SlideShare une entreprise Scribd logo
1  sur  38
Télécharger pour lire hors ligne
1
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
Real-World Data Governance
Data Catalogs Are the Answer – What is the Question?
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
February 16, 2023 – 11:00 a.m. PT / 2:00 p.m. ET
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
2
Data Catalogs Are the Answer – What is the Question?
Introduction
Real-World Data Governance – Monthly Webinar Series
March 16, 2023: Metadata Will Not Govern Itself – Metadata Governance
Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net
Upcoming Events
Enterprise Data World Digital (EDWD) – Dataversity Virtual Event – March 27th – 31st
Data Governance & Information Quality West – Dataversity Conference – June 5th – 9th
Non-Invasive Data Governance Book
Available Now: ISBN 9781935504856 / Technics Publications / Amazon.com
2Q23: Non-Invasive Data Governance Strikes Again: Lessons Learned and Perspective Gained Through NIDG
Non-Invasive Data Governance / Metadata Governance Online Learning Plans
Latest: Business Glossaries, Data Dictionaries and Data Catalogs
DATAVERSITY Training Center – https://training.dataversity.net
KIK Consulting & Educational Services
KIKConsulting.com (“Knowledge is King”)
The Home of Non-Invasive Data Governance™
The Data Administration Newsletter (TDAN.com)
Twice Monthly: Data Articles, Columns, Blogs and Features
Carnegie Mellon University (CMU)
Adjunct Faculty: Heinz College Chief Data Officer (CDO) Certificate Program
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
3
• In this webinar, I will talk about …
– Selecting the Appropriate Metadata to Govern
– The Business and Technical Value of a Data Catalog
– Building the Catalog into People’s Routines
– Positioning the Data Catalog for Success
– Questions the Data Catalog can Answer
Data Catalogs Are the Answer – What is the Question?
Abstract
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
4
Data Catalogs Are the Answer – What is the Question?
Definitions
• 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 – Data that improves both the business and technical understanding of the data.
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
5
Data Catalogs Are the Answer – What is the Question?
There are so many.
Where can I find the data?
What will be the impact of this change?
How was the value calculated?
How can I transport the data?
What are the rules around this data?
Who should I ask if I have a question?
When was the data last updated?
How do I get access to the data?
How many different places do we have this data?
Where did the data come from?
Why are the same results different?
How has the data changed?
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
6
Data Catalogs Are the Answer – What is the Question?
There are so many.
Where can I find the data?
What will be the impact of this change?
How was the value calculated?
How can I transport the data?
What are the rules around this data?
Who should I ask if I have a question?
When was the data last updated?
How do I get access to the data?
How many different places do we have this data?
Where did the data come from?
Why are the same results different?
What answers do YOU need
from your data catalog?
How has the data changed?
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
7
• Different Types of Data
• Different Types of Metadata
• Prioritizing Metadata to Manage
• What it Means to Govern Data / Metadata
• Places to Govern Your Data / Metadata
Data Catalogs Are the Answer – What is the Question?
Selecting the Appropriate Metadata to Govern
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
8
• Different Types of Data
– Structured Data
– Unstructured Data
• Text
• Documents
• Records
• Content
• Knowledge
Data Catalogs Are the Answer – What is the Question?
Selecting the Appropriate Metadata to Govern
– Internal / External Data
– Real-Time Data
– Purchased
– Data You Have Influence Over
– Data You Don’t Have Influence Over
– The metadata about these different types of data
may be somewhat different.
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
9
• Different Types of Metadata
– Data About Data Definition
– Data About Data Production
– Data About Data Usage
– Data About the Data About the Data
– Who will use the metadata? How do you know?
– What are you going to do about it?
Data Catalogs Are the Answer – What is the Question?
Selecting the Appropriate Metadata to Govern
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
10
• Prioritizing Metadata to Manage
– What metadata do we have?
– Where is it located?
– Is it up to date?
– Who is responsible for it?
– How will people access it?
Data Catalogs Are the Answer – What is the Question?
Selecting the Appropriate Metadata to Govern
– What business value will the metadata have?
– Who will use it?
– When will it be most beneficial?
– What will it take to make it available?
– How will we measure its use?
– Where is there an immediate need?
– What will bring the most bang for your bucks?
– What is the low hanging fruit?
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
11
• What it Means to Govern Data / Metadata
– Execute and Enforce Authority over the Definition, Production, and Use of Data / Metadata
– Formalized Accountability for the Definition of Data / Metadata
– Formalized Accountability for the Production of Data / Metadata
– Formalized Accountability for the Usage of Data / Metadata
– Recorded Accountability is the 1st Step Toward Formalized Accountability
– Operationalized Accountability is the 2nd Step – And the most complex
Data Catalogs Are the Answer – What is the Question?
Selecting the Appropriate Metadata to Govern
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
12
• Places to Govern Your Data / Metadata
– In Its Native Source – The Natives are Restless
– In Spreadsheets, Documents, Desktop Databases – And Folders, Folders, Folders
– Automated Ingestion – Change Management at its Finest
– In a Data Catalog – Reference Guide for All Things Data
– At the Point of Distribution – Where Metadata Lives
Data Catalogs Are the Answer – What is the Question?
Selecting the Appropriate Metadata to Govern
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
13
• Catalog Functionality
• Aligning Functionality and Value
• Value to the Business Audience
• Value to the Technical Audience
• Value to the Governance Audience
Data Catalogs Are the Answer – What is the Question?
The Business and Technical Value of a Data Catalog
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
14
• Catalog Functionality*
Data Catalogs Are the Answer – What is the Question?
The Business and Technical Value of a Data Catalog
Business Metadata
Technical Metadata
Operational Metadata
Stewardship
Data Discovery
Self-Service Analytics
Inventory
Data Curation
Connectors
AI & ML
Glossary & Dictionary
Search & Discoverability
Lineage &ETL
* Summarized and updated from https://www.techtarget.com/searchdatamanagement/definition/data-catalog
Analytics & Decisioning
Efficiency & Effectiveness
Quality Improvements
Confidence Improvements
Regulatory Compliance
Storage Function
Governance Function
Tool Function
Business Use Function
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
15
• Aligning Functionality and Value
– Storage Function – Physical storage of metadata.
– Governance Function – Formal accountability and behavior for metadata.
– Tool Function – Ingestion and rationalization of metadata.
– Business Use Function – Value derived from use of metadata.
Data Catalogs Are the Answer – What is the Question?
The Business and Technical Value of a Data Catalog
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
16
• Value to the Business Audience
– Analytics & Decisioning
– Efficiency & Effectiveness
– Quality Improvements
– Confidence Improvements
– Regulatory Compliance
Data Catalogs Are the Answer – What is the Question?
The Business and Technical Value of a Data Catalog
Analytics & Decisioning
Efficiency & Effectiveness
Quality Improvements
Confidence Improvements
Regulatory Compliance
Business Use Function
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
17
• Value to the Technical Audience
– Inventory of
• Business, Technical, Operational Metadata
– Connectors
– Artificial Intelligence & Machine Learning
– Search & Discoverability
– Lineage & ETL
Data Catalogs Are the Answer – What is the Question?
The Business and Technical Value of a Data Catalog
Business Metadata
Technical Metadata
Operational Metadata
Connectors
AI & ML
Glossary & Dictionary
Search & Discoverability
Lineage & ETL
Storage Function
Tool Function
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
18
Stewardship
Data Discovery
Self-Service Analytics
Inventory
Data Curation
Governance Function
• Value to the Governance Audience
– Formalize Stewardship
– Enable Data Discovery
– Enable Self-Service BI and Analytics
– Conduct Asset Inventory
– Provide Data Curation and Quality Improvement Service
Data Catalogs Are the Answer – What is the Question?
The Business and Technical Value of a Data Catalog
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
19
• Meet the Data …
– Where It Lives
– Who It Lives With
– When It Lives
– How It Lives
– Why It Lives
Data Catalogs Are the Answer – What is the Question?
Building the Catalog into People’s Routines
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
20
• Meet the Data …
– Where It Lives
• Where people are defining data – glossary, dictionary, modeling, developing systems, …
• Where people are producing data – entry, new data, acquiring data, …
• Where people are using data – analytics, reporting, decision making, …
Data Catalogs Are the Answer – What is the Question?
Building the Catalog into People’s Routines
21
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
• Meet the Data …
– Who It Lives With
• Stakeholders – decision makers, analysts,
operations, …
• Stewards – people held accountable for
defining, producing, and using data, …
• Analysts – people paid to draw conclusions
and make decisions, …
• Regulatory Stewards – people responsible
for reporting and compliance, …
Data Catalogs Are the Answer – What is the Question?
Building the Catalog into People’s Routines
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
22
• Meet the Data …
– When It Lives
• Definition – when consistency, trust, and quality definition matters
• Production – when quality data production quality matters
• Use – when people need to know the rules around the data
Data Catalogs Are the Answer – What is the Question?
Building the Catalog into People’s Routines
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
23
• Meet the Data …
– How It Lives
• Daily Operations
• Reporting and Analytics
• Sharing and Protection
• Collection and Monitoring
Data Catalogs Are the Answer – What is the Question?
Building the Catalog into People’s Routines
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
24
• Meet the Data …
– Why It Lives
• Daily Operations
• Reporting and Analytics
• Sharing and Protection
• Collection and Monitoring
Data Catalogs Are the Answer – What is the Question?
Building the Catalog into People’s Routines
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
25
• Define Success
• Reward Contribution and Usage
• Reward Innovation
• Promote Success
Data Catalogs Are the Answer – What is the Question?
Positioning the Data Catalog for Success
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
26
• Define Success
– For metadata management
• Metadata collected in a data catalog
• Metadata high in levels of quality and trust
• Metadata available to those that need it
– For data governance
• Increase data intelligence
• Increase data literacy
Data Catalogs Are the Answer – What is the Question?
Positioning the Data Catalog for Success
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
27
• Reward Contribution and Usage
– Recognize metadata definers, producer, and users.
– Engage these people as metadata stewards.
– Reward participation for improving the confidence in their data.
– Reward participation in data catalog activities and value.
– Reward stewards for data catalog usage – potentially gamifying the use of the catalog.
Data Catalogs Are the Answer – What is the Question?
Positioning the Data Catalog for Success
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
28
• Reward Innovation
– Introduce and Promote Innovative Methods for
• Data and Metadata Definition
• Data and Metadata Production
• Data and Metadata Usage
Data Catalogs Are the Answer – What is the Question?
Positioning the Data Catalog for Success
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
29
• Promote Success
– Through whatever means is necessary.
– Through whatever means is available.
– Through the face of your data governance program.
– Through the catalog itself.
– Through demonstrated success. And word of mouth.
– And by providing answers to data questions!
Data Catalogs Are the Answer – What is the Question?
Positioning the Data Catalog for Success
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
30
• Data Governance Framework Components
– Data Questions
– Role Questions
– Process Questions
– Communications Questions
– Metrics Questions
– Tool Questions?
Data Catalogs Are the Answer – What is the Question?
Questions the Data Catalog can Answer
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
31
• Data Governance Framework Components
– Data Questions – from the perspective of the:
• Executive Level
• Strategic Level
• Tactical Level
• Operational Level
• Support Level
Data Catalogs Are the Answer – What is the Question?
Questions the Data Catalog can Answer
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
32
• Data Governance Framework Components
– Role Questions – from the perspective of the:
• Executive Level
• Strategic Level
• Tactical Level
• Operational Level
• Support Level
Data Catalogs Are the Answer – What is the Question?
Questions the Data Catalog can Answer
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
33
• Data Governance Framework Components
– Process Questions – from the perspective of the:
• Executive Level
• Strategic Level
• Tactical Level
• Operational Level
• Support Level
Data Catalogs Are the Answer – What is the Question?
Questions the Data Catalog can Answer
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
34
• Data Governance Framework Components
– Communications Questions – from the perspective of the:
• Executive Level
• Strategic Level
• Tactical Level
• Operational Level
• Support Level
Data Catalogs Are the Answer – What is the Question?
Questions the Data Catalog can Answer
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
35
• Data Governance Framework Components
– Metrics Questions – from the perspective of the:
• Executive Level
• Strategic Level
• Tactical Level
• Operational Level
• Support Level
Data Catalogs Are the Answer – What is the Question?
Questions the Data Catalog can Answer
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
36
• Data Governance Framework Components
– Tool Questions – from the perspective of the:
• Executive Level
• Strategic Level
• Tactical Level
• Operational Level
• Support Level
Data Catalogs Are the Answer – What is the Question?
Questions the Data Catalog can Answer
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
37
• In the webinar, I shared …
– Selecting the Appropriate Metadata to Govern
– The Business and Technical Value of a Data Catalog
– Building the Catalog into People’s Routines
– Positioning the Data Catalog for Success
– Questions the Data Catalog can Answer
Data Catalogs Are the Answer – What is the Question?
Summary
Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
38
Data Catalogs Are the Answer – What is the Question?
Q & A - Contact Information
• Robert S. Seiner
KIK Consulting & Educational Services – KIKconsulting.com
The Data Administration Newsletter – TDAN.com
rseiner@tdan.com @RSeiner
38

Contenu connexe

Tendances

Data Governance and Metadata Management
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management DATAVERSITY
 
Strategic Business Requirements for Master Data Management Systems
Strategic Business Requirements for Master Data Management SystemsStrategic Business Requirements for Master Data Management Systems
Strategic Business Requirements for Master Data Management SystemsBoris Otto
 
Data Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital TransformationData Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital TransformationDATAVERSITY
 
The Importance of Metadata
The Importance of MetadataThe Importance of Metadata
The Importance of MetadataDATAVERSITY
 
Data Catalog for Better Data Discovery and Governance
Data Catalog for Better Data Discovery and GovernanceData Catalog for Better Data Discovery and Governance
Data Catalog for Better Data Discovery and GovernanceDenodo
 
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
 
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
 
Improving Data Literacy Around Data Architecture
Improving Data Literacy Around Data ArchitectureImproving Data Literacy Around Data Architecture
Improving Data Literacy Around Data ArchitectureDATAVERSITY
 
Data Modeling, Data Governance, & Data Quality
Data Modeling, Data Governance, & Data QualityData Modeling, Data Governance, & Data Quality
Data Modeling, Data Governance, & Data QualityDATAVERSITY
 
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
 
Convincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialConvincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialDATAVERSITY
 
Data as a Product by Wayne Eckerson
Data as a Product by Wayne EckersonData as a Product by Wayne Eckerson
Data as a Product by Wayne EckersonZoomdata
 
Unlocking Greater Insights with Integrated Data Quality for Collibra
Unlocking Greater Insights with Integrated Data Quality for CollibraUnlocking Greater Insights with Integrated Data Quality for Collibra
Unlocking Greater Insights with Integrated Data Quality for CollibraPrecisely
 
Gartner: Master Data Management Functionality
Gartner: Master Data Management FunctionalityGartner: Master Data Management Functionality
Gartner: Master Data Management FunctionalityGartner
 
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
 
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
 
Modern Metadata Strategies
Modern Metadata StrategiesModern Metadata Strategies
Modern Metadata StrategiesDATAVERSITY
 
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...DATAVERSITY
 
Time to Talk about Data Mesh
Time to Talk about Data MeshTime to Talk about Data Mesh
Time to Talk about Data MeshLibbySchulze
 
Reference master data management
Reference master data managementReference master data management
Reference master data managementDr. Hamdan Al-Sabri
 

Tendances (20)

Data Governance and Metadata Management
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management
 
Strategic Business Requirements for Master Data Management Systems
Strategic Business Requirements for Master Data Management SystemsStrategic Business Requirements for Master Data Management Systems
Strategic Business Requirements for Master Data Management Systems
 
Data Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital TransformationData Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital Transformation
 
The Importance of Metadata
The Importance of MetadataThe Importance of Metadata
The Importance of Metadata
 
Data Catalog for Better Data Discovery and Governance
Data Catalog for Better Data Discovery and GovernanceData Catalog for Better Data Discovery and Governance
Data Catalog for Better Data Discovery 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?
 
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
 
Improving Data Literacy Around Data Architecture
Improving Data Literacy Around Data ArchitectureImproving Data Literacy Around Data Architecture
Improving Data Literacy Around Data Architecture
 
Data Modeling, Data Governance, & Data Quality
Data Modeling, Data Governance, & Data QualityData Modeling, Data Governance, & Data Quality
Data Modeling, Data Governance, & Data Quality
 
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?)
 
Convincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialConvincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is Essential
 
Data as a Product by Wayne Eckerson
Data as a Product by Wayne EckersonData as a Product by Wayne Eckerson
Data as a Product by Wayne Eckerson
 
Unlocking Greater Insights with Integrated Data Quality for Collibra
Unlocking Greater Insights with Integrated Data Quality for CollibraUnlocking Greater Insights with Integrated Data Quality for Collibra
Unlocking Greater Insights with Integrated Data Quality for Collibra
 
Gartner: Master Data Management Functionality
Gartner: Master Data Management FunctionalityGartner: Master Data Management Functionality
Gartner: Master Data Management Functionality
 
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
 
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
 
Modern Metadata Strategies
Modern Metadata StrategiesModern Metadata Strategies
Modern Metadata Strategies
 
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
 
Time to Talk about Data Mesh
Time to Talk about Data MeshTime to Talk about Data Mesh
Time to Talk about Data Mesh
 
Reference master data management
Reference master data managementReference master data management
Reference master data management
 

Similaire à Data Catalogs Are the Answer – What Is the Question?

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
 
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: 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 vs. Information Governance
Data Governance vs. Information GovernanceData Governance vs. Information Governance
Data Governance vs. Information GovernanceDATAVERSITY
 
RWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata GovernanceRWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata GovernanceDATAVERSITY
 
Real-World Data Governance Webinar: Data Governance and Metadata Best Practice
Real-World Data Governance Webinar: Data Governance and Metadata Best PracticeReal-World Data Governance Webinar: Data Governance and Metadata Best Practice
Real-World Data Governance Webinar: Data Governance and Metadata Best PracticeDATAVERSITY
 
How to Govern Your Master Data
How to Govern Your Master Data How to Govern Your Master Data
How to Govern Your Master Data DATAVERSITY
 
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: Three Ways to Manage Your Data Stewards
RWDG Slides: Three Ways to Manage Your Data StewardsRWDG Slides: Three Ways to Manage Your Data Stewards
RWDG Slides: Three Ways to Manage Your Data StewardsDATAVERSITY
 
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
 
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
 
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
 
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
 
Real-World Data Governance: Governing Data – Big and Small, Come One Come All
Real-World Data Governance: Governing Data – Big and Small, Come One Come AllReal-World Data Governance: Governing Data – Big and Small, Come One Come All
Real-World Data Governance: Governing Data – Big and Small, Come One Come AllDATAVERSITY
 
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
 
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
 
Real-World Data Governance: Managing Governance Metadata for Mass Consumption
Real-World Data Governance: Managing Governance Metadata for Mass ConsumptionReal-World Data Governance: Managing Governance Metadata for Mass Consumption
Real-World Data Governance: Managing Governance Metadata for Mass ConsumptionDATAVERSITY
 
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...DATAVERSITY
 
RWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data GovernanceRWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data GovernanceDATAVERSITY
 

Similaire à Data Catalogs Are the Answer – What Is the Question? (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
 
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: 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 vs. Information Governance
Data Governance vs. Information GovernanceData Governance vs. Information Governance
Data Governance vs. Information Governance
 
RWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata GovernanceRWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata Governance
 
Real-World Data Governance Webinar: Data Governance and Metadata Best Practice
Real-World Data Governance Webinar: Data Governance and Metadata Best PracticeReal-World Data Governance Webinar: Data Governance and Metadata Best Practice
Real-World Data Governance Webinar: Data Governance and Metadata Best Practice
 
How to Govern Your Master Data
How to Govern Your Master Data How to Govern Your Master Data
How to Govern Your Master Data
 
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: Three Ways to Manage Your Data Stewards
RWDG Slides: Three Ways to Manage Your Data StewardsRWDG Slides: Three Ways to Manage Your Data Stewards
RWDG Slides: Three Ways to Manage Your Data Stewards
 
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
 
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
 
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
 
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
 
Real-World Data Governance: Governing Data – Big and Small, Come One Come All
Real-World Data Governance: Governing Data – Big and Small, Come One Come AllReal-World Data Governance: Governing Data – Big and Small, Come One Come All
Real-World Data Governance: Governing Data – Big and Small, Come One Come All
 
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
 
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
 
Real-World Data Governance: Managing Governance Metadata for Mass Consumption
Real-World Data Governance: Managing Governance Metadata for Mass ConsumptionReal-World Data Governance: Managing Governance Metadata for Mass Consumption
Real-World Data Governance: Managing Governance Metadata for Mass Consumption
 
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...
 
RWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data GovernanceRWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data Governance
 

Plus 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
 
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
 
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
 
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
 
Assessing New Database Capabilities – Multi-Model
Assessing New Database Capabilities – Multi-ModelAssessing New Database Capabilities – Multi-Model
Assessing New Database Capabilities – Multi-ModelDATAVERSITY
 

Plus 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...
 
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
 
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
 
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
 
Assessing New Database Capabilities – Multi-Model
Assessing New Database Capabilities – Multi-ModelAssessing New Database Capabilities – Multi-Model
Assessing New Database Capabilities – Multi-Model
 

Dernier

Aspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraAspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraGovindSinghDasila
 
Ranking and Scoring Exercises for Research
Ranking and Scoring Exercises for ResearchRanking and Scoring Exercises for Research
Ranking and Scoring Exercises for ResearchRajesh Mondal
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...nirzagarg
 
Harnessing the Power of GenAI for BI and Reporting.pptx
Harnessing the Power of GenAI for BI and Reporting.pptxHarnessing the Power of GenAI for BI and Reporting.pptx
Harnessing the Power of GenAI for BI and Reporting.pptxParas Gupta
 
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling ManjurJual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjurptikerjasaptiker
 
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样wsppdmt
 
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制vexqp
 
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...nirzagarg
 
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...gajnagarg
 
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATIONCapstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATIONLakpaYanziSherpa
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Valters Lauzums
 
Dubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls DubaiDubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls Dubaikojalkojal131
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareGraham Ware
 
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...gajnagarg
 
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabiaahmedjiabur940
 
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制vexqp
 
The-boAt-Story-Navigating-the-Waves-of-Innovation.pptx
The-boAt-Story-Navigating-the-Waves-of-Innovation.pptxThe-boAt-Story-Navigating-the-Waves-of-Innovation.pptx
The-boAt-Story-Navigating-the-Waves-of-Innovation.pptxVivek487417
 
PLE-statistics document for primary schs
PLE-statistics document for primary schsPLE-statistics document for primary schs
PLE-statistics document for primary schscnajjemba
 

Dernier (20)

Aspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraAspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - Almora
 
Ranking and Scoring Exercises for Research
Ranking and Scoring Exercises for ResearchRanking and Scoring Exercises for Research
Ranking and Scoring Exercises for Research
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
 
Harnessing the Power of GenAI for BI and Reporting.pptx
Harnessing the Power of GenAI for BI and Reporting.pptxHarnessing the Power of GenAI for BI and Reporting.pptx
Harnessing the Power of GenAI for BI and Reporting.pptx
 
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling ManjurJual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
 
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
 
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
 
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
 
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
 
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATIONCapstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATION
 
Cytotec in Jeddah+966572737505) get unwanted pregnancy kit Riyadh
Cytotec in Jeddah+966572737505) get unwanted pregnancy kit RiyadhCytotec in Jeddah+966572737505) get unwanted pregnancy kit Riyadh
Cytotec in Jeddah+966572737505) get unwanted pregnancy kit Riyadh
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
 
Dubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls DubaiDubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls Dubai
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham Ware
 
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
 
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
 
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
 
The-boAt-Story-Navigating-the-Waves-of-Innovation.pptx
The-boAt-Story-Navigating-the-Waves-of-Innovation.pptxThe-boAt-Story-Navigating-the-Waves-of-Innovation.pptx
The-boAt-Story-Navigating-the-Waves-of-Innovation.pptx
 
PLE-statistics document for primary schs
PLE-statistics document for primary schsPLE-statistics document for primary schs
PLE-statistics document for primary schs
 
Sequential and reinforcement learning for demand side management by Margaux B...
Sequential and reinforcement learning for demand side management by Margaux B...Sequential and reinforcement learning for demand side management by Margaux B...
Sequential and reinforcement learning for demand side management by Margaux B...
 

Data Catalogs Are the Answer – What Is the Question?

  • 1. 1 Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Real-World Data Governance Data Catalogs Are the Answer – What is the Question? Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com February 16, 2023 – 11:00 a.m. PT / 2:00 p.m. ET
  • 2. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 2 Data Catalogs Are the Answer – What is the Question? Introduction Real-World Data Governance – Monthly Webinar Series March 16, 2023: Metadata Will Not Govern Itself – Metadata Governance Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net Upcoming Events Enterprise Data World Digital (EDWD) – Dataversity Virtual Event – March 27th – 31st Data Governance & Information Quality West – Dataversity Conference – June 5th – 9th Non-Invasive Data Governance Book Available Now: ISBN 9781935504856 / Technics Publications / Amazon.com 2Q23: Non-Invasive Data Governance Strikes Again: Lessons Learned and Perspective Gained Through NIDG Non-Invasive Data Governance / Metadata Governance Online Learning Plans Latest: Business Glossaries, Data Dictionaries and Data Catalogs DATAVERSITY Training Center – https://training.dataversity.net KIK Consulting & Educational Services KIKConsulting.com (“Knowledge is King”) The Home of Non-Invasive Data Governance™ The Data Administration Newsletter (TDAN.com) Twice Monthly: Data Articles, Columns, Blogs and Features Carnegie Mellon University (CMU) Adjunct Faculty: Heinz College Chief Data Officer (CDO) Certificate Program
  • 3. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 3 • In this webinar, I will talk about … – Selecting the Appropriate Metadata to Govern – The Business and Technical Value of a Data Catalog – Building the Catalog into People’s Routines – Positioning the Data Catalog for Success – Questions the Data Catalog can Answer Data Catalogs Are the Answer – What is the Question? Abstract
  • 4. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 4 Data Catalogs Are the Answer – What is the Question? Definitions • 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 – Data that improves both the business and technical understanding of the data.
  • 5. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 5 Data Catalogs Are the Answer – What is the Question? There are so many. Where can I find the data? What will be the impact of this change? How was the value calculated? How can I transport the data? What are the rules around this data? Who should I ask if I have a question? When was the data last updated? How do I get access to the data? How many different places do we have this data? Where did the data come from? Why are the same results different? How has the data changed?
  • 6. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 6 Data Catalogs Are the Answer – What is the Question? There are so many. Where can I find the data? What will be the impact of this change? How was the value calculated? How can I transport the data? What are the rules around this data? Who should I ask if I have a question? When was the data last updated? How do I get access to the data? How many different places do we have this data? Where did the data come from? Why are the same results different? What answers do YOU need from your data catalog? How has the data changed?
  • 7. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 7 • Different Types of Data • Different Types of Metadata • Prioritizing Metadata to Manage • What it Means to Govern Data / Metadata • Places to Govern Your Data / Metadata Data Catalogs Are the Answer – What is the Question? Selecting the Appropriate Metadata to Govern
  • 8. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 8 • Different Types of Data – Structured Data – Unstructured Data • Text • Documents • Records • Content • Knowledge Data Catalogs Are the Answer – What is the Question? Selecting the Appropriate Metadata to Govern – Internal / External Data – Real-Time Data – Purchased – Data You Have Influence Over – Data You Don’t Have Influence Over – The metadata about these different types of data may be somewhat different.
  • 9. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 9 • Different Types of Metadata – Data About Data Definition – Data About Data Production – Data About Data Usage – Data About the Data About the Data – Who will use the metadata? How do you know? – What are you going to do about it? Data Catalogs Are the Answer – What is the Question? Selecting the Appropriate Metadata to Govern
  • 10. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 10 • Prioritizing Metadata to Manage – What metadata do we have? – Where is it located? – Is it up to date? – Who is responsible for it? – How will people access it? Data Catalogs Are the Answer – What is the Question? Selecting the Appropriate Metadata to Govern – What business value will the metadata have? – Who will use it? – When will it be most beneficial? – What will it take to make it available? – How will we measure its use? – Where is there an immediate need? – What will bring the most bang for your bucks? – What is the low hanging fruit?
  • 11. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 11 • What it Means to Govern Data / Metadata – Execute and Enforce Authority over the Definition, Production, and Use of Data / Metadata – Formalized Accountability for the Definition of Data / Metadata – Formalized Accountability for the Production of Data / Metadata – Formalized Accountability for the Usage of Data / Metadata – Recorded Accountability is the 1st Step Toward Formalized Accountability – Operationalized Accountability is the 2nd Step – And the most complex Data Catalogs Are the Answer – What is the Question? Selecting the Appropriate Metadata to Govern
  • 12. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 12 • Places to Govern Your Data / Metadata – In Its Native Source – The Natives are Restless – In Spreadsheets, Documents, Desktop Databases – And Folders, Folders, Folders – Automated Ingestion – Change Management at its Finest – In a Data Catalog – Reference Guide for All Things Data – At the Point of Distribution – Where Metadata Lives Data Catalogs Are the Answer – What is the Question? Selecting the Appropriate Metadata to Govern
  • 13. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 13 • Catalog Functionality • Aligning Functionality and Value • Value to the Business Audience • Value to the Technical Audience • Value to the Governance Audience Data Catalogs Are the Answer – What is the Question? The Business and Technical Value of a Data Catalog
  • 14. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 14 • Catalog Functionality* Data Catalogs Are the Answer – What is the Question? The Business and Technical Value of a Data Catalog Business Metadata Technical Metadata Operational Metadata Stewardship Data Discovery Self-Service Analytics Inventory Data Curation Connectors AI & ML Glossary & Dictionary Search & Discoverability Lineage &ETL * Summarized and updated from https://www.techtarget.com/searchdatamanagement/definition/data-catalog Analytics & Decisioning Efficiency & Effectiveness Quality Improvements Confidence Improvements Regulatory Compliance Storage Function Governance Function Tool Function Business Use Function
  • 15. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 15 • Aligning Functionality and Value – Storage Function – Physical storage of metadata. – Governance Function – Formal accountability and behavior for metadata. – Tool Function – Ingestion and rationalization of metadata. – Business Use Function – Value derived from use of metadata. Data Catalogs Are the Answer – What is the Question? The Business and Technical Value of a Data Catalog
  • 16. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 16 • Value to the Business Audience – Analytics & Decisioning – Efficiency & Effectiveness – Quality Improvements – Confidence Improvements – Regulatory Compliance Data Catalogs Are the Answer – What is the Question? The Business and Technical Value of a Data Catalog Analytics & Decisioning Efficiency & Effectiveness Quality Improvements Confidence Improvements Regulatory Compliance Business Use Function
  • 17. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 17 • Value to the Technical Audience – Inventory of • Business, Technical, Operational Metadata – Connectors – Artificial Intelligence & Machine Learning – Search & Discoverability – Lineage & ETL Data Catalogs Are the Answer – What is the Question? The Business and Technical Value of a Data Catalog Business Metadata Technical Metadata Operational Metadata Connectors AI & ML Glossary & Dictionary Search & Discoverability Lineage & ETL Storage Function Tool Function
  • 18. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 18 Stewardship Data Discovery Self-Service Analytics Inventory Data Curation Governance Function • Value to the Governance Audience – Formalize Stewardship – Enable Data Discovery – Enable Self-Service BI and Analytics – Conduct Asset Inventory – Provide Data Curation and Quality Improvement Service Data Catalogs Are the Answer – What is the Question? The Business and Technical Value of a Data Catalog
  • 19. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 19 • Meet the Data … – Where It Lives – Who It Lives With – When It Lives – How It Lives – Why It Lives Data Catalogs Are the Answer – What is the Question? Building the Catalog into People’s Routines
  • 20. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 20 • Meet the Data … – Where It Lives • Where people are defining data – glossary, dictionary, modeling, developing systems, … • Where people are producing data – entry, new data, acquiring data, … • Where people are using data – analytics, reporting, decision making, … Data Catalogs Are the Answer – What is the Question? Building the Catalog into People’s Routines
  • 21. 21 Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting • Meet the Data … – Who It Lives With • Stakeholders – decision makers, analysts, operations, … • Stewards – people held accountable for defining, producing, and using data, … • Analysts – people paid to draw conclusions and make decisions, … • Regulatory Stewards – people responsible for reporting and compliance, … Data Catalogs Are the Answer – What is the Question? Building the Catalog into People’s Routines
  • 22. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 22 • Meet the Data … – When It Lives • Definition – when consistency, trust, and quality definition matters • Production – when quality data production quality matters • Use – when people need to know the rules around the data Data Catalogs Are the Answer – What is the Question? Building the Catalog into People’s Routines
  • 23. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 23 • Meet the Data … – How It Lives • Daily Operations • Reporting and Analytics • Sharing and Protection • Collection and Monitoring Data Catalogs Are the Answer – What is the Question? Building the Catalog into People’s Routines
  • 24. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 24 • Meet the Data … – Why It Lives • Daily Operations • Reporting and Analytics • Sharing and Protection • Collection and Monitoring Data Catalogs Are the Answer – What is the Question? Building the Catalog into People’s Routines
  • 25. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 25 • Define Success • Reward Contribution and Usage • Reward Innovation • Promote Success Data Catalogs Are the Answer – What is the Question? Positioning the Data Catalog for Success
  • 26. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 26 • Define Success – For metadata management • Metadata collected in a data catalog • Metadata high in levels of quality and trust • Metadata available to those that need it – For data governance • Increase data intelligence • Increase data literacy Data Catalogs Are the Answer – What is the Question? Positioning the Data Catalog for Success
  • 27. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 27 • Reward Contribution and Usage – Recognize metadata definers, producer, and users. – Engage these people as metadata stewards. – Reward participation for improving the confidence in their data. – Reward participation in data catalog activities and value. – Reward stewards for data catalog usage – potentially gamifying the use of the catalog. Data Catalogs Are the Answer – What is the Question? Positioning the Data Catalog for Success
  • 28. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 28 • Reward Innovation – Introduce and Promote Innovative Methods for • Data and Metadata Definition • Data and Metadata Production • Data and Metadata Usage Data Catalogs Are the Answer – What is the Question? Positioning the Data Catalog for Success
  • 29. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 29 • Promote Success – Through whatever means is necessary. – Through whatever means is available. – Through the face of your data governance program. – Through the catalog itself. – Through demonstrated success. And word of mouth. – And by providing answers to data questions! Data Catalogs Are the Answer – What is the Question? Positioning the Data Catalog for Success
  • 30. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 30 • Data Governance Framework Components – Data Questions – Role Questions – Process Questions – Communications Questions – Metrics Questions – Tool Questions? Data Catalogs Are the Answer – What is the Question? Questions the Data Catalog can Answer
  • 31. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 31 • Data Governance Framework Components – Data Questions – from the perspective of the: • Executive Level • Strategic Level • Tactical Level • Operational Level • Support Level Data Catalogs Are the Answer – What is the Question? Questions the Data Catalog can Answer
  • 32. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 32 • Data Governance Framework Components – Role Questions – from the perspective of the: • Executive Level • Strategic Level • Tactical Level • Operational Level • Support Level Data Catalogs Are the Answer – What is the Question? Questions the Data Catalog can Answer
  • 33. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 33 • Data Governance Framework Components – Process Questions – from the perspective of the: • Executive Level • Strategic Level • Tactical Level • Operational Level • Support Level Data Catalogs Are the Answer – What is the Question? Questions the Data Catalog can Answer
  • 34. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 34 • Data Governance Framework Components – Communications Questions – from the perspective of the: • Executive Level • Strategic Level • Tactical Level • Operational Level • Support Level Data Catalogs Are the Answer – What is the Question? Questions the Data Catalog can Answer
  • 35. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 35 • Data Governance Framework Components – Metrics Questions – from the perspective of the: • Executive Level • Strategic Level • Tactical Level • Operational Level • Support Level Data Catalogs Are the Answer – What is the Question? Questions the Data Catalog can Answer
  • 36. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 36 • Data Governance Framework Components – Tool Questions – from the perspective of the: • Executive Level • Strategic Level • Tactical Level • Operational Level • Support Level Data Catalogs Are the Answer – What is the Question? Questions the Data Catalog can Answer
  • 37. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 37 • In the webinar, I shared … – Selecting the Appropriate Metadata to Govern – The Business and Technical Value of a Data Catalog – Building the Catalog into People’s Routines – Positioning the Data Catalog for Success – Questions the Data Catalog can Answer Data Catalogs Are the Answer – What is the Question? Summary
  • 38. Copyright © 2023 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 38 Data Catalogs Are the Answer – What is the Question? Q & A - Contact Information • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com rseiner@tdan.com @RSeiner 38