SlideShare a Scribd company logo
1 of 39
Download to read offline
1
Copyright © 2022 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
The Role of Metadata in a Data Governance Program
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
June 16, 2022 – 11:00 a.m. PT / 2:00 p.m. ET
Fueling Metadata
Management with
Automation
Quest Software
Susan Laine
erwin.com | confidential
Recognized Industry Leadership
Industry Awards and Accolades
erwin is a Leader in Metadata Management
(Gartner 2020)
erwin.com | confidential
What Metadata Management Can Provide
VISIB ILITY, C ON TEXT, C ON TR OL & C OLLA B OR ATION
What data do we
have?
Where did it come
from?
Where is it now?
How has it changed
since it was first
captured?
How is it used?
How accurate
is it?
Is it sensitive?
What rules or
restrictions apply?
How can
I access it?
Who is accountable?
What do others say
about it?
DATA IN
CONTEXT
erwin.com | confidential
Reliable DATA INSIGHTS don’t JUST HAPPEN
You know this because
you invested in
Enterprise Models
Leverage your
diligence into a
Data Intelligence
Program with
Auto Classification
Create your Data Intelligence Catalog
with pre-defined:
• Critical Data Elements
• PI Tags
• Sensitive Data
• Logical Data Definitions
• Logical Data Mappings
• Business Lineage
Begin immediately with the highest
caliber of Enterprise Data Standards
Data intelligence catalog jumpstart
erwin.com | confidential
Three pivotal capabilities
A view into
Data Lineage
A focus on
Data Quality
Business-friendly
Asset Discovery &
Collaboration
erwin.com | confidential
Why Has Metadata Management Been Difficult?
Traditionally, it’s been manual and tedious. AUTOMATION changes the equation for faster time to
value and greater accuracy.
Smart Data
Connectors for
Intelligent Lineage
• E2E Observability
• Code Generation
• Reverse Engineering
• Test and Validation
Smart Data Connector Capabilities
erwin.com | confidential
Accessible, detailed data lineage
Fueled by automated metadata harvesting within erwin Data Intelligence, one central metadata repository
A single-source, understandable view of data
landscape metadata
All-inclusive visibility of systems, environments, tables
and columns across your entire data landscape
Discover, drill into and understand data sources using
interactive data lineage with logical and physical
naming and data quality scores
Provide the data visibility to work
smarter and confidently
erwin.com | confidential
Integrated data quality
Automate the profiling and quality assessment of the data feeding your analytics and raise data quality visibility
Initiate and automate data profiling and data quality
assessment using data catalog metadata
Build data trust and understanding with data quality
visibility within the data catalog, and in lineage, impact
analysis, mind maps and more for all stakeholders
erwin.com | confidential
Thank You
Visit www.erwin.com
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
2
The Role of Metadata in a Data Governance Program
Introduction
Real-World Data Governance – Monthly Webinar Series
July 21, 2022: Glossaries, Dictionaries, and Catalogs Result in Data Governance
Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net
Public Speaking
This Month: Dataversity’s Data Governance & Information Quality Conference West – June 6-10 in San Diego, CA
Speaking on How to Conduct a DG & IQ Best Practice Assessment (Tutorial), Data Governance and Data Mesh/Data Fabric (session)
Non-Invasive Data Governance Book
Available Now: ISBN 9781935504856 / Technics Publications / Amazon.com – Now available in 5 languages.
Non-Invasive Data Governance / Metadata Governance Online Learning Plans
Available Now: Business Glossaries, Data Dictionaries and Data Catalogs (6 course 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
Updated Site: KIKConsulting.com (“Knowledge is King”)
Home of Non-Invasive Data Governance™
Carnegie Mellon University (CMU)
Adjunct Faculty: Heinz College Post-Graduate CDataO, DDL, MISM Programs
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
3
• In this webinar, I will talk about …
– A Definition for Metadata That Assures Its Importance
– Using Metadata to Improve Three Data Actions
– Positioning Metadata to Support Investments in Data
– Roles for the Governance of Metadata
– Don’t Forget: The Metadata Will Not Govern Itself
The Role of Metadata in a Data Governance Program
Abstract
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
4
• Data Governance – The execution and enforcement of authority over data.
• Data Stewardship – Formal accountability for data.
• Data Steward – A person held formally accountable for their relationship to the data.
• Metadata Governance – The execution and enforcement of authority over metadata.
• Metadata – Data, stored in IT Tools, that improves the business and technical value of data.
• Metadata Steward – A person held formally accountable for their relationship to the metadata.
The Role of Metadata in a Data Governance Program
A Definition for Metadata That Assures Its Importance
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
5
• Why is it important to have strong definitions?
– Buzzwords are everywhere in our industry.
The Role of Metadata in a Data Governance Program
A Definition for Metadata That Assures Its Importance
Data
Warehouse
Metadata
Data Science
Analytics
Data
Governance
Data Mesh &
Data Fabric
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
6
• Why is it important to have strong definitions?
– Get people on the same page.
• Data
• … Recorded in IT Tools …
• … that Improves the Business and Technical Understanding …
• … of Data and Data-Related Assets.
• Metadata is data recorded in IT tools that improves the business and technical
understanding of data and data-related assets.
The Role of Metadata in a Data Governance Program
A Definition for Metadata That Assures Its Importance
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
7
• Three Actions People Can Take With Data
• Simplifies Data and Metadata Stewardship
• Describes the Relationship People Have With Data and Metadata
• Improving the Three Data Actions
The Role of Metadata in a Data Governance Program
Using Metadata to Improve Three Data Actions
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
8
• Three Actions People Can Take With Data
– People define data.
– People produce data.
– People use data.
• People are stewards of the data if they are held formally accountable for the actions that they
take with data (define, produce, and use data).
• Everybody defines, produces, and/or use data as part of their jobs.
Everybody is a data steward.
And because they are stewards … they benefit from having metadata.
The Role of Metadata in a Data Governance Program
Using Metadata to Improve Three Data Actions
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
9
• Simplifies Data and Metadata Stewardship
– Data Definition includes …
– Data Production includes …
– Data Use includes …
– My challenge to you is … am I missing an action that does not fall under these three?
The Role of Metadata in a Data Governance Program
Using Metadata to Improve Three Data Actions
Licensed for use through Adobe Stock images.
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
10
• Stewardship Describes a Relationship
– Formal definition of data.
– Formal production of data.
– Formal use of data.
– Formality leads to consistency which leads efficiency which lead to effectiveness.
– Focus on the data and people’s relationship to the data.
– Focus on the metadata and people’s relationship to the metadata.
The Role of Metadata in a Data Governance Program
Using Metadata to Improve Three Data Actions
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
11
• Improving the Three Data Actions
– Metadata to Improve Data Definition
– Metadata to Improve Data Production
– Metadata to Improve Data Usage
The metadata will not govern itself!
The Role of Metadata in a Data Governance Program
Using Metadata to Improve Three Data Actions
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
12
• Transformations
• Integrations
• Acquisitions
• Status Quo
• Positioning
The Role of Metadata in a Data Governance Program
Positioning Metadata to Support Investments in Data
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
13
• Transformations
– Digital Transformations
– Business Transformations
– Application Transformations
– Transformation to Become Digital, Business, and Application Centric
– It is truly … All in the Data – Name of TDAN.com Column Since 2015
The Role of Metadata in a Data Governance Program
Positioning Metadata to Support Investments in Data
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
14
• Integrations
– Systems & Applications
– Data & Information – Analytical Integrations
– Discovery / Science / Research
The Role of Metadata in a Data Governance Program
Positioning Metadata to Support Investments in Data
Project Planned & Directed
Metadata Collected
Ownership Identified
Stewardship Recognized
Process Governed
Governance Applied
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
15
• Acquisitions
– New Software & Applications
– New Organizations & Alignments
– Blends with Integrations and Transformations
The Role of Metadata in a Data Governance Program
Positioning Metadata to Support Investments in Data
Project Planned & Directed
Metadata Collected
Ownership Identified
Stewardship Recognized
Process Governed
Governance Applied
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
16
• Status Quo
– Maintenance
– Performance
– Connectivity
– Access
– Security
– … Normal Upkeep
The Role of Metadata in a Data Governance Program
Positioning Metadata to Support Investments in Data
Project Planned & Directed
Metadata Collected
Ownership Identified
Stewardship Recognized
Process Governed
Governance Applied
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
17
• Positioning
– ROI from the Investment
– Cost of Doing Business (Effectively)
– Senior Leadership Support, Sponsor, and Understand
– Positioning in Coordination with Other Investments
– Do Not Look for Value from Data Governance or Metadata !!!
– Look for Value Where the True Investments are Being Made !!!
The Role of Metadata in a Data Governance Program
Positioning Metadata to Support Investments in Data
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
18
• Executive Roles – Senior Leadership
• Strategic Roles – Data Governance Council or Committee
• Tactical Roles – Data Domain or Subject Area Stewards
• Operational Roles – Data Stewards
• Support Roles – Administrator, Partners, Working Groups
The Role of Metadata in a Data Governance Program
Roles for the Governance of Metadata
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
19
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
20
• Executive Roles
– Senior Leadership – Steering Committee – Typically Already Exists
– No Specific Role Associated with Data Governance or Metadata
– Approve Data Policy and/or Data Strategy
– Support, Sponsor, and Understand the Activities
– Line Item on Committee’s Agenda
– Identify People for Strategic Level
The Role of Metadata in a Data Governance Program
Roles for the Governance of Metadata
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
21
• Strategic Roles
– Data Governance Council or Committee
– Executive Sponsor of Data Governance & Metadata
– Review Data Policy and/or Data Strategy
– Support, Sponsor, & Understand the Activities
– Meet with Regular Cadence
– Set Priorities & Resolve Escalated Issues
– Confirm People for Tactical Level
The Role of Metadata in a Data Governance Program
Roles for the Governance of Metadata
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
22
• Tactical Roles
– Data & Metadata Domain (Subject Matter) Stewards
– Govern Data and Metadata Across Business Areas
– Hardest Level to Recognize People (or its obvious)
– Instrumental for Governance & Metadata Success
– Accountable for Documentation Assurance
– Accountable to the Strategic Level
The Role of Metadata in a Data Governance Program
Roles for the Governance of Metadata
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
23
• Operational Roles
– Data Stewards
– Definers, Producers & Users of Data and Metadata
– Held Formally Accountable for the Data and Metadata They Define, Produce, & Use
– Largest User Base of Data and Metadata
– Everybody is a Data Steward!
– Accountable to the Organization
The Role of Metadata in a Data Governance Program
Roles for the Governance of Metadata
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
24
• Support Roles
– Administration
• Data Governance Administrator
• Data Catalog Administrator
– Partners
• Groups Already Governing
• IT, IT Sec, HR, Legal, Audit, Cx, Privacy, DM, PMO …
– Working Groups
• Formed Ad Hoc
• To Address Issues & Opportunities
The Role of Metadata in a Data Governance Program
Roles for the Governance of Metadata
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
25
• The Metadata Will Not Define Itself
• The Metadata Will Not Produce Itself
• The Metadata Will Not Use Itself
The Role of Metadata in a Data Governance Program
Don’t Forget: The Metadata Will Not Govern Itself
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
26
• The Metadata Will Not Define Itself
– There are many categories of metadata.
– It must be decided what metadata will be collected and managed.
– The definition for the metadata should be provided.
– Where the metadata originates, and lands must be decided.
– Making the metadata (and all associated assets) available must be completed.
The Role of Metadata in a Data Governance Program
Don’t Forget: The Metadata Will Not Govern Itself
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
27
• The Metadata Will Not Produce Itself
– Automation is good.
– Metadata must originate somewhere.
– A person (role or people) must be accountable for creating the metadata.
– Standards for metadata creation are an important consideration.
– Call these people metadata production stewards.
The Role of Metadata in a Data Governance Program
Don’t Forget: The Metadata Will Not Govern Itself
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
28
• The Metadata Will Not Use Itself
– Awareness of metadata availability and value.
– Access to metadata is important.
– Feedback to provide continuous improvement of the metadata.
– Build metadata and the data catalog into the way people work.
– Activate a data marketplace – often starts with a metadata marketplace.
– That is The Role of Metadata in a Data Governance Program.
The Role of Metadata in a Data Governance Program
Don’t Forget: The Metadata Will Not Govern Itself
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
29
• In the webinar, I shared …
– A Definition for Metadata That Assures Its Importance
– Using Metadata to Improve Three Data Actions
– Positioning Metadata to Support Investments in Data
– Roles for the Governance of Metadata
– Don’t Forget: The Metadata Will Not Govern Itself
The Role of Metadata in a Data Governance Program
Summary
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
30
The Role of Metadata in a Data Governance Program
Q & A - Contact Information
• Robert S. Seiner
KIK Consulting & Educational Services – KIKconsulting.com
The Data Administration Newsletter – TDAN.com
rseiner@tdan.com @RSeiner

More Related Content

Similar to Metadata's Role in Data Governance Programs

RWDG Webinar: Metadata to Support Data Governance
RWDG Webinar: Metadata to Support Data GovernanceRWDG Webinar: Metadata to Support Data Governance
RWDG Webinar: Metadata to Support Data GovernanceDATAVERSITY
 
Data Governance to Build Data Intelligence
Data Governance to Build Data IntelligenceData Governance to Build Data Intelligence
Data Governance to Build Data IntelligenceDATAVERSITY
 
RWDG Slides: Building Data Governance Through Data Stewardship
RWDG Slides: Building Data Governance Through Data StewardshipRWDG Slides: Building Data Governance Through Data Stewardship
RWDG Slides: Building Data Governance Through Data StewardshipDATAVERSITY
 
Data Management, Metadata Management, and Data Governance – Working Together
Data Management, Metadata Management, and Data Governance – Working TogetherData Management, Metadata Management, and Data Governance – Working Together
Data Management, Metadata Management, and Data Governance – Working TogetherDATAVERSITY
 
RWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata GovernanceRWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata GovernanceDATAVERSITY
 
RWDG: Data Governance and Three Levels of Metadata 
RWDG: Data Governance and Three Levels of Metadata RWDG: Data Governance and Three Levels of Metadata 
RWDG: Data Governance and Three Levels of Metadata DATAVERSITY
 
Data Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and RoadmapsData Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and RoadmapsDATAVERSITY
 
Data Governance vs. Information Governance
Data Governance vs. Information GovernanceData Governance vs. Information Governance
Data Governance vs. Information GovernanceDATAVERSITY
 
RWDG Slides: Build an Effective Data Governance Framework
RWDG Slides: Build an Effective Data Governance FrameworkRWDG Slides: Build an Effective Data Governance Framework
RWDG Slides: Build an Effective Data Governance FrameworkDATAVERSITY
 
RWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data GovernanceRWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data GovernanceDATAVERSITY
 
Do-It-Yourself Metadata Framework
Do-It-Yourself Metadata FrameworkDo-It-Yourself Metadata Framework
Do-It-Yourself Metadata FrameworkDATAVERSITY
 
RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...
RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...
RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...DATAVERSITY
 
Data Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and ForwardsData Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and ForwardsDATAVERSITY
 
Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?DATAVERSITY
 
Real-World Data Governance: Managing Governance Metadata for Mass Consumption
Real-World Data Governance: Managing Governance Metadata for Mass ConsumptionReal-World Data Governance: Managing Governance Metadata for Mass Consumption
Real-World Data Governance: Managing Governance Metadata for Mass ConsumptionDATAVERSITY
 
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...DATAVERSITY
 
Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?DATAVERSITY
 
How to Govern Your Master Data
How to Govern Your Master Data How to Govern Your Master Data
How to Govern Your Master Data DATAVERSITY
 
Activate Data Governance Using the Data Catalog
Activate Data Governance Using the Data CatalogActivate Data Governance Using the Data Catalog
Activate Data Governance Using the Data CatalogDATAVERSITY
 
Real-World Data Governance: Governing Data – Big and Small, Come One Come All
Real-World Data Governance: Governing Data – Big and Small, Come One Come AllReal-World Data Governance: Governing Data – Big and Small, Come One Come All
Real-World Data Governance: Governing Data – Big and Small, Come One Come AllDATAVERSITY
 

Similar to Metadata's Role in Data Governance Programs (20)

RWDG Webinar: Metadata to Support Data Governance
RWDG Webinar: Metadata to Support Data GovernanceRWDG Webinar: Metadata to Support Data Governance
RWDG Webinar: Metadata to Support Data Governance
 
Data Governance to Build Data Intelligence
Data Governance to Build Data IntelligenceData Governance to Build Data Intelligence
Data Governance to Build Data Intelligence
 
RWDG Slides: Building Data Governance Through Data Stewardship
RWDG Slides: Building Data Governance Through Data StewardshipRWDG Slides: Building Data Governance Through Data Stewardship
RWDG Slides: Building Data Governance Through Data Stewardship
 
Data Management, Metadata Management, and Data Governance – Working Together
Data Management, Metadata Management, and Data Governance – Working TogetherData Management, Metadata Management, and Data Governance – Working Together
Data Management, Metadata Management, and Data Governance – Working Together
 
RWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata GovernanceRWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata Governance
 
RWDG: Data Governance and Three Levels of Metadata 
RWDG: Data Governance and Three Levels of Metadata RWDG: Data Governance and Three Levels of Metadata 
RWDG: Data Governance and Three Levels of Metadata 
 
Data Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and RoadmapsData Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and Roadmaps
 
Data Governance vs. Information Governance
Data Governance vs. Information GovernanceData Governance vs. Information Governance
Data Governance vs. Information Governance
 
RWDG Slides: Build an Effective Data Governance Framework
RWDG Slides: Build an Effective Data Governance FrameworkRWDG Slides: Build an Effective Data Governance Framework
RWDG Slides: Build an Effective Data Governance Framework
 
RWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data GovernanceRWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data Governance
 
Do-It-Yourself Metadata Framework
Do-It-Yourself Metadata FrameworkDo-It-Yourself Metadata Framework
Do-It-Yourself Metadata Framework
 
RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...
RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...
RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...
 
Data Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and ForwardsData Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and Forwards
 
Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?
 
Real-World Data Governance: Managing Governance Metadata for Mass Consumption
Real-World Data Governance: Managing Governance Metadata for Mass ConsumptionReal-World Data Governance: Managing Governance Metadata for Mass Consumption
Real-World Data Governance: Managing Governance Metadata for Mass Consumption
 
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
 
Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?
 
How to Govern Your Master Data
How to Govern Your Master Data How to Govern Your Master Data
How to Govern Your Master Data
 
Activate Data Governance Using the Data Catalog
Activate Data Governance Using the Data CatalogActivate Data Governance Using the Data Catalog
Activate Data Governance Using the Data Catalog
 
Real-World Data Governance: Governing Data – Big and Small, Come One Come All
Real-World Data Governance: Governing Data – Big and Small, Come One Come AllReal-World Data Governance: Governing Data – Big and Small, Come One Come All
Real-World Data Governance: Governing Data – Big and Small, Come One Come All
 

More from DATAVERSITY

Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...DATAVERSITY
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceDATAVERSITY
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data LiteracyDATAVERSITY
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsDATAVERSITY
 
Make Data Work for You
Make Data Work for YouMake Data Work for You
Make Data Work for YouDATAVERSITY
 
Data Modeling Fundamentals
Data Modeling FundamentalsData Modeling Fundamentals
Data Modeling FundamentalsDATAVERSITY
 
Showing ROI for Your Analytic Project
Showing ROI for Your Analytic ProjectShowing ROI for Your Analytic Project
Showing ROI for Your Analytic ProjectDATAVERSITY
 
How a Semantic Layer Makes Data Mesh Work at Scale
How a Semantic Layer Makes  Data Mesh Work at ScaleHow a Semantic Layer Makes  Data Mesh Work at Scale
How a Semantic Layer Makes Data Mesh Work at ScaleDATAVERSITY
 
Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?DATAVERSITY
 
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...DATAVERSITY
 
Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?DATAVERSITY
 
Data Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement TodayData Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement TodayDATAVERSITY
 
2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics2023 Trends in Enterprise Analytics
2023 Trends in Enterprise AnalyticsDATAVERSITY
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best PracticesDATAVERSITY
 
Data Management Best Practices
Data Management Best PracticesData Management Best Practices
Data Management Best PracticesDATAVERSITY
 
MLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive AdvantageMLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive AdvantageDATAVERSITY
 
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...DATAVERSITY
 
Empowering the Data Driven Business with Modern Business Intelligence
Empowering the Data Driven Business with Modern Business IntelligenceEmpowering the Data Driven Business with Modern Business Intelligence
Empowering the Data Driven Business with Modern Business IntelligenceDATAVERSITY
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureDATAVERSITY
 
Including All Your Mission-Critical Data in Modern Apps and Analytics
Including All Your Mission-Critical Data in Modern Apps and AnalyticsIncluding All Your Mission-Critical Data in Modern Apps and Analytics
Including All Your Mission-Critical Data in Modern Apps and AnalyticsDATAVERSITY
 

More from DATAVERSITY (20)

Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and Governance
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data Literacy
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business Goals
 
Make Data Work for You
Make Data Work for YouMake Data Work for You
Make Data Work for You
 
Data Modeling Fundamentals
Data Modeling FundamentalsData Modeling Fundamentals
Data Modeling Fundamentals
 
Showing ROI for Your Analytic Project
Showing ROI for Your Analytic ProjectShowing ROI for Your Analytic Project
Showing ROI for Your Analytic Project
 
How a Semantic Layer Makes Data Mesh Work at Scale
How a Semantic Layer Makes  Data Mesh Work at ScaleHow a Semantic Layer Makes  Data Mesh Work at Scale
How a Semantic Layer Makes Data Mesh Work at Scale
 
Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?
 
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
 
Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?
 
Data Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement TodayData Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement Today
 
2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best Practices
 
Data Management Best Practices
Data Management Best PracticesData Management Best Practices
Data Management Best Practices
 
MLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive AdvantageMLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive Advantage
 
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
 
Empowering the Data Driven Business with Modern Business Intelligence
Empowering the Data Driven Business with Modern Business IntelligenceEmpowering the Data Driven Business with Modern Business Intelligence
Empowering the Data Driven Business with Modern Business Intelligence
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data Architecture
 
Including All Your Mission-Critical Data in Modern Apps and Analytics
Including All Your Mission-Critical Data in Modern Apps and AnalyticsIncluding All Your Mission-Critical Data in Modern Apps and Analytics
Including All Your Mission-Critical Data in Modern Apps and Analytics
 

Recently uploaded

办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一fhwihughh
 
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改atducpo
 
Call Girls In Mahipalpur O9654467111 Escorts Service
Call Girls In Mahipalpur O9654467111  Escorts ServiceCall Girls In Mahipalpur O9654467111  Escorts Service
Call Girls In Mahipalpur O9654467111 Escorts ServiceSapana Sha
 
{Pooja: 9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
{Pooja:  9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...{Pooja:  9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
{Pooja: 9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...Pooja Nehwal
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsappssapnasaifi408
 
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
RadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdfRadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdfgstagge
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...dajasot375
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubaihf8803863
 
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFAAndrei Kaleshka
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfJohn Sterrett
 
RA-11058_IRR-COMPRESS Do 198 series of 1998
RA-11058_IRR-COMPRESS Do 198 series of 1998RA-11058_IRR-COMPRESS Do 198 series of 1998
RA-11058_IRR-COMPRESS Do 198 series of 1998YohFuh
 
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一F sss
 
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPramod Kumar Srivastava
 
Brighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingBrighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingNeil Barnes
 
Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...
Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...
Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...ThinkInnovation
 

Recently uploaded (20)

办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
 
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
 
Call Girls In Mahipalpur O9654467111 Escorts Service
Call Girls In Mahipalpur O9654467111  Escorts ServiceCall Girls In Mahipalpur O9654467111  Escorts Service
Call Girls In Mahipalpur O9654467111 Escorts Service
 
{Pooja: 9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
{Pooja:  9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...{Pooja:  9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
{Pooja: 9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
 
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
 
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
 
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
 
RadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdfRadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdf
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
 
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFA
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdf
 
RA-11058_IRR-COMPRESS Do 198 series of 1998
RA-11058_IRR-COMPRESS Do 198 series of 1998RA-11058_IRR-COMPRESS Do 198 series of 1998
RA-11058_IRR-COMPRESS Do 198 series of 1998
 
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
 
E-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptxE-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptx
 
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
 
Brighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingBrighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data Storytelling
 
Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...
Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...
Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...
 

Metadata's Role in Data Governance Programs

  • 1. 1 Copyright © 2022 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 The Role of Metadata in a Data Governance Program Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com June 16, 2022 – 11:00 a.m. PT / 2:00 p.m. ET
  • 3. erwin.com | confidential Recognized Industry Leadership Industry Awards and Accolades erwin is a Leader in Metadata Management (Gartner 2020)
  • 4. erwin.com | confidential What Metadata Management Can Provide VISIB ILITY, C ON TEXT, C ON TR OL & C OLLA B OR ATION What data do we have? Where did it come from? Where is it now? How has it changed since it was first captured? How is it used? How accurate is it? Is it sensitive? What rules or restrictions apply? How can I access it? Who is accountable? What do others say about it? DATA IN CONTEXT
  • 5. erwin.com | confidential Reliable DATA INSIGHTS don’t JUST HAPPEN You know this because you invested in Enterprise Models Leverage your diligence into a Data Intelligence Program with Auto Classification Create your Data Intelligence Catalog with pre-defined: • Critical Data Elements • PI Tags • Sensitive Data • Logical Data Definitions • Logical Data Mappings • Business Lineage Begin immediately with the highest caliber of Enterprise Data Standards Data intelligence catalog jumpstart
  • 6. erwin.com | confidential Three pivotal capabilities A view into Data Lineage A focus on Data Quality Business-friendly Asset Discovery & Collaboration
  • 7. erwin.com | confidential Why Has Metadata Management Been Difficult? Traditionally, it’s been manual and tedious. AUTOMATION changes the equation for faster time to value and greater accuracy. Smart Data Connectors for Intelligent Lineage • E2E Observability • Code Generation • Reverse Engineering • Test and Validation Smart Data Connector Capabilities
  • 8. erwin.com | confidential Accessible, detailed data lineage Fueled by automated metadata harvesting within erwin Data Intelligence, one central metadata repository A single-source, understandable view of data landscape metadata All-inclusive visibility of systems, environments, tables and columns across your entire data landscape Discover, drill into and understand data sources using interactive data lineage with logical and physical naming and data quality scores Provide the data visibility to work smarter and confidently
  • 9. erwin.com | confidential Integrated data quality Automate the profiling and quality assessment of the data feeding your analytics and raise data quality visibility Initiate and automate data profiling and data quality assessment using data catalog metadata Build data trust and understanding with data quality visibility within the data catalog, and in lineage, impact analysis, mind maps and more for all stakeholders
  • 10. erwin.com | confidential Thank You Visit www.erwin.com
  • 11. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 2 The Role of Metadata in a Data Governance Program Introduction Real-World Data Governance – Monthly Webinar Series July 21, 2022: Glossaries, Dictionaries, and Catalogs Result in Data Governance Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net Public Speaking This Month: Dataversity’s Data Governance & Information Quality Conference West – June 6-10 in San Diego, CA Speaking on How to Conduct a DG & IQ Best Practice Assessment (Tutorial), Data Governance and Data Mesh/Data Fabric (session) Non-Invasive Data Governance Book Available Now: ISBN 9781935504856 / Technics Publications / Amazon.com – Now available in 5 languages. Non-Invasive Data Governance / Metadata Governance Online Learning Plans Available Now: Business Glossaries, Data Dictionaries and Data Catalogs (6 course 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 Updated Site: KIKConsulting.com (“Knowledge is King”) Home of Non-Invasive Data Governance™ Carnegie Mellon University (CMU) Adjunct Faculty: Heinz College Post-Graduate CDataO, DDL, MISM Programs
  • 12. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 3 • In this webinar, I will talk about … – A Definition for Metadata That Assures Its Importance – Using Metadata to Improve Three Data Actions – Positioning Metadata to Support Investments in Data – Roles for the Governance of Metadata – Don’t Forget: The Metadata Will Not Govern Itself The Role of Metadata in a Data Governance Program Abstract
  • 13. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 4 • Data Governance – The execution and enforcement of authority over data. • Data Stewardship – Formal accountability for data. • Data Steward – A person held formally accountable for their relationship to the data. • Metadata Governance – The execution and enforcement of authority over metadata. • Metadata – Data, stored in IT Tools, that improves the business and technical value of data. • Metadata Steward – A person held formally accountable for their relationship to the metadata. The Role of Metadata in a Data Governance Program A Definition for Metadata That Assures Its Importance
  • 14. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 5 • Why is it important to have strong definitions? – Buzzwords are everywhere in our industry. The Role of Metadata in a Data Governance Program A Definition for Metadata That Assures Its Importance Data Warehouse Metadata Data Science Analytics Data Governance Data Mesh & Data Fabric
  • 15. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 6 • Why is it important to have strong definitions? – Get people on the same page. • Data • … Recorded in IT Tools … • … that Improves the Business and Technical Understanding … • … of Data and Data-Related Assets. • Metadata is data recorded in IT tools that improves the business and technical understanding of data and data-related assets. The Role of Metadata in a Data Governance Program A Definition for Metadata That Assures Its Importance
  • 16. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 7 • Three Actions People Can Take With Data • Simplifies Data and Metadata Stewardship • Describes the Relationship People Have With Data and Metadata • Improving the Three Data Actions The Role of Metadata in a Data Governance Program Using Metadata to Improve Three Data Actions
  • 17. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 8 • Three Actions People Can Take With Data – People define data. – People produce data. – People use data. • People are stewards of the data if they are held formally accountable for the actions that they take with data (define, produce, and use data). • Everybody defines, produces, and/or use data as part of their jobs. Everybody is a data steward. And because they are stewards … they benefit from having metadata. The Role of Metadata in a Data Governance Program Using Metadata to Improve Three Data Actions
  • 18. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 9 • Simplifies Data and Metadata Stewardship – Data Definition includes … – Data Production includes … – Data Use includes … – My challenge to you is … am I missing an action that does not fall under these three? The Role of Metadata in a Data Governance Program Using Metadata to Improve Three Data Actions Licensed for use through Adobe Stock images.
  • 19. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 10 • Stewardship Describes a Relationship – Formal definition of data. – Formal production of data. – Formal use of data. – Formality leads to consistency which leads efficiency which lead to effectiveness. – Focus on the data and people’s relationship to the data. – Focus on the metadata and people’s relationship to the metadata. The Role of Metadata in a Data Governance Program Using Metadata to Improve Three Data Actions
  • 20. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 11 • Improving the Three Data Actions – Metadata to Improve Data Definition – Metadata to Improve Data Production – Metadata to Improve Data Usage The metadata will not govern itself! The Role of Metadata in a Data Governance Program Using Metadata to Improve Three Data Actions
  • 21. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 12 • Transformations • Integrations • Acquisitions • Status Quo • Positioning The Role of Metadata in a Data Governance Program Positioning Metadata to Support Investments in Data
  • 22. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 13 • Transformations – Digital Transformations – Business Transformations – Application Transformations – Transformation to Become Digital, Business, and Application Centric – It is truly … All in the Data – Name of TDAN.com Column Since 2015 The Role of Metadata in a Data Governance Program Positioning Metadata to Support Investments in Data
  • 23. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 14 • Integrations – Systems & Applications – Data & Information – Analytical Integrations – Discovery / Science / Research The Role of Metadata in a Data Governance Program Positioning Metadata to Support Investments in Data Project Planned & Directed Metadata Collected Ownership Identified Stewardship Recognized Process Governed Governance Applied
  • 24. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 15 • Acquisitions – New Software & Applications – New Organizations & Alignments – Blends with Integrations and Transformations The Role of Metadata in a Data Governance Program Positioning Metadata to Support Investments in Data Project Planned & Directed Metadata Collected Ownership Identified Stewardship Recognized Process Governed Governance Applied
  • 25. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 16 • Status Quo – Maintenance – Performance – Connectivity – Access – Security – … Normal Upkeep The Role of Metadata in a Data Governance Program Positioning Metadata to Support Investments in Data Project Planned & Directed Metadata Collected Ownership Identified Stewardship Recognized Process Governed Governance Applied
  • 26. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 17 • Positioning – ROI from the Investment – Cost of Doing Business (Effectively) – Senior Leadership Support, Sponsor, and Understand – Positioning in Coordination with Other Investments – Do Not Look for Value from Data Governance or Metadata !!! – Look for Value Where the True Investments are Being Made !!! The Role of Metadata in a Data Governance Program Positioning Metadata to Support Investments in Data
  • 27. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 18 • Executive Roles – Senior Leadership • Strategic Roles – Data Governance Council or Committee • Tactical Roles – Data Domain or Subject Area Stewards • Operational Roles – Data Stewards • Support Roles – Administrator, Partners, Working Groups The Role of Metadata in a Data Governance Program Roles for the Governance of Metadata
  • 28. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 19
  • 29. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 20 • Executive Roles – Senior Leadership – Steering Committee – Typically Already Exists – No Specific Role Associated with Data Governance or Metadata – Approve Data Policy and/or Data Strategy – Support, Sponsor, and Understand the Activities – Line Item on Committee’s Agenda – Identify People for Strategic Level The Role of Metadata in a Data Governance Program Roles for the Governance of Metadata
  • 30. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 21 • Strategic Roles – Data Governance Council or Committee – Executive Sponsor of Data Governance & Metadata – Review Data Policy and/or Data Strategy – Support, Sponsor, & Understand the Activities – Meet with Regular Cadence – Set Priorities & Resolve Escalated Issues – Confirm People for Tactical Level The Role of Metadata in a Data Governance Program Roles for the Governance of Metadata
  • 31. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 22 • Tactical Roles – Data & Metadata Domain (Subject Matter) Stewards – Govern Data and Metadata Across Business Areas – Hardest Level to Recognize People (or its obvious) – Instrumental for Governance & Metadata Success – Accountable for Documentation Assurance – Accountable to the Strategic Level The Role of Metadata in a Data Governance Program Roles for the Governance of Metadata
  • 32. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 23 • Operational Roles – Data Stewards – Definers, Producers & Users of Data and Metadata – Held Formally Accountable for the Data and Metadata They Define, Produce, & Use – Largest User Base of Data and Metadata – Everybody is a Data Steward! – Accountable to the Organization The Role of Metadata in a Data Governance Program Roles for the Governance of Metadata
  • 33. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 24 • Support Roles – Administration • Data Governance Administrator • Data Catalog Administrator – Partners • Groups Already Governing • IT, IT Sec, HR, Legal, Audit, Cx, Privacy, DM, PMO … – Working Groups • Formed Ad Hoc • To Address Issues & Opportunities The Role of Metadata in a Data Governance Program Roles for the Governance of Metadata
  • 34. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 25 • The Metadata Will Not Define Itself • The Metadata Will Not Produce Itself • The Metadata Will Not Use Itself The Role of Metadata in a Data Governance Program Don’t Forget: The Metadata Will Not Govern Itself
  • 35. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 26 • The Metadata Will Not Define Itself – There are many categories of metadata. – It must be decided what metadata will be collected and managed. – The definition for the metadata should be provided. – Where the metadata originates, and lands must be decided. – Making the metadata (and all associated assets) available must be completed. The Role of Metadata in a Data Governance Program Don’t Forget: The Metadata Will Not Govern Itself
  • 36. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 27 • The Metadata Will Not Produce Itself – Automation is good. – Metadata must originate somewhere. – A person (role or people) must be accountable for creating the metadata. – Standards for metadata creation are an important consideration. – Call these people metadata production stewards. The Role of Metadata in a Data Governance Program Don’t Forget: The Metadata Will Not Govern Itself
  • 37. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 28 • The Metadata Will Not Use Itself – Awareness of metadata availability and value. – Access to metadata is important. – Feedback to provide continuous improvement of the metadata. – Build metadata and the data catalog into the way people work. – Activate a data marketplace – often starts with a metadata marketplace. – That is The Role of Metadata in a Data Governance Program. The Role of Metadata in a Data Governance Program Don’t Forget: The Metadata Will Not Govern Itself
  • 38. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 29 • In the webinar, I shared … – A Definition for Metadata That Assures Its Importance – Using Metadata to Improve Three Data Actions – Positioning Metadata to Support Investments in Data – Roles for the Governance of Metadata – Don’t Forget: The Metadata Will Not Govern Itself The Role of Metadata in a Data Governance Program Summary
  • 39. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 30 The Role of Metadata in a Data Governance Program Q & A - Contact Information • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com rseiner@tdan.com @RSeiner