SlideShare a Scribd company logo
1
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Real-World Data Governance
Data Governance Best Practices
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
November 18, 2021 – 11:00 a.m. PT / 2:00 p.m. ET
Mission-Critical
Capabilities Required
to Enable Sustainable
Data Governance
erwin.com
üData Stores
üData Models
üData Movement Processes
üData Consumption
üReference Data and Code Sets
üData Quality
üTerminology/Ontology/Taxonomy
üPolicies and Rules
üData Sharing Agreements
üRegulatory Alignment
Document and Version Everything
erwin.com
• Metadata Harvesting and Versioning
• Governance Framework Associations
• Data Lineage
• Impact Analysis
• Graph Views
• Self-Service Discovery and
Navigation Aids
• Workflows
Automate Wherever Possible
erwin.com
Data
Catalog
&
Business
Glossary
Data Modeling
Data Quality
Dev/OPS
Data/OPS
AI and Analytics
Enterprise Architecture
& Business Process
Transformation and
Innovation
Portfolio Management
Enterprise Collaboration
Service Management
Risk & Compliance
Connect and Collaborate
erwin.com
Underpin Governance With The Right Technology
Harvest Curate Govern Activate Socialize
erwin.com
erwin Data Literacy Suite
erwin Data Catalog Suite
Business User Portal
Business Glossary
Manager
Mapping Manager Lifecycle Manager
Reference Data
Manager
Data Profiling
Data Intelligence Suite
Enterprise Modeling Suites
erwin Evolve
erwin Data Modeler
Data Automation
Standard Data Connectors Smart Data Connectors
erwin Enterprise Modeling & Data Intelligence
Visit us at erwin.com to learn more
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
2
Real-World Data Governance – Monthly Webinar Series
December 16, 2021 – Data Governance and Metadata Management
Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net
Non-Invasive Data Governance Book
ISBN 9781935504856 / Technics Publications / Amazon.com
Speaking @ DATAVERSITY Live and Virtual Events
Data Governance & Information Quality Conference – December 6-10, 2021 – San Diego, California
Non-Invasive Data Governance / Metadata Governance Online Learning Plans
Available Now: Business Glossaries, Data Dictionaries and Data Catalogs (6 course learning plan)
DATAVERSITY Training Center
https://training.dataversity.net
The Data Administration Newsletter (TDAN.com)
Twice Monthly: Data Articles, Columns, Blogs and Features
Produced by DATAVERSITY – Subscribe for emails
KIK Consulting & Educational Services
Updated Site: KIKConsulting.com (“Knowledge is King”)
Home of Non-Invasive Data Governance™
Carnegie Mellon University (CMU)
Adjunct Faculty: Heinz College Post-Graduate CDataO and DDL (US Army) Program
Data Governance Best Practices
Introduction
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
3
• In the webinar, I will share
– The Value of Performing a Data Governance Best Practice Assessment
– A Practical List of Industry Data Governance Best Practices
– Criteria to Determine If a Practice is Best Practice
– Steps to Follow to Complete an Assessment
– Typical Recommendations and Actions That Result From an Assessment
Data Governance Best Practices
Abstract
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
4
• Data Governance – Execution and Enforcement of Authority …
• Data Stewardship – Formalization of Accountability …
• Metadata – Data, Stored in IT Tools, Improve Business and Technical Understanding …
• Data Steward – A Person That is Held Formally Accountable …
• Metadata Management – Action of Managing the Definition, Production, and Usage …
Data Governance Best Practices
Definitions
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
5
• Talking Points:
– Justify the Actions That Will Be Taken to Govern Data
– Taking a “Ready, Aim, Fire” Approach
– Engaging Appropriate Stakeholders
– Assessment Precedes the Roadmap / Action Plan
– Requirements to Complete
Data Governance Best Practices
The Value of Performing a Data Governance Best Practice Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
6
• Justify the Actions That Will Be Taken to Govern Data
– One of Four Staples of Program Development
• Assessment / Critical Analysis
• Roadmap / Action Plan
• Roles & Responsibilities
• Communication Plan
Data Governance Best Practices
The Value of Performing a Data Governance Best Practice Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
7
• Justify the Actions That Will Be Taken to Govern Data
– Best Practices for Standing Up a Data Governance Program
– Best Practices for Assessing an Existing Data Governance Program
– Planning to Develop a Plan
Data Governance Best Practices
The Value of Performing a Data Governance Best Practice Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
8
• Taking a “Ready, Aim, Fire” Approach
– Starting By Doing Vs Starting With a Plan of Directed Actions
– Benefits of Having a Plan
– Justifying the Actions You Will Take
– Artifact to Share With Appropriate Audiences
Data Governance Best Practices
The Value of Performing a Data Governance Best Practice Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
9
• Engaging Appropriate Stakeholders
– Executive Audiences
– Strategic Audiences
– Tactical Audiences
– Operational Audiences
– Support Audiences
– Use Case Audiences
Data Governance Best Practices
The Value of Performing a Data Governance Best Practice Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
10
• Assessment Precedes the Roadmap / Action Plan
– Best Practices
– Assessment Against Best Practices
– Recommendation
– Actionable Streams
– Action Plan
Data Governance Best Practices
The Value of Performing a Data Governance Best Practice Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
11
• Assessment Requirements
– Requires Well-Defined Best Practices
– Requires Allocated Resources to Prepare Best Practices
– Requires Allocated Resources to Conduct Assessment
– Requires Stakeholders to Participate in the Assessment
– Requires Resource to Prepare the Assessment Artifact
Data Governance Best Practices
The Value of Performing a Data Governance Best Practice Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
12
Data Governance Best Practices
A Practical List of Industry Data Governance Best Practices
• Talking Points:
– Why Best Practices are Important
– Characteristics of a Productive Best Practice
– Industry Best Practices Selected Most Often
– Industry Best Practices Selected Less Often (but that are still important)
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
13
• Why Best Practices are Important
– Procedures that are accepted or prescribed as being correct or most effective. Oxford Dictionary
– Defining a Target to Assess Against
– Appropriate Actions to Stand Up a Data Governance Program
– Best Practice is an Expression Used A Lot in Preparing Actions
Data Governance Best Practices
A Practical List of Industry Data Governance Best Practices
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
14
• Characteristics of a Productive Best Practice
– Follow Best Practice Criteria
– Limited Verbiage
– Present Tense
– Underline Key Terms
Data Governance Best Practices
A Practical List of Industry Data Governance Best Practices
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
15
• Industry Best Practices Selected Most Often
– Senior Leadership Support, Sponsor, and Understand Actions of Data Governance
– Resources are Allocated to Administer Program on a Continual Basis
– Goals, Scope, Expectations, and Metrics Defined and Approved
• Industry Best Practices Selected Most Often
– Senior Leadership Support, Sponsor, and Understand Actions of Data Governance
– Resources are Allocated to Administer Program on a Continual Basis
– Goals, Scope, Expectations, and Metrics Defined and Approved
Data Governance Best Practices
A Practical List of Industry Data Governance Best Practices
*** IMPORTANT SLIDE ***
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
16
• Industry Best Practices Selected Most Often
– Roles and Responsibilities are Clearly Defined, Tested, and Shared
– Policy / Guidelines are the Backbone of Program Success
– Governance is Applied Consistently Across Data Types
• Industry Best Practices Selected Most Often
– Roles and Responsibilities are Clearly Defined, Tested, and Shared
– Policy / Guidelines are the Backbone of Program Success
– Governance is Applied Consistently Across Data Types
Data Governance Best Practices
A Practical List of Industry Data Governance Best Practices
*** IMPORTANT SLIDE ***
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
17
• Industry Best Practices Selected Less Often (but that are still important)
– Data Stewards responsibilities are recognized rather than being assigned and handed to
employees as “new” responsibilities.
– Data Governance and the stewarding of data is part of everyday business to develop and
maintain a high quality of data and information.
– Data Steward Roles & Responsibilities are part of individual’s job description but will not be
the title (position name) for these individuals.
Data Governance Best Practices
A Practical List of Industry Data Governance Best Practices
*** IMPORTANT SLIDE ***
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
18
• Industry Best Practices Selected Less Often (but that are still important)
– Individuals that are recognized as filling the roles of data governance are evaluated according
to their willingness, ability, and capability of filling the obligations of the roles.
– Accountability for the management of data definition, production and usage is the
responsibility of every individual that is identified in one or more of the Roles.
Data Governance Best Practices
A Practical List of Industry Data Governance Best Practices
*** IMPORTANT SLIDE ***
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
19
• Talking Points:
– Why Criteria are Important
– Two Best Practice Criteria
– Including the Criteria in the Assessment
Data Governance Best Practices
Criteria to Determine If a Practice is Best Practice
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
20
• Why Criteria are Important
– Need to “Test” Best Practices Against Principles
– Need to Justify Why Best Practices Were Selected
– Need to Share Criteria with Participants
– Need to Demonstrate Method for Assessment
Data Governance Best Practices
Criteria to Determine If a Practice is Best Practice
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
21
• Two Best Practice Criteria
– Practical and Do-Able Given Organizational Culture and Readiness
– Program and Activities At Risk If Best Practice is Not Achieved
Data Governance Best Practices
Criteria to Determine If a Practice is Best Practice
*** IMPORTANT SLIDE ***
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
22
• Including the Criteria in the Assessment
– Share the Best Practices in the Assessment
– Share the Criteria in the Assessment
– Specify the Importance of the Criteria with Each Best Practice
– Leads Into the Questions to Address with Each Best Practice
Data Governance Best Practices
Criteria to Determine If a Practice is Best Practice
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
23
• Talking Points:
– Best Practices for Best Practice Development
– Recognize Appropriate Stakeholders to Include
– Best Practice Questions and Questionnaire
– Conducting the Best Practice Assessment
– Results in the Form of Critical Analysis
Data Governance Best Practices
Steps to Follow to Complete an Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
24
• Best Practices for Best Practice Development
– Begin with Proven Industry Best Practices
– Follow Best Practice Criteria and Structure
– Engage the Appropriate People
– Prepare Participants in Advance
– Schedule the Assessment Meetings Over Short Period of Time
Data Governance Best Practices
Steps to Follow to Complete an Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
25
• Recognize Appropriate Stakeholders to Include
– Executive, Strategic, Tactical …
– Participants in Initial Use Case(s)
– Business and Technical Management
– People That Will Be Recognized Into Roles
Data Governance Best Practices
Steps to Follow to Complete an Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
26
• Best Practice Questions and Questionnaire
– What are your biggest challenges around data?
– Why is this best practice for the organization?
– What are we already doing that we can leverage toward the best practice?
– Where is there opportunity to improve toward the best practice?
•
– What are your biggest challenges around data?
–
– What are we already doing that we can leverage toward the best practice?
– Where is there opportunity to improve toward the best practice?
Data Governance Best Practices
Steps to Follow to Complete an Assessment
*** IMPORTANT SLIDE ***
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
27
• Best Practice Questions and Questionnaire
– Where is there opportunity to improve toward the best practice?
– What is the gap between present state and best practice state?
– What is the risk associated with the gap?
– What are the recommended steps to take to narrow / eliminate the gap?
•
–
–
–
Data Governance Best Practices
Steps to Follow to Complete an Assessment
*** IMPORTANT SLIDE ***
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
28
• Conducting the Best Practice Assessment
– Provide Best Practices and Questionnaire to Participants in Advance
– Assemble Participants in Logical Groups
– Orient Participants to Data Governance and Data Stewardship
– Scheduling an Hour Should be Sufficient
– Share Results of Assessment with Participants
Data Governance Best Practices
Steps to Follow to Complete an Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
29
• Results in the Form of Critical Analysis
– Executive Summary – Expected Outcomes, Method, Participants
– Preface – Definition, Purpose and Best Practices
– Preliminary Results – Recommendations, Actionable Streams and Notional Timeline
– Key Findings – Per Best Practice
– Assessment Details – Per Best Practice, Answers to Best Practice Questions
– Appendices – Session Groups, Terms in Best Practices
•
– Executive Summary – Expected Outcomes, Method, Participants
– Preface – Definition, Purpose and Best Practices
– Preliminary Results – Recommendations, Actionable Streams and Notional Timeline
– Key Findings – Per Best Practice
Data Governance Best Practices
Steps to Follow to Complete an Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
30
• Talking Points:
– List of Typical Best Practice Recommendations
– Sharing the Assessment With the Appropriate People
– Recommendations Feed the Data Governance Action Plan / Roadmap
Data Governance Best Practices
Typical Recommendations and Actions That Result From an Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
31
• List of Typical Best Practice Recommendations
– Develop and Deploy a Data Governance Operating Model of Roles & Responsibilities
– Develop and Act on Data Governance Communication and Awareness Plan
– Design and Deliver a Program and Data Documentation (Data Catalog/Metadata) Platform
– Define the Data Governance Program Core Components (per identified best practices)
Data Governance Best Practices
Typical Recommendations and Actions That Result From an Assessment
*** IMPORTANT SLIDE ***
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
32
• List of Typical Best Practice Recommendations
– Identify, Organize, Place, and Deploy Permanent Data Governance Manager / Office
– Design and Deliver Data Stewardship Guidelines
– Deliver a Set of Performance Metrics
– Incrementally Roll Out the Data Governance Program
Data Governance Best Practices
Typical Recommendations and Actions That Result From an Assessment
*** IMPORTANT SLIDE ***
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
33
• Sharing the Assessment With the Appropriate People
– Share with Participants
– Share with Core Team
– Share with Executive Sponsor(s)
– Share with Data Governance Council
– Make Available Through the Home for Your Data Governance Program
Data Governance Best Practices
Typical Recommendations and Actions That Result From an Assessment
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
34
• Recommendations Feed the Data Governance Action Plan / Roadmap
– Executive Summary
– Actionable Streams and Timeline
– Program Deployment Activities
– Technical Infrastructure Roadmap
– Actionable Stream Details and Actions
Data Governance Best Practices
Typical Recommendations and Actions That Result From an Assessment
•
–
– Actionable Streams and Timeline
– Program Deployment Activities
– Technical Infrastructure Roadmap
– Actionable Stream Details and Actions
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
35
• In the webinar, I shared
– The Value of Performing a Data Governance Best Practice Assessment
– A Practical List of Industry Data Governance Best Practices
– Criteria to Determine If a Practice is Best Practice
– Steps to Follow to Complete an Assessment
– Typical Recommendations and Actions That Result From an Assessment
Data Governance Best Practices
Summary
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
36
Data Governance Best Practices
Questions & Answers
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
37
Data Governance Best Practices
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 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
 
Data Governance and Metadata Management
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management
DATAVERSITY
 
Data Quality Best Practices
Data Quality Best PracticesData Quality Best Practices
Data Quality Best Practices
DATAVERSITY
 
8 Steps to Creating a Data Strategy
8 Steps to Creating a Data Strategy8 Steps to Creating a Data Strategy
8 Steps to Creating a Data Strategy
Silicon Valley Data Science
 
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
DATAVERSITY
 
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
DATAVERSITY
 
Data Modeling, Data Governance, & Data Quality
Data Modeling, Data Governance, & Data QualityData Modeling, Data Governance, & Data Quality
Data Modeling, Data Governance, & Data Quality
DATAVERSITY
 
Business Intelligence & Data Analytics– An Architected Approach
Business Intelligence & Data Analytics– An Architected ApproachBusiness Intelligence & Data Analytics– An Architected Approach
Business Intelligence & Data Analytics– An Architected Approach
DATAVERSITY
 
Data Governance Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best Practices
Boris Otto
 
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
DATAVERSITY
 
DMBOK and Data Governance
DMBOK and Data GovernanceDMBOK and Data Governance
DMBOK and Data Governance
Peter Vennel PMP,SCEA,CBIP,CDMP
 
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?
Aachen Data & AI Meetup
 
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
DATAVERSITY
 
Data Quality Best Practices
Data Quality Best PracticesData Quality Best Practices
Data Quality Best Practices
DATAVERSITY
 
Improving Data Literacy Around Data Architecture
Improving Data Literacy Around Data ArchitectureImproving Data Literacy Around Data Architecture
Improving Data Literacy Around Data Architecture
DATAVERSITY
 
Data Architecture Best Practices for Advanced Analytics
Data Architecture Best Practices for Advanced AnalyticsData Architecture Best Practices for Advanced Analytics
Data Architecture Best Practices for Advanced Analytics
DATAVERSITY
 
Data Governance
Data GovernanceData Governance
Data Governance
Boris Otto
 
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
DATAVERSITY
 
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DATAVERSITY
 

What's hot (20)

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?
 
Data Governance and Metadata Management
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management
 
Data Quality Best Practices
Data Quality Best PracticesData Quality Best Practices
Data Quality Best Practices
 
8 Steps to Creating a Data Strategy
8 Steps to Creating a Data Strategy8 Steps to Creating a Data Strategy
8 Steps to Creating a Data Strategy
 
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
 
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, Data Governance, & Data Quality
Data Modeling, Data Governance, & Data QualityData Modeling, Data Governance, & Data Quality
Data Modeling, Data Governance, & Data Quality
 
Mdm: why, when, how
Mdm: why, when, howMdm: why, when, how
Mdm: why, when, how
 
Business Intelligence & Data Analytics– An Architected Approach
Business Intelligence & Data Analytics– An Architected ApproachBusiness Intelligence & Data Analytics– An Architected Approach
Business Intelligence & Data Analytics– An Architected Approach
 
Data Governance Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best Practices
 
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
 
DMBOK and Data Governance
DMBOK and Data GovernanceDMBOK and Data Governance
DMBOK and Data Governance
 
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?
 
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
 
Data Quality Best Practices
Data Quality Best PracticesData Quality Best Practices
Data Quality Best Practices
 
Improving Data Literacy Around Data Architecture
Improving Data Literacy Around Data ArchitectureImproving Data Literacy Around Data Architecture
Improving Data Literacy Around Data Architecture
 
Data Architecture Best Practices for Advanced Analytics
Data Architecture Best Practices for Advanced AnalyticsData Architecture Best Practices for Advanced Analytics
Data Architecture Best Practices for Advanced Analytics
 
Data Governance
Data GovernanceData Governance
Data Governance
 
The Role of Data Governance in a Data Strategy
The Role of Data Governance in a Data StrategyThe Role of Data Governance in a Data Strategy
The Role of Data Governance in a Data Strategy
 
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
 

Similar to Data Governance Best Practices

Data Governance Best Practices and Lessons Learned
Data Governance Best Practices and Lessons LearnedData Governance Best Practices and Lessons Learned
Data Governance Best Practices and Lessons Learned
DATAVERSITY
 
Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success
DATAVERSITY
 
RWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance PerformanceRWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance Performance
DATAVERSITY
 
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
DATAVERSITY
 
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
DATAVERSITY
 
How to Govern Your Master Data
How to Govern Your Master Data How to Govern Your Master Data
How to Govern Your Master Data
DATAVERSITY
 
Real-World Data Governance Webinar: Data Governance Framework Components
Real-World Data Governance Webinar: Data Governance Framework ComponentsReal-World Data Governance Webinar: Data Governance Framework Components
Real-World Data Governance Webinar: Data Governance Framework Components
DATAVERSITY
 
RWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business OutcomesRWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business Outcomes
DATAVERSITY
 
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
DATAVERSITY
 
Real-World Data Governance: Selecting the Right Data Governance Approach
Real-World Data Governance: Selecting the Right Data Governance ApproachReal-World Data Governance: Selecting the Right Data Governance Approach
Real-World Data Governance: Selecting the Right Data Governance Approach
DATAVERSITY
 
RWDG Slides: Utilize Governance Working Teams to Improve Data Quality
RWDG Slides: Utilize Governance Working Teams to Improve Data QualityRWDG Slides: Utilize Governance Working Teams to Improve Data Quality
RWDG Slides: Utilize Governance Working Teams to Improve Data Quality
DATAVERSITY
 
The Non-Invasive Data Governance Framework
The Non-Invasive Data Governance FrameworkThe Non-Invasive Data Governance Framework
The Non-Invasive Data Governance Framework
DATAVERSITY
 
RWDG Slides: Apply Data Governance to Agile Efforts
RWDG Slides: Apply Data Governance to Agile EffortsRWDG Slides: Apply Data Governance to Agile Efforts
RWDG Slides: Apply Data Governance to Agile Efforts
DATAVERSITY
 
Convincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialConvincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is Essential
DATAVERSITY
 
Data Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your ProgramData Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your Program
DATAVERSITY
 
The Data Model as a Data Governance Artifact
The Data Model as a Data Governance ArtifactThe Data Model as a Data Governance Artifact
The Data Model as a Data Governance Artifact
DATAVERSITY
 
RWDG Slides: Building a Data Governance Roadmap
RWDG Slides: Building a Data Governance RoadmapRWDG Slides: Building a Data Governance Roadmap
RWDG Slides: Building a Data Governance Roadmap
DATAVERSITY
 
Data Governance vs. Information Governance
Data Governance vs. Information GovernanceData Governance vs. Information Governance
Data Governance vs. Information Governance
DATAVERSITY
 
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data DictionaryRWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
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 Governance
DATAVERSITY
 

Similar to Data Governance Best Practices (20)

Data Governance Best Practices and Lessons Learned
Data Governance Best Practices and Lessons LearnedData Governance Best Practices and Lessons Learned
Data Governance Best Practices and Lessons Learned
 
Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success
 
RWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance PerformanceRWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance Performance
 
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
 
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
 
How to Govern Your Master Data
How to Govern Your Master Data How to Govern Your Master Data
How to Govern Your Master Data
 
Real-World Data Governance Webinar: Data Governance Framework Components
Real-World Data Governance Webinar: Data Governance Framework ComponentsReal-World Data Governance Webinar: Data Governance Framework Components
Real-World Data Governance Webinar: Data Governance Framework Components
 
RWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business OutcomesRWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business Outcomes
 
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
 
Real-World Data Governance: Selecting the Right Data Governance Approach
Real-World Data Governance: Selecting the Right Data Governance ApproachReal-World Data Governance: Selecting the Right Data Governance Approach
Real-World Data Governance: Selecting the Right Data Governance Approach
 
RWDG Slides: Utilize Governance Working Teams to Improve Data Quality
RWDG Slides: Utilize Governance Working Teams to Improve Data QualityRWDG Slides: Utilize Governance Working Teams to Improve Data Quality
RWDG Slides: Utilize Governance Working Teams to Improve Data Quality
 
The Non-Invasive Data Governance Framework
The Non-Invasive Data Governance FrameworkThe Non-Invasive Data Governance Framework
The Non-Invasive Data Governance Framework
 
RWDG Slides: Apply Data Governance to Agile Efforts
RWDG Slides: Apply Data Governance to Agile EffortsRWDG Slides: Apply Data Governance to Agile Efforts
RWDG Slides: Apply Data Governance to Agile Efforts
 
Convincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialConvincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is Essential
 
Data Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your ProgramData Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your Program
 
The Data Model as a Data Governance Artifact
The Data Model as a Data Governance ArtifactThe Data Model as a Data Governance Artifact
The Data Model as a Data Governance Artifact
 
RWDG Slides: Building a Data Governance Roadmap
RWDG Slides: Building a Data Governance RoadmapRWDG Slides: Building a Data Governance Roadmap
RWDG Slides: Building a Data Governance Roadmap
 
Data Governance vs. Information Governance
Data Governance vs. Information GovernanceData Governance vs. Information Governance
Data Governance vs. Information Governance
 
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
 
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
 

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 Governance
DATAVERSITY
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data Literacy
DATAVERSITY
 
Make Data Work for You
Make Data Work for YouMake Data Work for You
Make Data Work for You
DATAVERSITY
 
Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?
DATAVERSITY
 
Data Modeling Fundamentals
Data Modeling FundamentalsData Modeling Fundamentals
Data Modeling Fundamentals
DATAVERSITY
 
Showing ROI for Your Analytic Project
Showing ROI for Your Analytic ProjectShowing ROI for Your Analytic Project
Showing ROI for Your Analytic Project
DATAVERSITY
 
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
DATAVERSITY
 
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 - 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
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 Today
DATAVERSITY
 
2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics
DATAVERSITY
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best Practices
DATAVERSITY
 
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 Practices
DATAVERSITY
 
MLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive AdvantageMLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive Advantage
DATAVERSITY
 
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 Intelligence
DATAVERSITY
 

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
 
Make Data Work for You
Make Data Work for YouMake Data Work for You
Make Data Work for You
 
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?
 
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 - 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
 
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
 

Recently uploaded

Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Subhajit Sahu
 
一比一原版(QU毕业证)皇后大学毕业证成绩单
一比一原版(QU毕业证)皇后大学毕业证成绩单一比一原版(QU毕业证)皇后大学毕业证成绩单
一比一原版(QU毕业证)皇后大学毕业证成绩单
enxupq
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
ukgaet
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
TravisMalana
 
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
vcaxypu
 
社内勉強会資料_LLM Agents                              .
社内勉強会資料_LLM Agents                              .社内勉強会資料_LLM Agents                              .
社内勉強会資料_LLM Agents                              .
NABLAS株式会社
 
standardisation of garbhpala offhgfffghh
standardisation of garbhpala offhgfffghhstandardisation of garbhpala offhgfffghh
standardisation of garbhpala offhgfffghh
ArpitMalhotra16
 
一比一原版(CBU毕业证)卡普顿大学毕业证成绩单
一比一原版(CBU毕业证)卡普顿大学毕业证成绩单一比一原版(CBU毕业证)卡普顿大学毕业证成绩单
一比一原版(CBU毕业证)卡普顿大学毕业证成绩单
nscud
 
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project PresentationPredicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Boston Institute of Analytics
 
一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
ewymefz
 
Investigate & Recover / StarCompliance.io / Crypto_Crimes
Investigate & Recover / StarCompliance.io / Crypto_CrimesInvestigate & Recover / StarCompliance.io / Crypto_Crimes
Investigate & Recover / StarCompliance.io / Crypto_Crimes
StarCompliance.io
 
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
Tiktokethiodaily
 
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Subhajit Sahu
 
一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单
一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单
一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单
ewymefz
 
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
ewymefz
 
Business update Q1 2024 Lar España Real Estate SOCIMI
Business update Q1 2024 Lar España Real Estate SOCIMIBusiness update Q1 2024 Lar España Real Estate SOCIMI
Business update Q1 2024 Lar España Real Estate SOCIMI
AlejandraGmez176757
 
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
axoqas
 
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP
 
Q1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year ReboundQ1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year Rebound
Oppotus
 
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdfSample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Linda486226
 

Recently uploaded (20)

Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
 
一比一原版(QU毕业证)皇后大学毕业证成绩单
一比一原版(QU毕业证)皇后大学毕业证成绩单一比一原版(QU毕业证)皇后大学毕业证成绩单
一比一原版(QU毕业证)皇后大学毕业证成绩单
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
 
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
 
社内勉強会資料_LLM Agents                              .
社内勉強会資料_LLM Agents                              .社内勉強会資料_LLM Agents                              .
社内勉強会資料_LLM Agents                              .
 
standardisation of garbhpala offhgfffghh
standardisation of garbhpala offhgfffghhstandardisation of garbhpala offhgfffghh
standardisation of garbhpala offhgfffghh
 
一比一原版(CBU毕业证)卡普顿大学毕业证成绩单
一比一原版(CBU毕业证)卡普顿大学毕业证成绩单一比一原版(CBU毕业证)卡普顿大学毕业证成绩单
一比一原版(CBU毕业证)卡普顿大学毕业证成绩单
 
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project PresentationPredicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
 
一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
 
Investigate & Recover / StarCompliance.io / Crypto_Crimes
Investigate & Recover / StarCompliance.io / Crypto_CrimesInvestigate & Recover / StarCompliance.io / Crypto_Crimes
Investigate & Recover / StarCompliance.io / Crypto_Crimes
 
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
 
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
 
一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单
一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单
一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单
 
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
 
Business update Q1 2024 Lar España Real Estate SOCIMI
Business update Q1 2024 Lar España Real Estate SOCIMIBusiness update Q1 2024 Lar España Real Estate SOCIMI
Business update Q1 2024 Lar España Real Estate SOCIMI
 
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
 
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
 
Q1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year ReboundQ1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year Rebound
 
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdfSample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
 

Data Governance Best Practices

  • 1. 1 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Real-World Data Governance Data Governance Best Practices Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com November 18, 2021 – 11:00 a.m. PT / 2:00 p.m. ET
  • 3. erwin.com üData Stores üData Models üData Movement Processes üData Consumption üReference Data and Code Sets üData Quality üTerminology/Ontology/Taxonomy üPolicies and Rules üData Sharing Agreements üRegulatory Alignment Document and Version Everything
  • 4. erwin.com • Metadata Harvesting and Versioning • Governance Framework Associations • Data Lineage • Impact Analysis • Graph Views • Self-Service Discovery and Navigation Aids • Workflows Automate Wherever Possible
  • 5. erwin.com Data Catalog & Business Glossary Data Modeling Data Quality Dev/OPS Data/OPS AI and Analytics Enterprise Architecture & Business Process Transformation and Innovation Portfolio Management Enterprise Collaboration Service Management Risk & Compliance Connect and Collaborate
  • 6. erwin.com Underpin Governance With The Right Technology Harvest Curate Govern Activate Socialize
  • 7. erwin.com erwin Data Literacy Suite erwin Data Catalog Suite Business User Portal Business Glossary Manager Mapping Manager Lifecycle Manager Reference Data Manager Data Profiling Data Intelligence Suite Enterprise Modeling Suites erwin Evolve erwin Data Modeler Data Automation Standard Data Connectors Smart Data Connectors erwin Enterprise Modeling & Data Intelligence Visit us at erwin.com to learn more
  • 8. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 2 Real-World Data Governance – Monthly Webinar Series December 16, 2021 – Data Governance and Metadata Management Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net Non-Invasive Data Governance Book ISBN 9781935504856 / Technics Publications / Amazon.com Speaking @ DATAVERSITY Live and Virtual Events Data Governance & Information Quality Conference – December 6-10, 2021 – San Diego, California Non-Invasive Data Governance / Metadata Governance Online Learning Plans Available Now: Business Glossaries, Data Dictionaries and Data Catalogs (6 course learning plan) DATAVERSITY Training Center https://training.dataversity.net The Data Administration Newsletter (TDAN.com) Twice Monthly: Data Articles, Columns, Blogs and Features Produced by DATAVERSITY – Subscribe for emails KIK Consulting & Educational Services Updated Site: KIKConsulting.com (“Knowledge is King”) Home of Non-Invasive Data Governance™ Carnegie Mellon University (CMU) Adjunct Faculty: Heinz College Post-Graduate CDataO and DDL (US Army) Program Data Governance Best Practices Introduction
  • 9. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 3 • In the webinar, I will share – The Value of Performing a Data Governance Best Practice Assessment – A Practical List of Industry Data Governance Best Practices – Criteria to Determine If a Practice is Best Practice – Steps to Follow to Complete an Assessment – Typical Recommendations and Actions That Result From an Assessment Data Governance Best Practices Abstract
  • 10. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 4 • Data Governance – Execution and Enforcement of Authority … • Data Stewardship – Formalization of Accountability … • Metadata – Data, Stored in IT Tools, Improve Business and Technical Understanding … • Data Steward – A Person That is Held Formally Accountable … • Metadata Management – Action of Managing the Definition, Production, and Usage … Data Governance Best Practices Definitions
  • 11. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 5 • Talking Points: – Justify the Actions That Will Be Taken to Govern Data – Taking a “Ready, Aim, Fire” Approach – Engaging Appropriate Stakeholders – Assessment Precedes the Roadmap / Action Plan – Requirements to Complete Data Governance Best Practices The Value of Performing a Data Governance Best Practice Assessment
  • 12. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 6 • Justify the Actions That Will Be Taken to Govern Data – One of Four Staples of Program Development • Assessment / Critical Analysis • Roadmap / Action Plan • Roles & Responsibilities • Communication Plan Data Governance Best Practices The Value of Performing a Data Governance Best Practice Assessment
  • 13. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 7 • Justify the Actions That Will Be Taken to Govern Data – Best Practices for Standing Up a Data Governance Program – Best Practices for Assessing an Existing Data Governance Program – Planning to Develop a Plan Data Governance Best Practices The Value of Performing a Data Governance Best Practice Assessment
  • 14. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 8 • Taking a “Ready, Aim, Fire” Approach – Starting By Doing Vs Starting With a Plan of Directed Actions – Benefits of Having a Plan – Justifying the Actions You Will Take – Artifact to Share With Appropriate Audiences Data Governance Best Practices The Value of Performing a Data Governance Best Practice Assessment
  • 15. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 9 • Engaging Appropriate Stakeholders – Executive Audiences – Strategic Audiences – Tactical Audiences – Operational Audiences – Support Audiences – Use Case Audiences Data Governance Best Practices The Value of Performing a Data Governance Best Practice Assessment
  • 16. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 10 • Assessment Precedes the Roadmap / Action Plan – Best Practices – Assessment Against Best Practices – Recommendation – Actionable Streams – Action Plan Data Governance Best Practices The Value of Performing a Data Governance Best Practice Assessment
  • 17. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 11 • Assessment Requirements – Requires Well-Defined Best Practices – Requires Allocated Resources to Prepare Best Practices – Requires Allocated Resources to Conduct Assessment – Requires Stakeholders to Participate in the Assessment – Requires Resource to Prepare the Assessment Artifact Data Governance Best Practices The Value of Performing a Data Governance Best Practice Assessment
  • 18. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 12 Data Governance Best Practices A Practical List of Industry Data Governance Best Practices • Talking Points: – Why Best Practices are Important – Characteristics of a Productive Best Practice – Industry Best Practices Selected Most Often – Industry Best Practices Selected Less Often (but that are still important)
  • 19. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 13 • Why Best Practices are Important – Procedures that are accepted or prescribed as being correct or most effective. Oxford Dictionary – Defining a Target to Assess Against – Appropriate Actions to Stand Up a Data Governance Program – Best Practice is an Expression Used A Lot in Preparing Actions Data Governance Best Practices A Practical List of Industry Data Governance Best Practices
  • 20. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 14 • Characteristics of a Productive Best Practice – Follow Best Practice Criteria – Limited Verbiage – Present Tense – Underline Key Terms Data Governance Best Practices A Practical List of Industry Data Governance Best Practices
  • 21. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 15 • Industry Best Practices Selected Most Often – Senior Leadership Support, Sponsor, and Understand Actions of Data Governance – Resources are Allocated to Administer Program on a Continual Basis – Goals, Scope, Expectations, and Metrics Defined and Approved • Industry Best Practices Selected Most Often – Senior Leadership Support, Sponsor, and Understand Actions of Data Governance – Resources are Allocated to Administer Program on a Continual Basis – Goals, Scope, Expectations, and Metrics Defined and Approved Data Governance Best Practices A Practical List of Industry Data Governance Best Practices *** IMPORTANT SLIDE ***
  • 22. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 16 • Industry Best Practices Selected Most Often – Roles and Responsibilities are Clearly Defined, Tested, and Shared – Policy / Guidelines are the Backbone of Program Success – Governance is Applied Consistently Across Data Types • Industry Best Practices Selected Most Often – Roles and Responsibilities are Clearly Defined, Tested, and Shared – Policy / Guidelines are the Backbone of Program Success – Governance is Applied Consistently Across Data Types Data Governance Best Practices A Practical List of Industry Data Governance Best Practices *** IMPORTANT SLIDE ***
  • 23. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 17 • Industry Best Practices Selected Less Often (but that are still important) – Data Stewards responsibilities are recognized rather than being assigned and handed to employees as “new” responsibilities. – Data Governance and the stewarding of data is part of everyday business to develop and maintain a high quality of data and information. – Data Steward Roles & Responsibilities are part of individual’s job description but will not be the title (position name) for these individuals. Data Governance Best Practices A Practical List of Industry Data Governance Best Practices *** IMPORTANT SLIDE ***
  • 24. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 18 • Industry Best Practices Selected Less Often (but that are still important) – Individuals that are recognized as filling the roles of data governance are evaluated according to their willingness, ability, and capability of filling the obligations of the roles. – Accountability for the management of data definition, production and usage is the responsibility of every individual that is identified in one or more of the Roles. Data Governance Best Practices A Practical List of Industry Data Governance Best Practices *** IMPORTANT SLIDE ***
  • 25. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 19 • Talking Points: – Why Criteria are Important – Two Best Practice Criteria – Including the Criteria in the Assessment Data Governance Best Practices Criteria to Determine If a Practice is Best Practice
  • 26. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 20 • Why Criteria are Important – Need to “Test” Best Practices Against Principles – Need to Justify Why Best Practices Were Selected – Need to Share Criteria with Participants – Need to Demonstrate Method for Assessment Data Governance Best Practices Criteria to Determine If a Practice is Best Practice
  • 27. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 21 • Two Best Practice Criteria – Practical and Do-Able Given Organizational Culture and Readiness – Program and Activities At Risk If Best Practice is Not Achieved Data Governance Best Practices Criteria to Determine If a Practice is Best Practice *** IMPORTANT SLIDE ***
  • 28. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 22 • Including the Criteria in the Assessment – Share the Best Practices in the Assessment – Share the Criteria in the Assessment – Specify the Importance of the Criteria with Each Best Practice – Leads Into the Questions to Address with Each Best Practice Data Governance Best Practices Criteria to Determine If a Practice is Best Practice
  • 29. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 23 • Talking Points: – Best Practices for Best Practice Development – Recognize Appropriate Stakeholders to Include – Best Practice Questions and Questionnaire – Conducting the Best Practice Assessment – Results in the Form of Critical Analysis Data Governance Best Practices Steps to Follow to Complete an Assessment
  • 30. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 24 • Best Practices for Best Practice Development – Begin with Proven Industry Best Practices – Follow Best Practice Criteria and Structure – Engage the Appropriate People – Prepare Participants in Advance – Schedule the Assessment Meetings Over Short Period of Time Data Governance Best Practices Steps to Follow to Complete an Assessment
  • 31. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 25 • Recognize Appropriate Stakeholders to Include – Executive, Strategic, Tactical … – Participants in Initial Use Case(s) – Business and Technical Management – People That Will Be Recognized Into Roles Data Governance Best Practices Steps to Follow to Complete an Assessment
  • 32. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 26 • Best Practice Questions and Questionnaire – What are your biggest challenges around data? – Why is this best practice for the organization? – What are we already doing that we can leverage toward the best practice? – Where is there opportunity to improve toward the best practice? • – What are your biggest challenges around data? – – What are we already doing that we can leverage toward the best practice? – Where is there opportunity to improve toward the best practice? Data Governance Best Practices Steps to Follow to Complete an Assessment *** IMPORTANT SLIDE ***
  • 33. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 27 • Best Practice Questions and Questionnaire – Where is there opportunity to improve toward the best practice? – What is the gap between present state and best practice state? – What is the risk associated with the gap? – What are the recommended steps to take to narrow / eliminate the gap? • – – – Data Governance Best Practices Steps to Follow to Complete an Assessment *** IMPORTANT SLIDE ***
  • 34. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 28 • Conducting the Best Practice Assessment – Provide Best Practices and Questionnaire to Participants in Advance – Assemble Participants in Logical Groups – Orient Participants to Data Governance and Data Stewardship – Scheduling an Hour Should be Sufficient – Share Results of Assessment with Participants Data Governance Best Practices Steps to Follow to Complete an Assessment
  • 35. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 29 • Results in the Form of Critical Analysis – Executive Summary – Expected Outcomes, Method, Participants – Preface – Definition, Purpose and Best Practices – Preliminary Results – Recommendations, Actionable Streams and Notional Timeline – Key Findings – Per Best Practice – Assessment Details – Per Best Practice, Answers to Best Practice Questions – Appendices – Session Groups, Terms in Best Practices • – Executive Summary – Expected Outcomes, Method, Participants – Preface – Definition, Purpose and Best Practices – Preliminary Results – Recommendations, Actionable Streams and Notional Timeline – Key Findings – Per Best Practice Data Governance Best Practices Steps to Follow to Complete an Assessment
  • 36. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 30 • Talking Points: – List of Typical Best Practice Recommendations – Sharing the Assessment With the Appropriate People – Recommendations Feed the Data Governance Action Plan / Roadmap Data Governance Best Practices Typical Recommendations and Actions That Result From an Assessment
  • 37. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 31 • List of Typical Best Practice Recommendations – Develop and Deploy a Data Governance Operating Model of Roles & Responsibilities – Develop and Act on Data Governance Communication and Awareness Plan – Design and Deliver a Program and Data Documentation (Data Catalog/Metadata) Platform – Define the Data Governance Program Core Components (per identified best practices) Data Governance Best Practices Typical Recommendations and Actions That Result From an Assessment *** IMPORTANT SLIDE ***
  • 38. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 32 • List of Typical Best Practice Recommendations – Identify, Organize, Place, and Deploy Permanent Data Governance Manager / Office – Design and Deliver Data Stewardship Guidelines – Deliver a Set of Performance Metrics – Incrementally Roll Out the Data Governance Program Data Governance Best Practices Typical Recommendations and Actions That Result From an Assessment *** IMPORTANT SLIDE ***
  • 39. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 33 • Sharing the Assessment With the Appropriate People – Share with Participants – Share with Core Team – Share with Executive Sponsor(s) – Share with Data Governance Council – Make Available Through the Home for Your Data Governance Program Data Governance Best Practices Typical Recommendations and Actions That Result From an Assessment
  • 40. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 34 • Recommendations Feed the Data Governance Action Plan / Roadmap – Executive Summary – Actionable Streams and Timeline – Program Deployment Activities – Technical Infrastructure Roadmap – Actionable Stream Details and Actions Data Governance Best Practices Typical Recommendations and Actions That Result From an Assessment • – – Actionable Streams and Timeline – Program Deployment Activities – Technical Infrastructure Roadmap – Actionable Stream Details and Actions
  • 41. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 35 • In the webinar, I shared – The Value of Performing a Data Governance Best Practice Assessment – A Practical List of Industry Data Governance Best Practices – Criteria to Determine If a Practice is Best Practice – Steps to Follow to Complete an Assessment – Typical Recommendations and Actions That Result From an Assessment Data Governance Best Practices Summary
  • 42. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 36 Data Governance Best Practices Questions & Answers
  • 43. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 37 Data Governance Best Practices Contact Information • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com rseiner@tdan.com @RSeiner