set
of connectors
© 2019 erwin, Inc. All rights reserved.
Natural Language Data Mapping
To Harness “Data In Motion”
© 2019 erwin, Inc. All rights reserved. 6
Link And Sync With Data Governance
Automated Lineage Capture
Business-Oriented Visualizations
Business-Driven Data Integration
Standardized & Reusable Mappings
Easily Understood Transformations
Round-Trip Engineering Across Platforms
Multi-Platform Code Generation and Migration
Automated Data Mapping Discovery
DATA LINEAGE
DATA MAPPING
DATA MOVEMENT
Intelligent Automation:
Creating A Sustainable Operating Framework
© 2019 erwin, Inc. All rights reserved. 7
• Central control of data
movement
• Automated lineage discovery
and impact analysis
• Discovery and categorization
of critical data elements
• Accelerated compliance and
audit response
• Metadata-driven engineering
of data management code
• Automated deployment and
maintenance of data
management infrastructure
• Automated scanning and
integration of metadata
assets
• Scheduling and versioning of
metadata updates
Improved Visibility
Code Automation
& Lifecycle Integration and
Metadata Lifecycle
Management & Integration
Activated Metadata Drives the Data Value Chain
© 2018 erwin, Inc. All rights reserved. 8
Data Analyst ETL Developer Data Architect BI Developer
Business Analyst Data Steward Data Scientist Data Owner
INTELLIGENT AUTOMATION
Enhanced Capability Increased Efficiency Effective Collaboration
All Others
…
© 2019 erwin, Inc. All rights reserved.
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Real‐World Data Governance – Monthly Webinar Series
March 21, 2019 – Activate Your Data Governance Policy – w/special guest Len Silverston (Zen w/Len)
Third Thurs @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net
• Non‐Invasive Data Governance Book
ISBN 9781935504856 / Technics Publishing / Amazon.com
• Speaking @ Dataversity Events
Enterprise Data World 2019 (EDW) – Boston, MA – March 17‐22, 2019
Data Governance and Information Quality Conference 2019 (DGIQ) – San Diego, CA – June 3‐7, 2019
• Non‐Invasive Data Governance Online Learning Plan
New: Non‐Invasive Metadata Governance Online Learning Plan
DATAVERSITY Training Center
https://training.dataversity.net
• The Data Administration Newsletter (TDAN.com)
Twice Monthly – Data Articles, Columns, Blogs and Features
Produced by DATAVERSITY – Subscribe for emails
• KIK Consulting & Educational Services
KIKConsulting.com
Home of Non‐Invasive Data Governance™
Home of Non‐Invasive Metadata Governance™
Real‐World Data Governance
Introduction
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• In this webinar, I will discuss:
– Relationship between Data Governance and Metadata Governance
– Metadata Collected in Catalogs, Glossaries and Dictionaries
– How to Maximize the Use of Data Documentation in each Resource
– Governing Documentation in Catalogs, Glossaries and Dictionaries
– Measuring the Effectiveness of Governed Metadata
Metadata Governance
Abstract
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Data Governance
– Data Governance is the Execution and Enforcement of Authority 
Over the Management of Data and Data‐Related Resources.
• Data Stewardship
– Data Stewardship is the Formalization of Accountability
Over the Management of Data and Data‐Related Resources.
– A Data Steward is a person that is held formally accountable for their 
relationship to the data they define, produce and use.
• Metadata
– Data, stored in IT tools, that improves both the business & technical
understanding of Data and Data‐Related Resources. 
Metadata Governance
Definitions
5
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Data Governance
– Data Governance is the Execution and Enforcement of Authority 
Over the Management of Data and Data‐Related Resources.
• Data Stewardship
– Data Stewardship is the Formalization of Accountability
Over the Management of Data and Data‐Related Resources.
– A Data Steward is a person that is held formally accountable for their 
relationship to the data they define, produce and use.
• Metadata
– Data, stored in IT tools, that improves both the business & technical
understanding of Data and Data‐Related Resources. 
Metadata Governance
Definitions
6
6
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Non‐Invasive Data Governance™
– The practice of:
• applying formal accountability & behavior 
• through non‐invasive roles & responsibilities
• to existing and / or new processes
• to assure that the definition, production & usage of data
• assures regulatory compliance, security, privacy, protection & quality.
Metadata Governance
Definitions
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7
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Non‐Invasive Data Governance™
– The practice of:
• applying formal accountability & behavior 
• through non‐invasive roles & responsibilities
• to existing and / or new processes
• to assure that the definition, production & usage of data
• assures regulatory compliance, security, privacy, protection & quality.
– Non‐Invasive describes how governance is applied to assure
non‐threatening management of valuable data assets.
– The goal is to be
» Transparent
» Supportive
» Collaborative.
Metadata Governance
Definitions
8
8
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Non‐Invasive Metadata Governance™
– The practice of:
• applying formal accountability & behavior 
• through non‐invasive roles & responsibilities
• to existing and / or new processes
• to assure that the definition, production & usage of metadata
• assures regulatory compliance, security, privacy, protection & quality.
– Non‐Invasive describes how governance is applied to assure
non‐threatening management of valuable metadata assets.
– The goal is to be
» Transparent
» Supportive
» Collaborative.
Metadata Governance
Relationship between Data Governance and Metadata Governance
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Framework for Data Governance
Metadata Governance
Relationship between Data Governance and Metadata Governance
10
10
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Framework for Data Governance
Metadata Governance
Relationship between Data Governance and Metadata Governance
11
11
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Framework for Data Governance
Metadata Governance
Relationship between Data Governance and Metadata Governance
12
12
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Framework for Data Governance
– Components
• Data Roles (Authority)
• Data Process
• Data Communications
• Data Metrics
• Data Tools
Metadata Governance
Relationship between Data Governance and Metadata Governance
13
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Framework for Metadata Governance
– Components
• Metadata Roles (Authority)
• Metadata Process
• Metadata Communications
• Metadata Metrics
• Metadata Tools
Metadata Governance
Relationship between Data Governance and Metadata Governance
14
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Are these components handled in exactly the same way?
– Components
• Metadata Roles (Authority)
• Metadata Process
• Metadata Communications
• Metadata Metrics
• Metadata Tools
Metadata Governance
Relationship between Data Governance and Metadata Governance
Not really!
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Are these components handled in exactly the same way?
– There are distinct differences!
• Metadata Roles (Authority)
• Metadata Process
• Metadata Communications
• Metadata Metrics
• Metadata Tools
Metadata Governance
Relationship between Data Governance and Metadata Governance
Not really!
16
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Data Governance/Metadata Governance (“DG/MG”) Roles
– DG/MG Administrator – Oversee Data/Metadata (“D/M”) governance
– D/M Stewards – Formally responsible for metadata.
– Definers – Define D/M requirements
– Producers – Makers of D/M
– Users – Benefit from D/M
Metadata Governance
Relationship between Data Governance and Metadata Governance
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• DG/MG Process
– Process of defining DG/MG requirements
– Process of producing D/M
– Process of using D/M to benefit performance
Metadata Governance
Relationship between Data Governance and Metadata Governance
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• DG/MG Communications
– Orientation Communications
– On‐boarding Communications
– On‐going Communications
Metadata Governance
Relationship between Data Governance and Metadata Governance
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• DG/MG Metrics
– Improvements in Efficiency
– Improvements in Effectiveness
– Improvements in Understanding / Confidence
– Improvements in Data Documentation Availability
– Improvements in Decision Making
Metadata Governance
Relationship between Data Governance and Metadata Governance
20
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• DG/MG Tools
– D/M Definition Tools
– D/M Production Tools
– D/M Usage Tools
Metadata Governance
Relationship between Data Governance and Metadata Governance
21
21
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• DG/MG Tools
– D/M Definition Tools
• Data Catalog
• Business Glossary
• Data Dictionary
– D/M Production Tools
• Database Management
• Front End Systems
• Data Integration Tools
– D/M Usage Tools
• Reporting Platforms
• Analytical Platforms
Metadata Governance
Relationship between Data Governance and Metadata Governance
22
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• DG/MG Tools
– D/M Definition Tools
• Data Catalog
• Business Glossary
• Data Dictionary
– D/M Production Tools
• Database Management
• Front End Systems
• Data Integration Tools
– D/M Usage Tools
• Reporting Platforms
• Analytical Platforms
Metadata Governance
Relationship between Data Governance and Metadata Governance
23
23
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• What metadata should we collect in …
– Data Catalogs
– Business Glossaries
– Data Dictionaries
Metadata Governance
Metadata Collected in Catalogs, Glossaries and Dictionaries
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• What metadata should we collect in …
– Data Catalogs
– Business Glossaries
– Data Dictionaries
• The answer is not the same for every organization.
• There are common practices.
• Gathering metadata requirements include …
– What metadata should we collect
– How are we going to collect it
– How are we going the govern the metadata because we know
The Metadata Will Not Govern Itself!
Metadata Governance
Metadata Collected in Catalogs, Glossaries and Dictionaries
25
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Data Catalogs
– What is it that you are looking to catalog?
• Data Inventory – Metadata specific to data resources
• Data Ownership – Metadata specific to owners and SMEs
• Data Classification – Metadata associated with protection
• Reports – Metadata about available reports and logistics
• Critical Data Resources – Specific to each organization.
– The type of catalog will dictate what metadata to include!
Metadata Governance
Metadata Collected in Catalogs, Glossaries and Dictionaries
26
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Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Business Glossaries
– Semantics
– Terms
– Subject Areas
– Functions
– Process Flows
– Rules
• Not always connected to the D/M.
Metadata Governance
Metadata Collected in Catalogs, Glossaries and Dictionaries
27
27
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Business Glossaries
– Semantics
– Terms
– Subject Areas
– Functions
– Process Flows
– Rules
• Rationalized to the D/M.
Metadata Governance
Metadata Collected in Catalogs, Glossaries and Dictionaries
28
28
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Data Dictionaries
– Data in specific resources
– Data attributes
– Custom attributes
– Acceptable values
– Data ownership
• Rationalized to the Glossary and Data.
Metadata Governance
Metadata Collected in Catalogs, Glossaries and Dictionaries
29
29
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Business Glossaries
– Semantics
– Terms
– Subject Areas
– Functions
– Process Flows
– Rules
• Not always connected to the D/M.
Metadata Governance
Metadata Collected in Catalogs, Glossaries and Dictionaries
30
30
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• The use of the Data Catalogs
– Assure that the metadata is accurate
– Assure that the metadata is up to date
– Assure that the metadata is available
– Assure that the people know the metadata is available
– Assure that the people know how to access the metadata
Metadata Governance
How to Maximize the Use of Data Documentation in each Resource
31
31
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• The use of the Data Dictionaries
– Assure that the metadata is accurate
– Assure that the metadata is up to date
– Assure that the metadata is available
– Assure that the people know the metadata is available
– Assure that the people know how to access the metadata
Metadata Governance
How to Maximize the Use of Data Documentation in each Resource
32
32
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• The use of the Data Dictionaries
– Assure that the metadata is accurate
– Assure that the metadata is up to date
– Assure that the metadata is available
– Assure that the people know the metadata is available
– Assure that the people know how to access the metadata
• Considerations
– Deliver Data Definition metadata with the data
– Deliver governed change management around Data Definition metadata
Metadata Governance
How to Maximize the Use of Data Documentation in each Resource
33
33
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• What does it mean to govern the documentation?
– Simply stated …
• Govern the definition of what documentation will be collected
• Govern the production of the documentation
• Govern the use of the documentation
Metadata Governance
Governing Documentation in Catalogs, Glossaries and Dictionaries
34
34
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• What does it mean to govern the documentation?
– Simply stated …
• Govern the definition of what documentation will be collected
• Govern the production of the documentation
• Govern the use of the documentation
– What else is needed?
• Roles
• Processes
• Communications
• Metrics
• Tools
Metadata Governance
Governing Documentation in Catalogs, Glossaries and Dictionaries
35
35
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• What does it mean to govern the documentation?
– Simply stated …
• Govern the definition of what documentation will be collected
• Govern the production of the documentation
• Govern the use of the documentation
– What else is needed?
• Roles
• Processes
• Communications
• Metrics
• Tools
Metadata Governance
Governing Documentation in Catalogs, Glossaries and Dictionaries
All of the components of the
Data Governance Framework shared at 
the beginning of this webinar.
36
36
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
Metadata Governance
Governing Documentation in Catalogs, Glossaries and Dictionaries
• Framework for Data Governance
37
37
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• What about the metadata can be measured?
– Breadth of documentation governed
– Completeness of the metadata and documentation
– Accuracy of the metadata or validated or certified
– People involved in the data documentation process
– People educated and trained in the available metadata
– People access to the documentation
Metadata Governance
Measuring the Effectiveness of Governed Metadata
38
38
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• What about the metadata can be measured?
– Customer satisfaction
• Confidence level in the metadata
• Confidence level in the data
• Effectiveness of documentation
• Delivery of documentation
• Timeliness of documentation
Metadata Governance
Measuring the Effectiveness of Governed Metadata
39
39
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Confidence in the Data
– Isn’t that really what we trying to accomplish with our data?
– Confidence that the data is ______________ .
(fill in the blank with a Data Quality Dimension)
– Confidence that someone is being held formally accountable.
– Confident in their understanding and use of the data.
– Confident that the appropriate tools are being provided.
Metadata Governance
Measuring the Effectiveness of Governed Metadata
40
40
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• In this webinar, Bob discussed:
– Relationship between Data Governance and Metadata Governance
– Metadata Collected in Catalogs, Glossaries and Dictionaries
– How to Maximize the Use of Data Documentation in each Resource
– Governing Documentation in Catalogs, Glossaries and Dictionaries
– Measuring the Effectiveness of Governed Metadata
Metadata Governance
Summary
41
41
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
Real‐World Data Governance
Questions and Answers
Next Month – Real‐World Data Governance Webinar Series
Activate Your Data Governance Policy … w/Special Guest
March 21st, 2019 – 2 pm ET
Sign up at TDAN.com, Dataversity.net, KIKConsulting.com
42
42
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 
#RWDG @RSeiner
• Robert S. Seiner
KIK Consulting & Educational Services – KIKconsulting.com
The Data Administration Newsletter – TDAN.com
Post Office Box 112571, Upper St. Clair, Pennsylvania 15241
412.220.9643, 412.220.9644 (Fax)
rseiner@kikconsulting.com
rseiner@tdan.com
@RSeiner  #RWDG
Real‐World Data Governance
Contact Information

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