SlideShare una empresa de Scribd logo
1 de 46
Descargar para leer sin conexión
1
Copyright © 2021 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
Data Governance and Metadata Management
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
December 16, 2021 – 11:00 a.m. PT / 2:00 p.m. ET
Data Governance and Metadata
Management
December 16, 2021
Matt Turner, Director Industry Strategy
How to find information? Can it be used? Should it be used? How should it be used?
We help people answer these core questions
Forrester
3x Leader
Machine Learning
Data Catalogs 2018,
2020, Data
Governance 2021
Top Vendor
5 Years in a Row
Dresner Advisory
Services Data Catalog
Market Study 2021
IDC
Leader
Worldwide Data
Catalog Software
2020 Vendor
Assessment
Gartner
4x MQ Leader
Magic Quadrant
for Metadata
Management
2017 - 2020
Alation Data Catalog
The Data Intelligence Platform for Data Governance, Discovery & Cloud Transformation
Data Management Survey 22
3 | © 2021 Alation, Inc. – All Rights Reserved.
Data Intelligence + Human Brilliance
The Alation Vision
To empower a curious and rational world
Data Culture
Data
Literacy
Enable proper
interpretation & analysis
Data
Governance
Take responsibility
& authority
Data Search
& Discovery
Find &
understand
Metadata Drives Data Culture
• Information about the data
• And it’s context
• How it should be used
• How it actually is used
• Knowing your data is key to data success
4 | © 2021 Alation, Inc. – All Rights Reserved.
Data Intelligence + Human Brilliance
5 | © 2021 Alation, Inc. – All Rights Reserved.
Data Intelligence + Human Brilliance
What is a Data Catalog?
• A repository of metadata on information sources across
an organization
- Search & discovery
- Data governance & curation
- Collaboration & analysis
• Catalogs a broad range of information assets
- Data sets, tables, articles, reports, queries, visualizations, conversations
• Includes common functionality such as:
Answers these
core questions:
How to find information?
Can it be used?
Should it be used?
How should it be used?
Business Glossary Lineage Catalog Pages Search
6 | © 2021 Alation, Inc. – All Rights Reserved.
Data Intelligence + Human Brilliance
Data Culture Gap
• Better making data available and everyone
actually using it
• BARC Report: 81% consider data an asset,
only 50% reported using data to improve
decision making
• New Vantage Partners Survey: 24%
reported creating a data driven
organization
• Alation Data Culture Report: 97% has
experienced a negative consequence from
not using data correctly
7 | © 2021 Alation, Inc. – All Rights Reserved.
Data Intelligence + Human Brilliance
Data Governance + Data Access
V
S
8 | © 2021 Alation, Inc. – All Rights Reserved.
Data Intelligence + Human Brilliance
Principles of Effective Data Governance Solution
Continuous
Improvement
People First Autonomous End-to-End
9 | © 2021 Alation, Inc. – All Rights Reserved.
Data Intelligence + Human Brilliance
How Alation Powers Active Data Governance
Monitor & Measure
• Determine policy conformance
• Create curation analysis
• Measure usage & asset creation
• Establish data quality
Establish Governance Framework
• Set mission & vision
• Create policies, standards & glossaries
Populate Data Catalog
• Ingest metadata (technical, business,
lineage)
• Analyze metadata (top users, popular
data)
Empower Data Stewards
• Recognize and assign stewards
• Automate stewardship processes
• Identify reviewers & workflow approvers
Curate Assets
• Describe data, apply quality flags
• Surface descriptions, quality, etc. to
users at point of data use
Apply Policies & Controls
• Implement policies & controls
• Enforce policies & controls
Drive Community Collaboration
• Promote trusted data use
• Leverage community knowledge
• Determine whether data is fit for purpose
/ intended use
Supported by Alation Active Data Governance
Service Offering
10 | © 2021 Alation, Inc. – All Rights Reserved.
Data Intelligence + Human Brilliance
Thank You!
Alation Custom Demo:
alation.com/learn-more
Active Data Governance
Methodology
https://www.alation.com/resource-center/whitepapers-
ebooks/data-governance-methodology
DataCulture Gap
https://www.alation.com/blog/barc-survey-data-
culture-gap/
Upcoming DataVersity
Webinar
Alation.com
Matt Turner
Director, Industry Strategy
matt.turner@alation.com
See Data Culture in
Action
Learn More Questions? We’ve Got
Answers!
Copyright © 2021 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
Data Governance and Metadata Management
Introduction
Real-World Data Governance – Monthly Webinar Series
January 20, 2022 – How Can Everybody Be a Data Steward?
Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net
Non-Invasive Data Governance Book
ISBN 9781935504856 / Technics Publications / Amazon.com
Speaking @ DATAVERSITY Live and Virtual Events
Enterprise Data Governance Online – January 26, 2022 – Virtual
Enterprise Data World 2022 – March 20-25, 2022 – San Diego, California
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 and DDL (US Army) Program
Copyright © 2021 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 the webinar, I will share
– Delivering an Improved Definition of Metadata
– Communicating the Relationship Between Successful Governance and Metadata
– Getting Your Business Community to Embrace the Need for Metadata
– Determining the Metadata That Will Provide the Most Bang for Your Bucks
– The Importance of Metadata Management to Becoming Data-Centric
Data Governance and Metadata Management
Abstract
Copyright © 2021 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
• Definitions, Definitions, and More Definitions
– Data Governance – Execution and Enforcement of Authority …
– Data Stewardship – Formalization of Accountability …
– Metadata – Data, Stored in IT Tools, Improve Business and Technical Understanding …
– Data Steward – A Person That is Held Formally Accountable …
– Metadata Management – Action of Managing the Definition, Production, and Usage …
Data Governance and Metadata Management
Delivering an Improved Definition of Metadata
… for the Management of
Data and Data-Related assets
Copyright © 2021 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
• Traditional Metadata Definitions
– Data about Data.
– Data that provides information about other data, but not the content of the data.
Data Governance and Metadata Management
Delivering an Improved Definition of Metadata
Copyright © 2021 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
• Traditional Metadata Definitions
– Descriptive metadata — the descriptive information about a resource. It is used for discovery
and identification. It includes elements such as name, definition, domains, valid values, and
location.
– Structural metadata — metadata about containers of data and indicates how compound
objects are put together, for example, how data are ordered to form tables in databases. It
describes the types, versions, relationships and other characteristics of data and digital
materials.
– Administrative metadata — the information to help manage a resource, like resource type,
permissions, and when and how it was created. Wikipedia
Data Governance and Metadata Management
Delivering an Improved Definition of Metadata
Copyright © 2021 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
• Traditional Metadata Definitions
– Reference metadata — the information about the contents and quality of statistical (coded?)
data.
– Statistical metadata, also called process data — may describe processes that collect, process,
or produce statistical data.
– Legal metadata — provides information about the creator, copyright holder, and public
licensing, if provided. Wikipedia
Data Governance and Metadata Management
Delivering an Improved Definition of Metadata
Copyright © 2021 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
• Improved Metadata Definition
– Data, stored in IT tools, that improves both the business and technical understanding, of data
and data related assets. Robert S. Seiner
– Data
– Stored in IT tools,
– That improves both the business and technical understanding,
– Of data and data related assets.
Data Governance and Metadata Management
Delivering an Improved Definition of Metadata
Copyright © 2021 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
• Sharing the Metadata Definition
– Pick a definition that makes sense for your organization.
– With the term “metadata” being used in the news, this adds to organizational confusion.
– Communicate the meaning of metadata.
– Begin with a resolute effort to manage your metadata.
– Metadata will not govern itself.
Data Governance and Metadata Management
Delivering an Improved Definition of Metadata
Copyright © 2021 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
Data Governance and Metadata Management
Communicating the Relationship Between Successful Governance and Metadata
• Impossible to Manage Anything …
– without governed information about that thing.
– Can you manage these things without data about them?
• Finances
• People
• Products
• Property
• Sales
• Other (all?)
The Impossible Cube
Copyright © 2021 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
Data Governance and Metadata Management
Communicating the Relationship Between Successful Governance and Metadata
• Recorded in IT Tools
– Metadata only becomes useful if recorded.
– Metadata only becomes valuable if it is made available.
– Metadata only demonstrates ROI if it is used.
– Metadata only becomes a natural asset if it is kept up to date.
– The data catalog is a centralized resource of metadata to the organization.
Copyright © 2021 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
Data Governance and Metadata Management
Communicating the Relationship Between Successful Governance and Metadata
• Requirements for Metadata Management and Data Governance
– Metadata Requirements
– Data Governance Requirements
Copyright © 2021 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
Data Governance and Metadata Management
Communicating the Relationship Between Successful Governance and Metadata
• Requirements for Metadata Management and Data Governance
– Metadata Requirements
• Metamodels and Software Releases
• Extensibility
• Self-Defined Loads
• Role Representation
• Process Integration
• Change Control and Versioning
• Communications
• End User Requirements
• Training and Education
• Resource Requirements
Copyright © 2021 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
Data Governance and Metadata Management
Communicating the Relationship Between Successful Governance and Metadata
• Requirements for Metadata Management and Data Governance
– Data Governance Requirements
• Usability of Business Glossary
• Custom Attributes
• Custom Relationships
• Data Stewardship
• Custom Roles
• Approval Workflows
• Data Policies, Standards and Processes
• Master Data Rules
• Allowable Values for Business Terms
• Data Lineage
• Impact Analysis
• Hierarchy of Data Artifacts
• Profiling of Diverse Data Sources
• Data Issues Log
• Data Issue Resolution Process
• Support for Internal Audit
• Data Governance Metrics
Copyright © 2021 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
Data Governance and Metadata Management
Communicating the Relationship Between Successful Governance and Metadata
• Metadata in the Data Governance Communications Plan
– Cross Reference Roles With Communications
– Three Os of Data Communications
• Orient people to the concepts and value of metadata.
• Onboard people to their role in the governance of metadata.
• Ongoing communications about the metrics and value of metadata and governance.
– Include in the Communications Plan
• Message
• Cadence
• Delivery Tool
• Who Will Develop and Deliver the Communications
Copyright © 2021 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
Copyright © 2021 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
Data Governance and Metadata Management
Communicating the Relationship Between Successful Governance and Metadata
• Measure Success of Communications
– Number of People / Percentage Oriented
– Number of People / Percentage Onboarded
– Internal Customer Satisfaction
– Data Catalog Usage
– Return on Investment from Data Investments
Copyright © 2021 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
Data Governance and Metadata Management
Getting Your Business Community to Embrace the Need for Metadata
• Who is the “Business” Community?
– Anybody that is not IT.
– Or it can include IT.
– Anybody that is a steward of data.
– Psssssss … Everybody is a Data Steward.
– The complete Data Governance Operating Model.
Copyright © 2021 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
Data Governance and Metadata Management
Getting Your Business Community to Embrace the Need for Metadata
• Questions to Ask the Business
– What can’t you do that you need to do because you don’t have access to (or have confidence
enough in) the data to do it?
– What would you be able to do if you had access to (and the confidence in) the data to do it?
– What information about the data will raise your level of confidence?
– That information is the metadata they need to have confidence in the data.
– Number one purpose statement for data governance is
“Use Strategic Data with Confidence!”
Copyright © 2021 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
Data Governance and Metadata Management
Getting Your Business Community to Embrace the Need for Metadata
• Business Involvement in Metadata Management
– Metadata Advocates
– Metadata Definers (Stewards)
– Metadata Producers (Stewards)
– Metadata Users (Stewards)
– Metadata Subject Matter Experts
– Metadata Validators
Copyright © 2021 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
Data Governance and Metadata Management
Getting Your Business Community to Embrace the Need for Metadata
• Activate the Data Catalog
– Select the Appropriate Metadata for the Data Catalog
– Steward the Metadata for the Data Catalog
– Steward the Source of the Metadata for the Data Catalog
– Steward the Target for the Metadata in the Data Catalog
– Rationalize the Metadata in the Data Catalog
– Build the Metadata in the Data Catalog into Business Process
Copyright © 2021 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
Data Governance and Metadata Management
Getting Your Business Community to Embrace the Need for Metadata
• Metadata … The One Thing Business Cannot Live Without
– Build the metadata in the data catalog into business process.
– Provide timely and accurate metadata through the data catalog.
– Raise the business’ confidence in the metadata.
– Get the business to suggest additional metadata that will add value.
– Get the metadata to be a resource the business cannot live without.
Copyright © 2021 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
Data Governance and Metadata Management
Determining the Metadata That Will Provide the Most Bang for Your Bucks
• Metadata Categories
– Data Administration Metadata
– Database Metadata
– Data Movement Metadata
– Business Intelligence / Data Analytics Metadata
– Data Governance Metadata
Copyright © 2021 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
Data Governance and Metadata Management
Determining the Metadata That Will Provide the Most Bang for Your Bucks
• Other Metadata Categories
• Data Catalog, Glossary, Dictionary Metadata (falls under DA Metadata)
• Data Quality Metadata (falls under DA Metadata)
• Data Modeling Metadata (falls under DA Metadata)
• Unstructured Data Metadata (content, records, knowledge, …)
• Data Definition, Production, and Usage Metadata
• Other Tool Metadata
Copyright © 2021 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
Data Governance and Metadata Management
Determining the Metadata That Will Provide the Most Bang for Your Bucks
• Metadata in the Categories
– Data Administration Metadata
– Database Metadata
– Data Movement Metadata
– Business Intelligence / Data Analytics Metadata
– Data Governance Metadata
Copyright © 2021 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
Data Governance and Metadata Management
Determining the Metadata That Will Provide the Most Bang for Your Bucks
• Questions the Metadata Can Answer
– Data Administration Metadata
– Database Metadata
– Data Movement Metadata
– Business Intelligence / Data Analytics Metadata
– Data Governance Metadata
Copyright © 2021 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
Data Governance and Metadata Management
Determining the Metadata That Will Provide the Most Bang for Your Bucks
• People That Will See Value in the Metadata
– Data Administration Metadata
– Database Metadata
– Data Movement Metadata
– Business Intelligence / Data Analytics Metadata
– Data Governance Metadata
Copyright © 2021 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
Data Governance and Metadata Management
Determining the Metadata That Will Provide the Most Bang for Your Bucks
• Most Bang for Your Bucks
– Metadata Inventory
– Metadata Quality in the Resources
– Metadata Stewardship
– Metadata Value to the Business
– Metadata Movement to the Data Catalog
– Cost of Value – How much will the metadata management cost?
– Value from Cost – How much value will the metadata management demonstrate?
Copyright © 2021 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
Data Governance and Metadata Management
The Importance of Metadata Management to Becoming Data-Centric
• Define Data-Centric
– Data-centric computing is an approach that merges innovative hardware and software to treat
data, not applications, as the permanent source of value. Data-centric computing aims to
rethink both hardware and software to extract as much value as possible from existing and
new data sources. Wikipedia
– Data centric refers to an architecture where data is the primary and permanent asset, and
applications come and go. Dave McComb in TDAN.com
Copyright © 2021 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
Data Governance and Metadata Management
The Importance of Metadata Management to Becoming Data-Centric
• What a Data-Centric Organization Looks Like
– A data-centric organization is one in which people, technologies and processes are designed
and developed with a clear intent of generating relevant information and utilizing it
collaboratively to enhance the business success of an organization. Wikipedia
– Data-driven-ness is about building tools, abilities, and, most crucially, a culture that acts on
data. Creating a Data-Driven Organization, Carl Anderson in Dave McComb’s TDAN.com Column
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
31
Data Governance and Metadata Management
The Importance of Metadata Management to Becoming Data-Centric
• Role of Metadata in Becoming Data-Centric
– Manage Data as a Primary and Permanent Asset
– Information Systems and Applications Come and Go
– Data-centric computing merges hardware and software to treat data as a source of value.
– Data-centric depends on people understanding and having confidence in the data.
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
32
Data Governance and Metadata Management
The Importance of Metadata Management to Becoming Data-Centric
• Role of Data Governance in Becoming Data-Centric
– Govern Data and Metadata as a Primary and Permanent Asset
– Information Systems and Applications Come and Go But the Data Sustains
– Data-centric computing merges hardware and software to treat metadata as a source of value.
– Data-centric depends on people understanding and having confidence in the metadata.
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
33
Data Governance and Metadata Management
The Importance of Metadata Management to Becoming Data-Centric
• Summarize Relationship Between Data Governance and Metadata
– Data Governance is the execution and enforcement of authority over the management of data
and data-related assets.
– Metadata Governance is the execution and enforcements of authority over the management
of metadata and metadata-related assets.
– Metadata is data recorded in IT tools that improves both the business and technical
understanding of data and data-related assets.
– Metadata is data and is a data-related asset.
– Data will not govern itself. Metadata will not govern itself.
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
34
• In the webinar, I shared
– Delivering an Improved Definition of Metadata
– Communicating the Relationship Between Successful Governance and Metadata
– Getting Your Business Community to Embrace the Need for Metadata
– Determining the Metadata That Will Provide the Most Bang for Your Bucks
– The Importance of Metadata Management to Becoming Data-Centric
Data Governance and Metadata Management
Summary
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
35
Data Governance and Metadata Management
Questions & Answers
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
36
Data Governance and Metadata Management
Contact Information
• Robert S. Seiner
KIK Consulting & Educational Services – KIKconsulting.com
The Data Administration Newsletter – TDAN.com
rseiner@tdan.com @RSeiner

Más contenido relacionado

La actualidad más candente

Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...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
 
Capability Model_Data Governance
Capability Model_Data GovernanceCapability Model_Data Governance
Capability Model_Data GovernanceSteve Novak
 
The Role of Data Governance in a Data Strategy
The Role of Data Governance in a Data StrategyThe Role of Data Governance in a Data Strategy
The Role of Data Governance in a Data StrategyDATAVERSITY
 
You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?Precisely
 
Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015Carl Anderson
 
Data Quality Best Practices
Data Quality Best PracticesData Quality Best Practices
Data Quality Best PracticesDATAVERSITY
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best PracticesDATAVERSITY
 
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceGlossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceDATAVERSITY
 
Data Architecture for Data Governance
Data Architecture for Data GovernanceData Architecture for Data Governance
Data Architecture for Data GovernanceDATAVERSITY
 
How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model DATUM LLC
 
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 Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best PracticesBoris Otto
 
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
 
How to Strengthen Enterprise Data Governance with Data Quality
How to Strengthen Enterprise Data Governance with Data QualityHow to Strengthen Enterprise Data Governance with Data Quality
How to Strengthen Enterprise Data Governance with Data QualityDATAVERSITY
 
Modern Data architecture Design
Modern Data architecture DesignModern Data architecture Design
Modern Data architecture DesignKujambu Murugesan
 
Data strategy in a Big Data world
Data strategy in a Big Data worldData strategy in a Big Data world
Data strategy in a Big Data worldCraig Milroy
 
The Business Glossary, Data Dictionary, Data Catalog Trifecta
The Business Glossary, Data Dictionary, Data Catalog TrifectaThe Business Glossary, Data Dictionary, Data Catalog Trifecta
The Business Glossary, Data Dictionary, Data Catalog Trifectageorgefirican
 
Data Management is Data Governance
Data Management is Data GovernanceData Management is Data Governance
Data Management is Data GovernanceDATAVERSITY
 
MDM Strategy & Roadmap
MDM Strategy & RoadmapMDM Strategy & Roadmap
MDM Strategy & Roadmapvictorlbrown
 

La actualidad más candente (20)

Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
 
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?
 
Capability Model_Data Governance
Capability Model_Data GovernanceCapability Model_Data Governance
Capability Model_Data Governance
 
The Role of Data Governance in a Data Strategy
The Role of Data Governance in a Data StrategyThe Role of Data Governance in a Data Strategy
The Role of Data Governance in a Data Strategy
 
You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?
 
Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015
 
Data Quality Best Practices
Data Quality Best PracticesData Quality Best Practices
Data Quality Best Practices
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best Practices
 
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceGlossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data Governance
 
Data Architecture for Data Governance
Data Architecture for Data GovernanceData Architecture for Data Governance
Data Architecture for Data Governance
 
How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model
 
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 Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best Practices
 
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
 
How to Strengthen Enterprise Data Governance with Data Quality
How to Strengthen Enterprise Data Governance with Data QualityHow to Strengthen Enterprise Data Governance with Data Quality
How to Strengthen Enterprise Data Governance with Data Quality
 
Modern Data architecture Design
Modern Data architecture DesignModern Data architecture Design
Modern Data architecture Design
 
Data strategy in a Big Data world
Data strategy in a Big Data worldData strategy in a Big Data world
Data strategy in a Big Data world
 
The Business Glossary, Data Dictionary, Data Catalog Trifecta
The Business Glossary, Data Dictionary, Data Catalog TrifectaThe Business Glossary, Data Dictionary, Data Catalog Trifecta
The Business Glossary, Data Dictionary, Data Catalog Trifecta
 
Data Management is Data Governance
Data Management is Data GovernanceData Management is Data Governance
Data Management is Data Governance
 
MDM Strategy & Roadmap
MDM Strategy & RoadmapMDM Strategy & Roadmap
MDM Strategy & Roadmap
 

Similar a Data Governance and Metadata Management

RWDG Slides: Data and Metadata Will Not Govern Themselves
RWDG Slides: Data and Metadata Will Not Govern ThemselvesRWDG Slides: Data and Metadata Will Not Govern Themselves
RWDG Slides: Data and Metadata Will Not Govern ThemselvesDATAVERSITY
 
The Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance ProgramThe Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance ProgramDATAVERSITY
 
RWDG Webinar: Using Data Governance to Improve Data Understanding
RWDG Webinar: Using Data Governance to Improve Data UnderstandingRWDG Webinar: Using Data Governance to Improve Data Understanding
RWDG Webinar: Using Data Governance to Improve Data UnderstandingDATAVERSITY
 
Data Governance and Data Science to Improve Data Quality
Data Governance and Data Science to Improve Data QualityData Governance and Data Science to Improve Data Quality
Data Governance and Data Science to Improve Data QualityDATAVERSITY
 
Data Governance vs. Information Governance
Data Governance vs. Information GovernanceData Governance vs. Information Governance
Data Governance vs. Information GovernanceDATAVERSITY
 
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 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
 
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJXDriving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJXDATAVERSITY
 
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
 
RWDG Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in ActionRWDG Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in ActionDATAVERSITY
 
RWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata GovernanceRWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata GovernanceDATAVERSITY
 
RWDG Webinar: A Data Governance Framework for Smart Data
RWDG Webinar: A Data Governance Framework for Smart DataRWDG Webinar: A Data Governance Framework for Smart Data
RWDG Webinar: A Data Governance Framework for Smart DataDATAVERSITY
 
Improving Data Analytics with Data Governance
Improving Data Analytics with Data GovernanceImproving Data Analytics with Data Governance
Improving Data Analytics with Data GovernanceDATAVERSITY
 
Convincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialConvincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialDATAVERSITY
 
RWDG Slides: Glossaries, Dictionaries, and Catalogs Result in Data Governance
RWDG Slides: Glossaries, Dictionaries, and Catalogs Result in Data GovernanceRWDG Slides: Glossaries, Dictionaries, and Catalogs Result in Data Governance
RWDG Slides: Glossaries, Dictionaries, and Catalogs Result in Data GovernanceDATAVERSITY
 
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: 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
 
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
 
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data DictionaryRWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data DictionaryDATAVERSITY
 

Similar a Data Governance and Metadata Management (20)

RWDG Slides: Data and Metadata Will Not Govern Themselves
RWDG Slides: Data and Metadata Will Not Govern ThemselvesRWDG Slides: Data and Metadata Will Not Govern Themselves
RWDG Slides: Data and Metadata Will Not Govern Themselves
 
The Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance ProgramThe Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance Program
 
RWDG Webinar: Using Data Governance to Improve Data Understanding
RWDG Webinar: Using Data Governance to Improve Data UnderstandingRWDG Webinar: Using Data Governance to Improve Data Understanding
RWDG Webinar: Using Data Governance to Improve Data Understanding
 
Data Governance and Data Science to Improve Data Quality
Data Governance and Data Science to Improve Data QualityData Governance and Data Science to Improve Data Quality
Data Governance and Data Science to Improve Data Quality
 
Data Governance vs. Information Governance
Data Governance vs. Information GovernanceData Governance vs. Information Governance
Data Governance vs. Information Governance
 
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 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
 
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJXDriving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
 
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?
 
RWDG Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in ActionRWDG Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in Action
 
RWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata GovernanceRWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata Governance
 
RWDG Webinar: A Data Governance Framework for Smart Data
RWDG Webinar: A Data Governance Framework for Smart DataRWDG Webinar: A Data Governance Framework for Smart Data
RWDG Webinar: A Data Governance Framework for Smart Data
 
Improving Data Analytics with Data Governance
Improving Data Analytics with Data GovernanceImproving Data Analytics with Data Governance
Improving Data Analytics with Data Governance
 
Convincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialConvincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is Essential
 
RWDG Slides: Glossaries, Dictionaries, and Catalogs Result in Data Governance
RWDG Slides: Glossaries, Dictionaries, and Catalogs Result in Data GovernanceRWDG Slides: Glossaries, Dictionaries, and Catalogs Result in Data Governance
RWDG Slides: Glossaries, Dictionaries, and Catalogs Result in Data Governance
 
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: 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 
 
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 ...
 
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data DictionaryRWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
 

Más de 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
 
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
 
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
 

Más de 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
 
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?
 
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
 

Último

IMA MSN - Medical Students Network (2).pptx
IMA MSN - Medical Students Network (2).pptxIMA MSN - Medical Students Network (2).pptx
IMA MSN - Medical Students Network (2).pptxdolaknnilon
 
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfPredicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfBoston Institute of Analytics
 
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
 
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
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Jack DiGiovanna
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhijennyeacort
 
GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]📊 Markus Baersch
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryJeremy Anderson
 
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
 
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
 
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSINGmarianagonzalez07
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档208367051
 
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptdokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptSonatrach
 
INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDINTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDRafezzaman
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort servicejennyeacort
 
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
 
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
 
Customer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxCustomer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxEmmanuel Dauda
 
Identifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population MeanIdentifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population MeanMYRABACSAFRA2
 
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default  Presentation : Data Analysis Project PPTPredictive Analysis for Loan Default  Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPTBoston Institute of Analytics
 

Último (20)

IMA MSN - Medical Students Network (2).pptx
IMA MSN - Medical Students Network (2).pptxIMA MSN - Medical Students Network (2).pptx
IMA MSN - Medical Students Network (2).pptx
 
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfPredicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.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...
 
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
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
 
GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data Story
 
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
 
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
 
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
 
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptdokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
 
INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDINTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
 
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
 
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
 
Customer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxCustomer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptx
 
Identifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population MeanIdentifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population Mean
 
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default  Presentation : Data Analysis Project PPTPredictive Analysis for Loan Default  Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
 

Data Governance and Metadata Management

  • 1. 1 Copyright © 2021 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 Data Governance and Metadata Management Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com December 16, 2021 – 11:00 a.m. PT / 2:00 p.m. ET
  • 2. Data Governance and Metadata Management December 16, 2021 Matt Turner, Director Industry Strategy
  • 3. How to find information? Can it be used? Should it be used? How should it be used? We help people answer these core questions Forrester 3x Leader Machine Learning Data Catalogs 2018, 2020, Data Governance 2021 Top Vendor 5 Years in a Row Dresner Advisory Services Data Catalog Market Study 2021 IDC Leader Worldwide Data Catalog Software 2020 Vendor Assessment Gartner 4x MQ Leader Magic Quadrant for Metadata Management 2017 - 2020 Alation Data Catalog The Data Intelligence Platform for Data Governance, Discovery & Cloud Transformation Data Management Survey 22
  • 4. 3 | © 2021 Alation, Inc. – All Rights Reserved. Data Intelligence + Human Brilliance The Alation Vision To empower a curious and rational world Data Culture Data Literacy Enable proper interpretation & analysis Data Governance Take responsibility & authority Data Search & Discovery Find & understand
  • 5. Metadata Drives Data Culture • Information about the data • And it’s context • How it should be used • How it actually is used • Knowing your data is key to data success 4 | © 2021 Alation, Inc. – All Rights Reserved. Data Intelligence + Human Brilliance
  • 6. 5 | © 2021 Alation, Inc. – All Rights Reserved. Data Intelligence + Human Brilliance What is a Data Catalog? • A repository of metadata on information sources across an organization - Search & discovery - Data governance & curation - Collaboration & analysis • Catalogs a broad range of information assets - Data sets, tables, articles, reports, queries, visualizations, conversations • Includes common functionality such as: Answers these core questions: How to find information? Can it be used? Should it be used? How should it be used? Business Glossary Lineage Catalog Pages Search
  • 7. 6 | © 2021 Alation, Inc. – All Rights Reserved. Data Intelligence + Human Brilliance Data Culture Gap • Better making data available and everyone actually using it • BARC Report: 81% consider data an asset, only 50% reported using data to improve decision making • New Vantage Partners Survey: 24% reported creating a data driven organization • Alation Data Culture Report: 97% has experienced a negative consequence from not using data correctly
  • 8. 7 | © 2021 Alation, Inc. – All Rights Reserved. Data Intelligence + Human Brilliance Data Governance + Data Access V S
  • 9. 8 | © 2021 Alation, Inc. – All Rights Reserved. Data Intelligence + Human Brilliance Principles of Effective Data Governance Solution Continuous Improvement People First Autonomous End-to-End
  • 10. 9 | © 2021 Alation, Inc. – All Rights Reserved. Data Intelligence + Human Brilliance How Alation Powers Active Data Governance Monitor & Measure • Determine policy conformance • Create curation analysis • Measure usage & asset creation • Establish data quality Establish Governance Framework • Set mission & vision • Create policies, standards & glossaries Populate Data Catalog • Ingest metadata (technical, business, lineage) • Analyze metadata (top users, popular data) Empower Data Stewards • Recognize and assign stewards • Automate stewardship processes • Identify reviewers & workflow approvers Curate Assets • Describe data, apply quality flags • Surface descriptions, quality, etc. to users at point of data use Apply Policies & Controls • Implement policies & controls • Enforce policies & controls Drive Community Collaboration • Promote trusted data use • Leverage community knowledge • Determine whether data is fit for purpose / intended use Supported by Alation Active Data Governance Service Offering
  • 11. 10 | © 2021 Alation, Inc. – All Rights Reserved. Data Intelligence + Human Brilliance Thank You! Alation Custom Demo: alation.com/learn-more Active Data Governance Methodology https://www.alation.com/resource-center/whitepapers- ebooks/data-governance-methodology DataCulture Gap https://www.alation.com/blog/barc-survey-data- culture-gap/ Upcoming DataVersity Webinar Alation.com Matt Turner Director, Industry Strategy matt.turner@alation.com See Data Culture in Action Learn More Questions? We’ve Got Answers!
  • 12. Copyright © 2021 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 Data Governance and Metadata Management Introduction Real-World Data Governance – Monthly Webinar Series January 20, 2022 – How Can Everybody Be a Data Steward? Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net Non-Invasive Data Governance Book ISBN 9781935504856 / Technics Publications / Amazon.com Speaking @ DATAVERSITY Live and Virtual Events Enterprise Data Governance Online – January 26, 2022 – Virtual Enterprise Data World 2022 – March 20-25, 2022 – San Diego, California 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 and DDL (US Army) Program
  • 13. Copyright © 2021 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 the webinar, I will share – Delivering an Improved Definition of Metadata – Communicating the Relationship Between Successful Governance and Metadata – Getting Your Business Community to Embrace the Need for Metadata – Determining the Metadata That Will Provide the Most Bang for Your Bucks – The Importance of Metadata Management to Becoming Data-Centric Data Governance and Metadata Management Abstract
  • 14. Copyright © 2021 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 • Definitions, Definitions, and More Definitions – Data Governance – Execution and Enforcement of Authority … – Data Stewardship – Formalization of Accountability … – Metadata – Data, Stored in IT Tools, Improve Business and Technical Understanding … – Data Steward – A Person That is Held Formally Accountable … – Metadata Management – Action of Managing the Definition, Production, and Usage … Data Governance and Metadata Management Delivering an Improved Definition of Metadata … for the Management of Data and Data-Related assets
  • 15. Copyright © 2021 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 • Traditional Metadata Definitions – Data about Data. – Data that provides information about other data, but not the content of the data. Data Governance and Metadata Management Delivering an Improved Definition of Metadata
  • 16. Copyright © 2021 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 • Traditional Metadata Definitions – Descriptive metadata — the descriptive information about a resource. It is used for discovery and identification. It includes elements such as name, definition, domains, valid values, and location. – Structural metadata — metadata about containers of data and indicates how compound objects are put together, for example, how data are ordered to form tables in databases. It describes the types, versions, relationships and other characteristics of data and digital materials. – Administrative metadata — the information to help manage a resource, like resource type, permissions, and when and how it was created. Wikipedia Data Governance and Metadata Management Delivering an Improved Definition of Metadata
  • 17. Copyright © 2021 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 • Traditional Metadata Definitions – Reference metadata — the information about the contents and quality of statistical (coded?) data. – Statistical metadata, also called process data — may describe processes that collect, process, or produce statistical data. – Legal metadata — provides information about the creator, copyright holder, and public licensing, if provided. Wikipedia Data Governance and Metadata Management Delivering an Improved Definition of Metadata
  • 18. Copyright © 2021 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 • Improved Metadata Definition – Data, stored in IT tools, that improves both the business and technical understanding, of data and data related assets. Robert S. Seiner – Data – Stored in IT tools, – That improves both the business and technical understanding, – Of data and data related assets. Data Governance and Metadata Management Delivering an Improved Definition of Metadata
  • 19. Copyright © 2021 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 • Sharing the Metadata Definition – Pick a definition that makes sense for your organization. – With the term “metadata” being used in the news, this adds to organizational confusion. – Communicate the meaning of metadata. – Begin with a resolute effort to manage your metadata. – Metadata will not govern itself. Data Governance and Metadata Management Delivering an Improved Definition of Metadata
  • 20. Copyright © 2021 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 Data Governance and Metadata Management Communicating the Relationship Between Successful Governance and Metadata • Impossible to Manage Anything … – without governed information about that thing. – Can you manage these things without data about them? • Finances • People • Products • Property • Sales • Other (all?) The Impossible Cube
  • 21. Copyright © 2021 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 Data Governance and Metadata Management Communicating the Relationship Between Successful Governance and Metadata • Recorded in IT Tools – Metadata only becomes useful if recorded. – Metadata only becomes valuable if it is made available. – Metadata only demonstrates ROI if it is used. – Metadata only becomes a natural asset if it is kept up to date. – The data catalog is a centralized resource of metadata to the organization.
  • 22. Copyright © 2021 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 Data Governance and Metadata Management Communicating the Relationship Between Successful Governance and Metadata • Requirements for Metadata Management and Data Governance – Metadata Requirements – Data Governance Requirements
  • 23. Copyright © 2021 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 Data Governance and Metadata Management Communicating the Relationship Between Successful Governance and Metadata • Requirements for Metadata Management and Data Governance – Metadata Requirements • Metamodels and Software Releases • Extensibility • Self-Defined Loads • Role Representation • Process Integration • Change Control and Versioning • Communications • End User Requirements • Training and Education • Resource Requirements
  • 24. Copyright © 2021 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 Data Governance and Metadata Management Communicating the Relationship Between Successful Governance and Metadata • Requirements for Metadata Management and Data Governance – Data Governance Requirements • Usability of Business Glossary • Custom Attributes • Custom Relationships • Data Stewardship • Custom Roles • Approval Workflows • Data Policies, Standards and Processes • Master Data Rules • Allowable Values for Business Terms • Data Lineage • Impact Analysis • Hierarchy of Data Artifacts • Profiling of Diverse Data Sources • Data Issues Log • Data Issue Resolution Process • Support for Internal Audit • Data Governance Metrics
  • 25. Copyright © 2021 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 Data Governance and Metadata Management Communicating the Relationship Between Successful Governance and Metadata • Metadata in the Data Governance Communications Plan – Cross Reference Roles With Communications – Three Os of Data Communications • Orient people to the concepts and value of metadata. • Onboard people to their role in the governance of metadata. • Ongoing communications about the metrics and value of metadata and governance. – Include in the Communications Plan • Message • Cadence • Delivery Tool • Who Will Develop and Deliver the Communications
  • 26. Copyright © 2021 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
  • 27. Copyright © 2021 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 Data Governance and Metadata Management Communicating the Relationship Between Successful Governance and Metadata • Measure Success of Communications – Number of People / Percentage Oriented – Number of People / Percentage Onboarded – Internal Customer Satisfaction – Data Catalog Usage – Return on Investment from Data Investments
  • 28. Copyright © 2021 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 Data Governance and Metadata Management Getting Your Business Community to Embrace the Need for Metadata • Who is the “Business” Community? – Anybody that is not IT. – Or it can include IT. – Anybody that is a steward of data. – Psssssss … Everybody is a Data Steward. – The complete Data Governance Operating Model.
  • 29. Copyright © 2021 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 Data Governance and Metadata Management Getting Your Business Community to Embrace the Need for Metadata • Questions to Ask the Business – What can’t you do that you need to do because you don’t have access to (or have confidence enough in) the data to do it? – What would you be able to do if you had access to (and the confidence in) the data to do it? – What information about the data will raise your level of confidence? – That information is the metadata they need to have confidence in the data. – Number one purpose statement for data governance is “Use Strategic Data with Confidence!”
  • 30. Copyright © 2021 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 Data Governance and Metadata Management Getting Your Business Community to Embrace the Need for Metadata • Business Involvement in Metadata Management – Metadata Advocates – Metadata Definers (Stewards) – Metadata Producers (Stewards) – Metadata Users (Stewards) – Metadata Subject Matter Experts – Metadata Validators
  • 31. Copyright © 2021 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 Data Governance and Metadata Management Getting Your Business Community to Embrace the Need for Metadata • Activate the Data Catalog – Select the Appropriate Metadata for the Data Catalog – Steward the Metadata for the Data Catalog – Steward the Source of the Metadata for the Data Catalog – Steward the Target for the Metadata in the Data Catalog – Rationalize the Metadata in the Data Catalog – Build the Metadata in the Data Catalog into Business Process
  • 32. Copyright © 2021 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 Data Governance and Metadata Management Getting Your Business Community to Embrace the Need for Metadata • Metadata … The One Thing Business Cannot Live Without – Build the metadata in the data catalog into business process. – Provide timely and accurate metadata through the data catalog. – Raise the business’ confidence in the metadata. – Get the business to suggest additional metadata that will add value. – Get the metadata to be a resource the business cannot live without.
  • 33. Copyright © 2021 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 Data Governance and Metadata Management Determining the Metadata That Will Provide the Most Bang for Your Bucks • Metadata Categories – Data Administration Metadata – Database Metadata – Data Movement Metadata – Business Intelligence / Data Analytics Metadata – Data Governance Metadata
  • 34. Copyright © 2021 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 Data Governance and Metadata Management Determining the Metadata That Will Provide the Most Bang for Your Bucks • Other Metadata Categories • Data Catalog, Glossary, Dictionary Metadata (falls under DA Metadata) • Data Quality Metadata (falls under DA Metadata) • Data Modeling Metadata (falls under DA Metadata) • Unstructured Data Metadata (content, records, knowledge, …) • Data Definition, Production, and Usage Metadata • Other Tool Metadata
  • 35. Copyright © 2021 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 Data Governance and Metadata Management Determining the Metadata That Will Provide the Most Bang for Your Bucks • Metadata in the Categories – Data Administration Metadata – Database Metadata – Data Movement Metadata – Business Intelligence / Data Analytics Metadata – Data Governance Metadata
  • 36. Copyright © 2021 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 Data Governance and Metadata Management Determining the Metadata That Will Provide the Most Bang for Your Bucks • Questions the Metadata Can Answer – Data Administration Metadata – Database Metadata – Data Movement Metadata – Business Intelligence / Data Analytics Metadata – Data Governance Metadata
  • 37. Copyright © 2021 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 Data Governance and Metadata Management Determining the Metadata That Will Provide the Most Bang for Your Bucks • People That Will See Value in the Metadata – Data Administration Metadata – Database Metadata – Data Movement Metadata – Business Intelligence / Data Analytics Metadata – Data Governance Metadata
  • 38. Copyright © 2021 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 Data Governance and Metadata Management Determining the Metadata That Will Provide the Most Bang for Your Bucks • Most Bang for Your Bucks – Metadata Inventory – Metadata Quality in the Resources – Metadata Stewardship – Metadata Value to the Business – Metadata Movement to the Data Catalog – Cost of Value – How much will the metadata management cost? – Value from Cost – How much value will the metadata management demonstrate?
  • 39. Copyright © 2021 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 Data Governance and Metadata Management The Importance of Metadata Management to Becoming Data-Centric • Define Data-Centric – Data-centric computing is an approach that merges innovative hardware and software to treat data, not applications, as the permanent source of value. Data-centric computing aims to rethink both hardware and software to extract as much value as possible from existing and new data sources. Wikipedia – Data centric refers to an architecture where data is the primary and permanent asset, and applications come and go. Dave McComb in TDAN.com
  • 40. Copyright © 2021 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 Data Governance and Metadata Management The Importance of Metadata Management to Becoming Data-Centric • What a Data-Centric Organization Looks Like – A data-centric organization is one in which people, technologies and processes are designed and developed with a clear intent of generating relevant information and utilizing it collaboratively to enhance the business success of an organization. Wikipedia – Data-driven-ness is about building tools, abilities, and, most crucially, a culture that acts on data. Creating a Data-Driven Organization, Carl Anderson in Dave McComb’s TDAN.com Column
  • 41. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 31 Data Governance and Metadata Management The Importance of Metadata Management to Becoming Data-Centric • Role of Metadata in Becoming Data-Centric – Manage Data as a Primary and Permanent Asset – Information Systems and Applications Come and Go – Data-centric computing merges hardware and software to treat data as a source of value. – Data-centric depends on people understanding and having confidence in the data.
  • 42. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 32 Data Governance and Metadata Management The Importance of Metadata Management to Becoming Data-Centric • Role of Data Governance in Becoming Data-Centric – Govern Data and Metadata as a Primary and Permanent Asset – Information Systems and Applications Come and Go But the Data Sustains – Data-centric computing merges hardware and software to treat metadata as a source of value. – Data-centric depends on people understanding and having confidence in the metadata.
  • 43. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 33 Data Governance and Metadata Management The Importance of Metadata Management to Becoming Data-Centric • Summarize Relationship Between Data Governance and Metadata – Data Governance is the execution and enforcement of authority over the management of data and data-related assets. – Metadata Governance is the execution and enforcements of authority over the management of metadata and metadata-related assets. – Metadata is data recorded in IT tools that improves both the business and technical understanding of data and data-related assets. – Metadata is data and is a data-related asset. – Data will not govern itself. Metadata will not govern itself.
  • 44. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 34 • In the webinar, I shared – Delivering an Improved Definition of Metadata – Communicating the Relationship Between Successful Governance and Metadata – Getting Your Business Community to Embrace the Need for Metadata – Determining the Metadata That Will Provide the Most Bang for Your Bucks – The Importance of Metadata Management to Becoming Data-Centric Data Governance and Metadata Management Summary
  • 45. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 35 Data Governance and Metadata Management Questions & Answers
  • 46. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 36 Data Governance and Metadata Management Contact Information • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com rseiner@tdan.com @RSeiner