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
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
July 21, 2022 – 11:00 a.m. PT / 2:00 p.m. ET
Result
Jim Barker
Director of Professional Services, Data Strategy
Glossaries, Dictionaries, and Catalogs
Result in Data Governance
2 | © 2022 Alation, Inc. – All Rights Reserved.
Data Intelligence + Human Brilliance™
Data Governance Elevator Pitch & Definition
Data Governance is the people, processes, and technology that enable delivery of the
right data to the right people at the right time to allow data driven decisions based
upon trusted information bridging the gap between technology & the business.
3 | © 2022 Alation, Inc. – All Rights Reserved.
Data Intelligence + Human Brilliance™
Data Architecture
Data
Quality
Data
Security
DataOps
Standards
&
Compliance
Data Leadership
4 | © 2022 Alation, Inc. – All Rights Reserved.
Data Intelligence + Human Brilliance™
Supported by Alation Active Data Governance
Service Offering
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
Drive Community
Collaboration
• Promote trusted data use
• Leverage community knowledge
• Determine whether data is fit for
purpose / intended use
Apply Policies & Controls
• Implement policies & controls
• Enforce policies & controls
How Alation Powers Active Data Governance
5 | © 2022 Alation, Inc. – All Rights Reserved.
Data Intelligence + Human Brilliance™
NextGen Data Quality Process - 12 Step
Communicate Actions and Results
This is evolved from the 10 Step DQ Process as found in Executing Data Quality Projects by Danette McGilvray
The Catalog - Your Data Governance Home
Develop
Improvement
Plans (SIPOC)
Build Data
Quality Rules
Curate Data
Objects &
Document Risks
Design & Build
Improvements
Check & Repeat
Correct Current
Data Errors
Identify
Governed Data
Fields
Identify Fields
that should
have Data
Quality Focus
Assess Data
Quality Rule
Specifics
Assess Business
Rules (FMEA)
Implement
Business
Process
Improvements
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
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Introduction
Real-World Data Governance – Monthly Webinar Series
August 18, 2022: The Impact of Data Governance on Data Literacy
Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net
Upcoming Events
DAMA Germany – Virtual – September 2022
Information Governance World 2022 – Virtual – September 2022
DATAVERSITY – Data Governance & Information Quality East – December 2022
Non-Invasive Data Governance Book
Available Now: ISBN 9781935504856 / Technics Publications / Amazon.com
Non-Invasive Data Governance / Metadata Governance Online Learning Plans
Latest: Business Glossaries, Data Dictionaries and Data Catalogs
DATAVERSITY Training Center – https://training.dataversity.net
The Data Administration Newsletter (TDAN.com)
Twice Monthly: Data Articles, Columns, Blogs and Features
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 …
– Successful Data Governance Relies on Value from Tools
– What It Means to Govern Your Data Catalog, Business Glossary, and Data Dictionary
– Why Governing the Metadata in These Tools is Important
– The Roles Necessary to Govern These Tools
– Governance Resulting from Metadata in Catalogs, Glossaries, and Dictionaries
Glossaries, Dictionaries, and Catalogs Result in Data Governance
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 metadata will not govern itself.
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Definitions
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
• Business Glossary – A Business Glossary differs from a Data Dictionary in that its focal point, Data
Governance, goes beyond a Data Warehouse or database. A Business Glossary is a means of
sharing internal vocabulary within an organization. Dataversity
– Initially created separate; not linked to the data of the organization.
– Later linked to the data so people can find data through business language.
– Used to develop Common Business Language.
– Requires Businesspeople to define, validate and approve the vocabulary of the Business.
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Definitions
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
• Data Dictionary - A list of pieces of data (elements) that are included within a specific data
resource like an application, data warehouse or a data lake; or that includes multiple data and
information resources. For each element, the list includes the technical and business attributes
(characteristics) selected by the organization to add value to the data and information users.
– A move towards Enterprise Data Dictionaries. Will it catch on or is it better when data
resource-specific?
– Stored in many resources – Documents, Spreadsheets, SharePoint, … others available at time
of development.
– Data Resource-Specific includes all the data elements of that resource.
– Critical Data Element-Specific includes data regarded as strategic or cross-functional by
commonality.
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Definitions
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
• Data Catalog – A database that includes an inventory of data, data resources, and the people or
person(s) that are accountable for defining, producing and using the data. Detail of the data
elements can be included with information about where the data can be found and the people
that are accountable for the data without duplicating the information included in the data
dictionary.
– Lack of common definition across organizations and vendors.
– Necessitates specific requirements that are being addressed.
– Focus on inventory of data resources and the people that are accountable for definition,
production and use.
– Been compared to a metadata repository but they are different (?)
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Definitions
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 Tiers of Metadata
– Data Domains
– Business Glossary
– Data Dictionary
– Data Catalog
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Definitions
Data
w/in
Resource
Data
w/in
Resource
Data Domains
Business Glossary
Data Dictionary
Data Catalog
Subject Areas
Data Topics
Business Areas
Semantic Metadata
Business Vocabulary
Common Terminology
Business Language
Business Metadata
Definition of Standard Data
Element and Associated
Context Specific Attributes
Technical Metadata
Inventory and Details of Data
in Specific Data Resource
ETS SEMANTIC FRAMEWORK
DATA ONTOLOGY DETAIL
Data Dictionary
Data Catalog
Business Metadata
Definition and attributes of Data
Element in a Specific Resource
Technical Metadata
Details of Data Element in
Specific Data Resource
Data Catalog
Technical Metadata
Details of Data Element in
Specific Data Resource
Data Dictionary
Logical
Alias
Physical
Alias
Where Data is
in Specific
Resources
ETS Semantic Framework Definitions
Data Domains – Groupings of data pertaining to a subject, topic or entity.
Business Glossary – Pieces of data that pertain to a specific Data Domain.
Data Standards – Guideline and specification for the data pieces that are included in the Glossary.
Data Dictionary – Use of the piece of data within a specific Data Resources.
Data Inventory – Register of available Data Resources.
Data Catalog – Details of Data Resources and data available in the Data Resources.
Data Resource – Information system, database or data store.
Attributes – Characteristics of the standards, systems and data within the systems.
Alias – Represented by a different name.
Topic
consists
of
terms.
Data
associated
with
terms
Data
located
in
resources
Business Metadata
Definition and attributes of Data
Element in a Specific Resource
Where Data is
in a Specific
Resources
Many
One
Relationships
Framework developed by KIK Consulting for use at ETS Last updated – August 04, 2020
Where Topic is in Specific Resources
Where Data is in Specific Resources
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
• Successful Data Governance
– Supported, sponsored and understood.
– Somebody has responsibility for the program.
– Incrementally deployed.
– Authority executed and enforced.
– Accountability formalized.
– Built into everyday activities.
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Successful Data Governance Relies on Value from Tools
What is Success?
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
• Value from Tools
– Tools are acquired, leveraged, and/or developed.
– People understand and use the tools.
– Use of the tools is built into commonplace activities.
– They automate the metadata ingestion process.
– Education and Training are normal curriculum.
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Successful Data Governance Relies on Value from Tools
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
• Relies On or is Enabled By
– Relies On – Can you implement effective Data Governance without these tools?
– Enabled By – Can you articulate the impact these tools have on Data Governance?
– Or maybe it is both … Relies on being enabled by the tool.
– These Tools are Connecting Points for Data Stewards.
– Value Driven from Tools is a Rallying Point for Data Stewards.
– These Tools Can Become the Backbone of Successful Data Governance.
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Successful Data Governance Relies on Value from Tools
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
• Purchased Tools
– Purchasing a Business Glossary Tool.
– Purchasing a Data Dictionary Tool.
– Purchasing a Data Catalog Tool.
– Are you going to Purchase a Business Glossary or a Data Dictionary?
– Or are you going to build a DIY Glossary and Dictionary?
– Are the Business Glossary and Data Dictionary Part of the Data Catalog?
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Successful Data Governance Relies on Value from Tools
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
• Internally Developed Tools & Templates
– Least expensive tools.
– Created for a specific function.
– Demonstrate just-in-time availability.
– Scalability may be an issue.
– Lack of interoperability.
– Precursor to acquiring tools.
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Successful Data Governance Relies on Value from Tools
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
• Metadata Governance & Stewardship
– Authority is Executed and Enforced – Metadata is Governed
– Accountability is Formalized – Metadata is Stewarded
– The “right” people are collecting the “right” metadata in the “right” way …
– Metadata is Injected, Inspected, Detected, Infected, Neglected and Selected
– Purposeful Effort to Govern and Steward Metadata
Glossaries, Dictionaries, and Catalogs Result in Data Governance
What It Means to Govern Your Data Catalog, Business Glossary, and Data Dictionary
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
• Governance & Stewardship of the Three
– Authority Over the Tools is Executed and Enforced – Tools are Governed
– Accountability for Metadata is Formalized – Metadata in Tools is Stewarded
– The “right” people are collecting the “right” metadata in the “right” way …
– Metadata is Injected, Inspected, Detected, Infected, Neglected and Selected
– Purposeful Effort to Govern and Steward the Tools
Glossaries, Dictionaries, and Catalogs Result in Data Governance
What It Means to Govern Your Data Catalog, Business Glossary, and Data Dictionary
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
• Formal Accountability for Metadata
– Accountability for Defining the Metadata That Will Be Collected
– Accountability for Producing the Metadata That Will Be Used
– Accountability for Using Metadata to Assist in Daily Functions
Glossaries, Dictionaries, and Catalogs Result in Data Governance
What It Means to Govern Your Data Catalog, Business Glossary, and Data Dictionary
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
• Tools Result in Data Governance
– A Tool Will Add Limited Value If the Tool Itself and the Metadata Within Are Not Governed!
– Insert “Data Warehouse”, “Process to Deliver the Data Resource”, and “Data Within”
– An Area of Data Requiring Discipline
– The Data Will Not Govern Itself
– The Metadata Will Not Govern Itself
Glossaries, Dictionaries, and Catalogs Result in Data Governance
What It Means to Govern Your Data Catalog, Business Glossary, and Data Dictionary
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
• Metadata Must Be Defined, Produced, and Used
– Define the Metadata
• Define Which Metadata Will Be Managed
• Define Where the Metadata Will Be Managed
• Define Who Will Produce and Use the Metadata
• Define How the Metadata Will Be Produced and Used
– Produce the Metadata
– Use the Metadata
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Why Governing the Metadata in These Tools is Important
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
• Metadata is Data That Will Be Relied On
– Relied on to Locate Data
– Relied on to Protect Data
– Relied on to Improve Confidence in Data
– Relied on to Improve Quality of Data
– Relied on to Improve Analyze, Report on, Make Decisions With Data
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Why Governing the Metadata in These Tools is Important
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
• The Data Will Not Govern Itself
• The Metadata Will Not Govern Itself
• You have heard me say these statements many times.
• Requires a Purposeful, Resolute, Determined, Staunch, Unyielding, Stubborn, Unbendable,
Steadfast, Tenacious, Persevering effort.
“How many data stewards are we going to need and how long will we need them for?”
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Why Governing the Metadata in These Tools is Important
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
• Operating Model
Glossaries, Dictionaries, and Catalogs Result in Data Governance
The Roles Necessary to Govern These Tools
Senior Leadership
Strategic Council
Subject Matter Stewards
Data Stewards
Administrator
Partners
Teams
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
• Metadata Administrator
– The Metadata Catalog and Program Will Not Govern Itself.
– Person(s) That Governs Tool Requirements and Selection
– Person(s) Engaged in Tool Installation
– Person(s) That Configures the Tool
– Person(s) That Education, Train, and Communicate
Glossaries, Dictionaries, and Catalogs Result in Data Governance
The Roles Necessary to Govern These Tools
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
• Metadata Analysts
– People That Act in Role of Metadata Liaison
– People That Know the Tools
– People That Know the Business
– Business / Technical Analysts
– Person That Carries the Metadata Torch Into the Business Units
Glossaries, Dictionaries, and Catalogs Result in Data Governance
The Roles Necessary to Govern These Tools
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
• Metadata Stewards
– People That Define Metadata
– People That Produce Metadata
– People That Use Metadata
– Could Be Anybody in the Organization
– People That Work With Data.
Glossaries, Dictionaries, and Catalogs Result in Data Governance
The Roles Necessary to Govern These Tools
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
• Metadata Advocates
– People That Know the Value of Metadata
– People That Will Talk About the Value of Metadata
– People That Value Metadata in Their Job
– People That are Willing to Define, Produce, and Use Metadata
– Metadata Stewards and Evangelists
Glossaries, Dictionaries, and Catalogs Result in Data Governance
The Roles Necessary to Govern These Tools
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
• Information Technology
– People to Provide the Technical Architect Solution – Cloud, Security, Access, …
– People to Install and Maintain the Tools, Provide Updates, …
– People to Support the Technology Including Backup and Recovery
– People to Advocate for the Use of the Tools
Glossaries, Dictionaries, and Catalogs Result in Data Governance
The Roles Necessary to Govern These Tools
Result of search on IT cartoon 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
27
• Governed Metadata
– Metadata That is Formally Defined
– Metadata That is Formally Produced
– Metadata That is Formally Used
– Provides Discipline That is Useful in Data Governance
– Glossaries, Dictionaries, and Catalogs Result in Data Governance
– Data Governance Results in Glossaries, Dictionaries and Catalogs
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Governance Expected from Metadata in Catalogs, Glossaries, and Dictionaries
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
• Governed Data Catalog
– A Data Catalog That is Formally Defined
– A Data Catalog That is Formally Produced
– A Data Catalog That is Formally Used
– Provides Discipline That is Useful in Data Governance
– Glossaries, Dictionaries, and Catalogs Result in Data Governance
– Data Governance Results in Glossaries, Dictionaries and Catalogs
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Governance Expected from Metadata in Catalogs, Glossaries, and Dictionaries
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
• Governed Business Glossary
– A Business Glossary That is Formally Defined
– A Business Glossary That is Formally Produced
– A Business Glossary That is Formally Used
– Provides Discipline That is Useful in Data Governance
– Glossaries, Dictionaries, and Catalogs Result in Data Governance
– Data Governance Results in Glossaries, Dictionaries and Catalogs
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Governance Expected from Metadata in Catalogs, Glossaries, and Dictionaries
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
• Governed Data Dictionary
– A Data Dictionary That is Formally Defined
– A Data Dictionary That is Formally Produced
– A Data Dictionary That is Formally Used
– Provides Discipline That is Useful in Data Governance
– Glossaries, Dictionaries, and Catalogs Result in Data Governance
– Data Governance Results in Glossaries, Dictionaries and Catalogs
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Governance Expected from Metadata in Catalogs, Glossaries, and Dictionaries
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
31
• The Metadata Will Not Govern Itself
– I know I have said this many times.
– Good things are worth repeating.
– Sometimes it takes hearing something several times before it KIKs in.
– Please let me know of a better way if you know of one.
– Oh, and By the Way …
» The Data Will Not Govern Itself Either!
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Governance Expected from Metadata in Catalogs, Glossaries, and Dictionaries
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
32
• In the webinar, I shared …
– Successful Data Governance Relies on Value from Tools
– What It Means to Govern Your Data Catalog, Business Glossary, and Data Dictionary
– Why Governing the Metadata in These Tools is Important
– The Roles Necessary to Govern These Tools
– Governance Expected from Metadata in Catalogs, Glossaries, and Dictionaries
– Dare I ask the Question …Does a BG, DD, and DC Result in DG? Or is it the other way around?
Glossaries, Dictionaries, and Catalogs Result in Data Governance
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
33
Glossaries, Dictionaries, and Catalogs Result in Data Governance
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

What's hot

Data Governance
Data GovernanceData Governance
Data GovernanceRob Lux
 
Data Governance and Metadata Management
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management 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 Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best PracticesDATAVERSITY
 
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
 
Enterprise Data Architecture Deliverables
Enterprise Data Architecture DeliverablesEnterprise Data Architecture Deliverables
Enterprise Data Architecture DeliverablesLars E Martinsson
 
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
 
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
 
Gartner: Master Data Management Functionality
Gartner: Master Data Management FunctionalityGartner: Master Data Management Functionality
Gartner: Master Data Management FunctionalityGartner
 
Data Management is Data Governance
Data Management is Data GovernanceData Management is Data Governance
Data Management is Data GovernanceDATAVERSITY
 
Data Architecture for Data Governance
Data Architecture for Data GovernanceData Architecture for Data Governance
Data Architecture for Data GovernanceDATAVERSITY
 
Master Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and GovernanceMaster Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and GovernanceDATAVERSITY
 
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
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureDATAVERSITY
 
Best Practices in Metadata Management
Best Practices in Metadata ManagementBest Practices in Metadata Management
Best Practices in Metadata ManagementDATAVERSITY
 
Data Governance Takes a Village (So Why is Everyone Hiding?)
Data Governance Takes a Village (So Why is Everyone Hiding?)Data Governance Takes a Village (So Why is Everyone Hiding?)
Data Governance Takes a Village (So Why is Everyone Hiding?)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
 
DAS Slides: Data Governance - Combining Data Management with Organizational ...
DAS Slides: Data Governance -  Combining Data Management with Organizational ...DAS Slides: Data Governance -  Combining Data Management with Organizational ...
DAS Slides: Data Governance - Combining Data Management with Organizational ...DATAVERSITY
 
CDMP Overview Professional Information Management Certification
CDMP Overview Professional Information Management CertificationCDMP Overview Professional Information Management Certification
CDMP Overview Professional Information Management CertificationChristopher Bradley
 

What's hot (20)

Data Governance
Data GovernanceData Governance
Data Governance
 
Data Governance and Metadata Management
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management
 
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 Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best Practices
 
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
 
Enterprise Data Architecture Deliverables
Enterprise Data Architecture DeliverablesEnterprise Data Architecture Deliverables
Enterprise Data Architecture Deliverables
 
Why data governance is the new buzz?
Why data governance is the new buzz?Why data governance is the new buzz?
Why data governance is the new buzz?
 
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
 
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
 
Gartner: Master Data Management Functionality
Gartner: Master Data Management FunctionalityGartner: Master Data Management Functionality
Gartner: Master Data Management Functionality
 
Data Management is Data Governance
Data Management is Data GovernanceData Management is Data Governance
Data Management is Data Governance
 
Data Architecture for Data Governance
Data Architecture for Data GovernanceData Architecture for Data Governance
Data Architecture for Data Governance
 
Master Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and GovernanceMaster Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and Governance
 
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?
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data Architecture
 
Best Practices in Metadata Management
Best Practices in Metadata ManagementBest Practices in Metadata Management
Best Practices in Metadata Management
 
Data Governance Takes a Village (So Why is Everyone Hiding?)
Data Governance Takes a Village (So Why is Everyone Hiding?)Data Governance Takes a Village (So Why is Everyone Hiding?)
Data Governance Takes a Village (So Why is Everyone Hiding?)
 
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?
 
DAS Slides: Data Governance - Combining Data Management with Organizational ...
DAS Slides: Data Governance -  Combining Data Management with Organizational ...DAS Slides: Data Governance -  Combining Data Management with Organizational ...
DAS Slides: Data Governance - Combining Data Management with Organizational ...
 
CDMP Overview Professional Information Management Certification
CDMP Overview Professional Information Management CertificationCDMP Overview Professional Information Management Certification
CDMP Overview Professional Information Management Certification
 

Similar to Glossaries, Dictionaries, and Catalogs Result in Data Governance

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
 
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 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
 
Do-It-Yourself Metadata Framework
Do-It-Yourself Metadata FrameworkDo-It-Yourself Metadata Framework
Do-It-Yourself Metadata FrameworkDATAVERSITY
 
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 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
 
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 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
 
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
 
Metadata Governance for Vocabularies, Dictionaries, and Data
Metadata Governance for Vocabularies, Dictionaries, and DataMetadata Governance for Vocabularies, Dictionaries, and Data
Metadata Governance for Vocabularies, Dictionaries, and DataDATAVERSITY
 
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
 
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
 
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 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
 
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
 
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: Govern Metadata: Vocabulary, Dictionaries and Data
RWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and DataRWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and Data
RWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and DataDATAVERSITY
 
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: 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
 

Similar to Glossaries, Dictionaries, and Catalogs Result in Data Governance (20)

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
 
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 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
 
Do-It-Yourself Metadata Framework
Do-It-Yourself Metadata FrameworkDo-It-Yourself Metadata Framework
Do-It-Yourself Metadata Framework
 
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 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
 
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 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
 
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
 
Metadata Governance for Vocabularies, Dictionaries, and Data
Metadata Governance for Vocabularies, Dictionaries, and DataMetadata Governance for Vocabularies, Dictionaries, and Data
Metadata Governance for Vocabularies, Dictionaries, and Data
 
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?
 
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
 
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 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
 
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
 
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: Govern Metadata: Vocabulary, Dictionaries and Data
RWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and DataRWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and Data
RWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and Data
 
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: 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
 

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
 
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
 
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
 
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
 
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

ALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptxALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptxolyaivanovalion
 
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceBDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceDelhi Call girls
 
Smarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptxSmarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptxolyaivanovalion
 
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...amitlee9823
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxolyaivanovalion
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...amitlee9823
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxolyaivanovalion
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFxolyaivanovalion
 
Discover Why Less is More in B2B Research
Discover Why Less is More in B2B ResearchDiscover Why Less is More in B2B Research
Discover Why Less is More in B2B Researchmichael115558
 
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...amitlee9823
 
ELKO dropshipping via API with DroFx.pptx
ELKO dropshipping via API with DroFx.pptxELKO dropshipping via API with DroFx.pptx
ELKO dropshipping via API with DroFx.pptxolyaivanovalion
 
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% SecureCall me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% SecurePooja Nehwal
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...amitlee9823
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxolyaivanovalion
 
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfAccredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfadriantubila
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...amitlee9823
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionfulawalesam
 

Recently uploaded (20)

ALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptxALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptx
 
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceBDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
 
Smarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptxSmarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptx
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptx
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFx
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFx
 
Discover Why Less is More in B2B Research
Discover Why Less is More in B2B ResearchDiscover Why Less is More in B2B Research
Discover Why Less is More in B2B Research
 
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
 
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
 
ELKO dropshipping via API with DroFx.pptx
ELKO dropshipping via API with DroFx.pptxELKO dropshipping via API with DroFx.pptx
ELKO dropshipping via API with DroFx.pptx
 
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% SecureCall me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptx
 
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfAccredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interaction
 
Predicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science ProjectPredicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science Project
 

Glossaries, Dictionaries, and Catalogs Result in Data Governance

  • 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 Glossaries, Dictionaries, and Catalogs Result in Data Governance Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com July 21, 2022 – 11:00 a.m. PT / 2:00 p.m. ET Result
  • 2. Jim Barker Director of Professional Services, Data Strategy Glossaries, Dictionaries, and Catalogs Result in Data Governance
  • 3. 2 | © 2022 Alation, Inc. – All Rights Reserved. Data Intelligence + Human Brilliance™ Data Governance Elevator Pitch & Definition Data Governance is the people, processes, and technology that enable delivery of the right data to the right people at the right time to allow data driven decisions based upon trusted information bridging the gap between technology & the business.
  • 4. 3 | © 2022 Alation, Inc. – All Rights Reserved. Data Intelligence + Human Brilliance™ Data Architecture Data Quality Data Security DataOps Standards & Compliance Data Leadership
  • 5. 4 | © 2022 Alation, Inc. – All Rights Reserved. Data Intelligence + Human Brilliance™ Supported by Alation Active Data Governance Service Offering 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 Drive Community Collaboration • Promote trusted data use • Leverage community knowledge • Determine whether data is fit for purpose / intended use Apply Policies & Controls • Implement policies & controls • Enforce policies & controls How Alation Powers Active Data Governance
  • 6. 5 | © 2022 Alation, Inc. – All Rights Reserved. Data Intelligence + Human Brilliance™ NextGen Data Quality Process - 12 Step Communicate Actions and Results This is evolved from the 10 Step DQ Process as found in Executing Data Quality Projects by Danette McGilvray The Catalog - Your Data Governance Home Develop Improvement Plans (SIPOC) Build Data Quality Rules Curate Data Objects & Document Risks Design & Build Improvements Check & Repeat Correct Current Data Errors Identify Governed Data Fields Identify Fields that should have Data Quality Focus Assess Data Quality Rule Specifics Assess Business Rules (FMEA) Implement Business Process Improvements
  • 7.
  • 8. 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 Glossaries, Dictionaries, and Catalogs Result in Data Governance Introduction Real-World Data Governance – Monthly Webinar Series August 18, 2022: The Impact of Data Governance on Data Literacy Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net Upcoming Events DAMA Germany – Virtual – September 2022 Information Governance World 2022 – Virtual – September 2022 DATAVERSITY – Data Governance & Information Quality East – December 2022 Non-Invasive Data Governance Book Available Now: ISBN 9781935504856 / Technics Publications / Amazon.com Non-Invasive Data Governance / Metadata Governance Online Learning Plans Latest: Business Glossaries, Data Dictionaries and Data Catalogs DATAVERSITY Training Center – https://training.dataversity.net The Data Administration Newsletter (TDAN.com) Twice Monthly: Data Articles, Columns, Blogs and Features 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
  • 9. 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 … – Successful Data Governance Relies on Value from Tools – What It Means to Govern Your Data Catalog, Business Glossary, and Data Dictionary – Why Governing the Metadata in These Tools is Important – The Roles Necessary to Govern These Tools – Governance Resulting from Metadata in Catalogs, Glossaries, and Dictionaries Glossaries, Dictionaries, and Catalogs Result in Data Governance Abstract
  • 10. 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 metadata will not govern itself. Glossaries, Dictionaries, and Catalogs Result in Data Governance Definitions
  • 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 5 • Business Glossary – A Business Glossary differs from a Data Dictionary in that its focal point, Data Governance, goes beyond a Data Warehouse or database. A Business Glossary is a means of sharing internal vocabulary within an organization. Dataversity – Initially created separate; not linked to the data of the organization. – Later linked to the data so people can find data through business language. – Used to develop Common Business Language. – Requires Businesspeople to define, validate and approve the vocabulary of the Business. Glossaries, Dictionaries, and Catalogs Result in Data Governance Definitions
  • 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 6 • Data Dictionary - A list of pieces of data (elements) that are included within a specific data resource like an application, data warehouse or a data lake; or that includes multiple data and information resources. For each element, the list includes the technical and business attributes (characteristics) selected by the organization to add value to the data and information users. – A move towards Enterprise Data Dictionaries. Will it catch on or is it better when data resource-specific? – Stored in many resources – Documents, Spreadsheets, SharePoint, … others available at time of development. – Data Resource-Specific includes all the data elements of that resource. – Critical Data Element-Specific includes data regarded as strategic or cross-functional by commonality. Glossaries, Dictionaries, and Catalogs Result in Data Governance Definitions
  • 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 7 • Data Catalog – A database that includes an inventory of data, data resources, and the people or person(s) that are accountable for defining, producing and using the data. Detail of the data elements can be included with information about where the data can be found and the people that are accountable for the data without duplicating the information included in the data dictionary. – Lack of common definition across organizations and vendors. – Necessitates specific requirements that are being addressed. – Focus on inventory of data resources and the people that are accountable for definition, production and use. – Been compared to a metadata repository but they are different (?) Glossaries, Dictionaries, and Catalogs Result in Data Governance Definitions
  • 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 8 • Three Tiers of Metadata – Data Domains – Business Glossary – Data Dictionary – Data Catalog Glossaries, Dictionaries, and Catalogs Result in Data Governance Definitions Data w/in Resource Data w/in Resource Data Domains Business Glossary Data Dictionary Data Catalog Subject Areas Data Topics Business Areas Semantic Metadata Business Vocabulary Common Terminology Business Language Business Metadata Definition of Standard Data Element and Associated Context Specific Attributes Technical Metadata Inventory and Details of Data in Specific Data Resource ETS SEMANTIC FRAMEWORK DATA ONTOLOGY DETAIL Data Dictionary Data Catalog Business Metadata Definition and attributes of Data Element in a Specific Resource Technical Metadata Details of Data Element in Specific Data Resource Data Catalog Technical Metadata Details of Data Element in Specific Data Resource Data Dictionary Logical Alias Physical Alias Where Data is in Specific Resources ETS Semantic Framework Definitions Data Domains – Groupings of data pertaining to a subject, topic or entity. Business Glossary – Pieces of data that pertain to a specific Data Domain. Data Standards – Guideline and specification for the data pieces that are included in the Glossary. Data Dictionary – Use of the piece of data within a specific Data Resources. Data Inventory – Register of available Data Resources. Data Catalog – Details of Data Resources and data available in the Data Resources. Data Resource – Information system, database or data store. Attributes – Characteristics of the standards, systems and data within the systems. Alias – Represented by a different name. Topic consists of terms. Data associated with terms Data located in resources Business Metadata Definition and attributes of Data Element in a Specific Resource Where Data is in a Specific Resources Many One Relationships Framework developed by KIK Consulting for use at ETS Last updated – August 04, 2020 Where Topic is in Specific Resources Where Data is in Specific Resources
  • 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 9 • Successful Data Governance – Supported, sponsored and understood. – Somebody has responsibility for the program. – Incrementally deployed. – Authority executed and enforced. – Accountability formalized. – Built into everyday activities. Glossaries, Dictionaries, and Catalogs Result in Data Governance Successful Data Governance Relies on Value from Tools What is Success?
  • 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 10 • Value from Tools – Tools are acquired, leveraged, and/or developed. – People understand and use the tools. – Use of the tools is built into commonplace activities. – They automate the metadata ingestion process. – Education and Training are normal curriculum. Glossaries, Dictionaries, and Catalogs Result in Data Governance Successful Data Governance Relies on Value from Tools
  • 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 11 • Relies On or is Enabled By – Relies On – Can you implement effective Data Governance without these tools? – Enabled By – Can you articulate the impact these tools have on Data Governance? – Or maybe it is both … Relies on being enabled by the tool. – These Tools are Connecting Points for Data Stewards. – Value Driven from Tools is a Rallying Point for Data Stewards. – These Tools Can Become the Backbone of Successful Data Governance. Glossaries, Dictionaries, and Catalogs Result in Data Governance Successful Data Governance Relies on Value from Tools
  • 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 12 • Purchased Tools – Purchasing a Business Glossary Tool. – Purchasing a Data Dictionary Tool. – Purchasing a Data Catalog Tool. – Are you going to Purchase a Business Glossary or a Data Dictionary? – Or are you going to build a DIY Glossary and Dictionary? – Are the Business Glossary and Data Dictionary Part of the Data Catalog? Glossaries, Dictionaries, and Catalogs Result in Data Governance Successful Data Governance Relies on Value from Tools
  • 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 13 • Internally Developed Tools & Templates – Least expensive tools. – Created for a specific function. – Demonstrate just-in-time availability. – Scalability may be an issue. – Lack of interoperability. – Precursor to acquiring tools. Glossaries, Dictionaries, and Catalogs Result in Data Governance Successful Data Governance Relies on Value from Tools
  • 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 14 • Metadata Governance & Stewardship – Authority is Executed and Enforced – Metadata is Governed – Accountability is Formalized – Metadata is Stewarded – The “right” people are collecting the “right” metadata in the “right” way … – Metadata is Injected, Inspected, Detected, Infected, Neglected and Selected – Purposeful Effort to Govern and Steward Metadata Glossaries, Dictionaries, and Catalogs Result in Data Governance What It Means to Govern Your Data Catalog, Business Glossary, and Data Dictionary
  • 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 15 • Governance & Stewardship of the Three – Authority Over the Tools is Executed and Enforced – Tools are Governed – Accountability for Metadata is Formalized – Metadata in Tools is Stewarded – The “right” people are collecting the “right” metadata in the “right” way … – Metadata is Injected, Inspected, Detected, Infected, Neglected and Selected – Purposeful Effort to Govern and Steward the Tools Glossaries, Dictionaries, and Catalogs Result in Data Governance What It Means to Govern Your Data Catalog, Business Glossary, and Data Dictionary
  • 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 16 • Formal Accountability for Metadata – Accountability for Defining the Metadata That Will Be Collected – Accountability for Producing the Metadata That Will Be Used – Accountability for Using Metadata to Assist in Daily Functions Glossaries, Dictionaries, and Catalogs Result in Data Governance What It Means to Govern Your Data Catalog, Business Glossary, and Data Dictionary
  • 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 17 • Tools Result in Data Governance – A Tool Will Add Limited Value If the Tool Itself and the Metadata Within Are Not Governed! – Insert “Data Warehouse”, “Process to Deliver the Data Resource”, and “Data Within” – An Area of Data Requiring Discipline – The Data Will Not Govern Itself – The Metadata Will Not Govern Itself Glossaries, Dictionaries, and Catalogs Result in Data Governance What It Means to Govern Your Data Catalog, Business Glossary, and Data Dictionary
  • 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 18 • Metadata Must Be Defined, Produced, and Used – Define the Metadata • Define Which Metadata Will Be Managed • Define Where the Metadata Will Be Managed • Define Who Will Produce and Use the Metadata • Define How the Metadata Will Be Produced and Used – Produce the Metadata – Use the Metadata Glossaries, Dictionaries, and Catalogs Result in Data Governance Why Governing the Metadata in These Tools is Important
  • 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 19 • Metadata is Data That Will Be Relied On – Relied on to Locate Data – Relied on to Protect Data – Relied on to Improve Confidence in Data – Relied on to Improve Quality of Data – Relied on to Improve Analyze, Report on, Make Decisions With Data Glossaries, Dictionaries, and Catalogs Result in Data Governance Why Governing the Metadata in These Tools is Important
  • 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 20 • The Data Will Not Govern Itself • The Metadata Will Not Govern Itself • You have heard me say these statements many times. • Requires a Purposeful, Resolute, Determined, Staunch, Unyielding, Stubborn, Unbendable, Steadfast, Tenacious, Persevering effort. “How many data stewards are we going to need and how long will we need them for?” Glossaries, Dictionaries, and Catalogs Result in Data Governance Why Governing the Metadata in These Tools is Important
  • 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 21 • Operating Model Glossaries, Dictionaries, and Catalogs Result in Data Governance The Roles Necessary to Govern These Tools Senior Leadership Strategic Council Subject Matter Stewards Data Stewards Administrator Partners Teams
  • 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 22 • Metadata Administrator – The Metadata Catalog and Program Will Not Govern Itself. – Person(s) That Governs Tool Requirements and Selection – Person(s) Engaged in Tool Installation – Person(s) That Configures the Tool – Person(s) That Education, Train, and Communicate Glossaries, Dictionaries, and Catalogs Result in Data Governance The Roles Necessary to Govern These Tools
  • 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 23 • Metadata Analysts – People That Act in Role of Metadata Liaison – People That Know the Tools – People That Know the Business – Business / Technical Analysts – Person That Carries the Metadata Torch Into the Business Units Glossaries, Dictionaries, and Catalogs Result in Data Governance The Roles Necessary to Govern These Tools
  • 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 24 • Metadata Stewards – People That Define Metadata – People That Produce Metadata – People That Use Metadata – Could Be Anybody in the Organization – People That Work With Data. Glossaries, Dictionaries, and Catalogs Result in Data Governance The Roles Necessary to Govern These Tools
  • 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 25 • Metadata Advocates – People That Know the Value of Metadata – People That Will Talk About the Value of Metadata – People That Value Metadata in Their Job – People That are Willing to Define, Produce, and Use Metadata – Metadata Stewards and Evangelists Glossaries, Dictionaries, and Catalogs Result in Data Governance The Roles Necessary to Govern These Tools
  • 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 26 • Information Technology – People to Provide the Technical Architect Solution – Cloud, Security, Access, … – People to Install and Maintain the Tools, Provide Updates, … – People to Support the Technology Including Backup and Recovery – People to Advocate for the Use of the Tools Glossaries, Dictionaries, and Catalogs Result in Data Governance The Roles Necessary to Govern These Tools Result of search on IT cartoon images.
  • 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 27 • Governed Metadata – Metadata That is Formally Defined – Metadata That is Formally Produced – Metadata That is Formally Used – Provides Discipline That is Useful in Data Governance – Glossaries, Dictionaries, and Catalogs Result in Data Governance – Data Governance Results in Glossaries, Dictionaries and Catalogs Glossaries, Dictionaries, and Catalogs Result in Data Governance Governance Expected from Metadata in Catalogs, Glossaries, and Dictionaries
  • 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 28 • Governed Data Catalog – A Data Catalog That is Formally Defined – A Data Catalog That is Formally Produced – A Data Catalog That is Formally Used – Provides Discipline That is Useful in Data Governance – Glossaries, Dictionaries, and Catalogs Result in Data Governance – Data Governance Results in Glossaries, Dictionaries and Catalogs Glossaries, Dictionaries, and Catalogs Result in Data Governance Governance Expected from Metadata in Catalogs, Glossaries, and Dictionaries
  • 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 29 • Governed Business Glossary – A Business Glossary That is Formally Defined – A Business Glossary That is Formally Produced – A Business Glossary That is Formally Used – Provides Discipline That is Useful in Data Governance – Glossaries, Dictionaries, and Catalogs Result in Data Governance – Data Governance Results in Glossaries, Dictionaries and Catalogs Glossaries, Dictionaries, and Catalogs Result in Data Governance Governance Expected from Metadata in Catalogs, Glossaries, and Dictionaries
  • 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 30 • Governed Data Dictionary – A Data Dictionary That is Formally Defined – A Data Dictionary That is Formally Produced – A Data Dictionary That is Formally Used – Provides Discipline That is Useful in Data Governance – Glossaries, Dictionaries, and Catalogs Result in Data Governance – Data Governance Results in Glossaries, Dictionaries and Catalogs Glossaries, Dictionaries, and Catalogs Result in Data Governance Governance Expected from Metadata in Catalogs, Glossaries, and Dictionaries
  • 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 31 • The Metadata Will Not Govern Itself – I know I have said this many times. – Good things are worth repeating. – Sometimes it takes hearing something several times before it KIKs in. – Please let me know of a better way if you know of one. – Oh, and By the Way … » The Data Will Not Govern Itself Either! Glossaries, Dictionaries, and Catalogs Result in Data Governance Governance Expected from Metadata in Catalogs, Glossaries, and Dictionaries
  • 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 32 • In the webinar, I shared … – Successful Data Governance Relies on Value from Tools – What It Means to Govern Your Data Catalog, Business Glossary, and Data Dictionary – Why Governing the Metadata in These Tools is Important – The Roles Necessary to Govern These Tools – Governance Expected from Metadata in Catalogs, Glossaries, and Dictionaries – Dare I ask the Question …Does a BG, DD, and DC Result in DG? Or is it the other way around? Glossaries, Dictionaries, and Catalogs Result in Data Governance 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 33 Glossaries, Dictionaries, and Catalogs Result in Data Governance Q & A - Contact Information • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com rseiner@tdan.com @RSeiner