The Role of Data Governance in a Data Strategy

DATAVERSITY
DATAVERSITYExecutive Editor at DATAVERSITY um DATAVERSITY
1
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Real-World Data Governance
The Role of Data Governance in a Data Strategy
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
April 21, 2022 – 11:00 a.m. PT / 2:00 p.m. ET
The Role of Data Governance
in a Data Strategy
Today’s Presenters
David Woods
SVP – Precisely
Strategic Services
Data Strategy: Criticality of Data Integrity
83% of CEOs
want their
organization to be
more data-driven
Digital transformation
investments to
top $6.8 trillion
globally by 2023
68% of Fortune 1000
businesses now
have CDOs – up 6x
in the last decade
Global data
infrastructure spending
expected to reach
$200 billion this year
Data is the fuel for decision-making today
3
IDC IDC Gartner Forbes
Data integrity is…
data with maximum accuracy,
consistency, and context for confident
business decision-making ...
4
… and it must be governed if we
want to trust it
Business-first approach
5
• Prioritize the data that matters
• Link Data Governance efforts to
business goals
• Iteratively pressure test model
against valued added Use Cases
• Build and sustain stakeholder
engagement across all levels
Data Governance programs
that prioritize critical data
have 5x faster time-to-value
Linkage to strategy makes governance relevant
6
C-suite strategy
Improve customer
experience
Ability to access the
correct data faster
Removing
excessive process
steps
Business initiatives & associated KPI’s
Customer
spend by
category
Share of
wallet
increase
Customer
satisfaction
score
Customer
Loyalty
score
Data Governance Framework, Operating Model & Tools
Organization
• Data stewardship
• Data ownership
• Operating models (R&R’s)
• CDE prioritization
Tools
• Data catalog
• Business glossary
• Standards and rules repository
• DQ reporting
• Workflows
Governance
• Standards and rules
• Measures and metrics
• Process standards
• Business traceability
• Business and data definitions
Highly visible
strategic “wants”
Less visible
enablers
Governance Enables & Accelerates Programs
7
Time
The scramble
Build & migration
How could that be?
Degradation
We own it
Reliability
Let’s start with data!
Enterprise collaboration
Data Readiness
Traditional
Mobilization point
Recognition of
Lost ROI
B
u
s
i
n
e
s
s
T
r
i
g
g
e
r
Dip
in
Data
Trust
18-24 months to stabilize and
begin realizing business value
Master data degrades at an
avg. Rate of 2-7% per month
Proactively mobilize early!
ü 25% reduction in implementation time
ü 40% reduction in development effort
ü 50% less functional spec rework for data
VALUE
CREATION
RISK
REDUCTION
Precisely’s Integrated Approach
8
ESTABLISH CORE PROGRAM COMPONENTS & STRATEGIC ROADMAP
Value Drivers &
Stakeholder
Alignment
DG Framework
and Decision
Tree
Operating
Model & Org
Construct
DG Metrics
Framework
Execution
Roadmap
DATA INTEGRITY & GOVERNANCE PLATFORM ENABLEMENT
Data
Harmonization
Framework
Critical Data
Identified and
Prioritized
Define Data
Governance
Strategies
Data Profiling,
Analysis &
Enrichment
Operationalize
Data
Governance
Business Value Drivers, Strategic Program Components and Roadmap to Achieve
Data Governance Assets, Catalog, Standards, Rules, Metrics and Org Enablement
Iterative Deliverable Adjustments Based on Findings
The leader in data integrity
Our software, data enrichment products and
strategic services deliver accuracy, consistency, and
context in your data, powering confident decisions.
of the Fortune 100
99
countries
100 2,500
employees
customers
12,000
Brands you trust, trust us
Data leaders partner with us
9
Thank You
www.precisely.com
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
2
The Role of Data Governance in a Data Strategy
Introduction
Real-World Data Governance – Monthly Webinar Series
May 21, 2022 – Data Governance Roles and Responsibilities
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 West – June 6-10, 2022 – San Diego, CA
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 Programs
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
3
• In this webinar, we will talk about:
– A Structure for Delivery of a Data Strategy
– How to Address People, Process, and Technology in a Data Strategy
– Why Data Governance is an Important Piece of a Data Strategy
– How to Include Data Governance in the Structure of the Strategy
– Examples of How Governance has been Included in a Data Strategy
The Role of Data Governance in a Data Strategy
Abstract
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
4
• Not a Lesson In How to Create a Strategy
– Focus on Role of Data Governance
– Data Governance is the execution and enforcement of authority over the management
(definition, production, usage) of data and data-related resources.
» Questions to ask yourself (about your organization) …
» Are you executing and enforcing authority right now?
» Do you need to execute and enforce authority better?
» How are you planning to do that?
» Do you need a plan to move from informally toward formally governed?
The Role of Data Governance in a Data Strategy
A Structure for Delivery of a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
5
• A Typical Structure of a Data Strategy
– Key Assumptions
– Resource Plan
– Budget – Operational Expense (Op Ex) and Capital Expense (Cap Ex)
– Major Project-Related Budgets
– Roadmap and Milestones
– Notional Timeline
The Role of Data Governance in a Data Strategy
A Structure for Delivery of a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
6
• Enterprise Data Management (EDM) Strategic Plan
– Target Business Outcomes of Data Governance
– Business Impact and Value of Data Governance
– Business Improvement Disciplines
– Value Proposition
– Initial Deployment Activities
– Reference Materials
The Role of Data Governance in a Data Strategy
A Structure for Delivery of a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
7
• Injecting Data Governance in a Data Strategy
– Plan for Stewardship – Formal Accountability
– Plan for People – Data Governance Structure
– Plan for Process – Prioritization, Escalation, Address Issue/Opportunity
– Plan for Technology – Data and Metadata Management, Analytics, ML, AI, …
– Plan for Budget – Operating, Capital
The Role of Data Governance in a Data Strategy
A Structure for Delivery of a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
8
• What People Say About People, Process, and Technology
– PPT Framework Around Since 1960s
– Businesses Use It to Improve Operational Efficiency of Employees and Tools
– All About Balance – Three-Legged Table
– Leverage the PPT Framework
• Identify Choke Points
• Eliminate Waste
• Increase Efficiency
• Reduce Time to Value
The Role of Data Governance in a Data Strategy
How to Address People, Process, and Technology in a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
9
• People
– Human Resources at Organization’s Disposal
– Do the Tasks Described in Process
– Sometimes By Leveraging Technology
– Clear Role Definition
– Right People / Skillset
The Role of Data Governance in a Data Strategy
How to Address People, Process, and Technology in a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
10
• Process
– Steps or Actions Combined to Produce a Particular Goal
– The “How” Aspect
– Imperative to Understand How People Fit in a Process
– Focus on Key Steps
– Can Only Be Improved If It Can Be Measured
– Requires Feedback for Constant Improvement
The Role of Data Governance in a Data Strategy
How to Address People, Process, and Technology in a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
11
• Technology
– Tools People Use to Implement the Process
– Technology Must Fit Into the Organization
– Investments to Gain Strategic Advantage
– Often People and Process are Secondary
• Fit People Into Technology
– Requires the “Right” People Following
the “Right” Process
– Data Governance Bill of “Rights”
The Role of Data Governance in a Data Strategy
How to Address People, Process, and Technology in a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
12
• What can’t you do because you don’t have access to, or the confidence in, the data to do it?
– Challenges finding data
– Challenges accessing data
– Challenges understanding / trusting data
– Challenges manipulating data
– Challenges analyzing the data
The Role of Data Governance in a Data Strategy
Why Data Governance is an Important Piece of a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
13
• What would you be able to do if you had access to, and the confidence in, the data to it?
– Predictive Modeling
– Efficient and Effective Analysis
– Compare Business Across …
– Have Confidence in the Reports Delivered to Management
– Differentiate From Competitors (How We Use Data)
– Innovate with Data / Think Outside the Box
The Role of Data Governance in a Data Strategy
Why Data Governance is an Important Piece of a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
14
• What does this have to do with Data Governance?
– Need DG to Execute and Enforce Authority
– Need DG to Formalize Accountability
– Need DG to Protect Sensitive Data
– Need DG to Improve the Quality of Data
– Need DG to Address Challenges
– Need DG to Improve Data Literacy / Address Opportunities
The Role of Data Governance in a Data Strategy
Why Data Governance is an Important Piece of a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
15
• Call It Out
– Make Data Governance Not Optional
– Define Data Governance as a Central Component of the Strategy
– Define the Model for Data Governance
• Centralized Model
• Distributed Model
• Federated Model
– Mention Data Governance Throughout the Strategy
The Role of Data Governance in a Data Strategy
How to Include Data Governance in the Structure of the Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
16
• Plan for a Formal Program Framework
– Data
– Roles
– Processes
– Communications
– Metrics
– Tools
The Role of Data Governance in a Data Strategy
How to Include Data Governance in the Structure of the Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
17
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Copyright © 2019 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
Levels
Components
ROLES
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
DATA GOVERNANCE FRAMEWORK
DATA
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
DATA – ASSETS BEING GOVERNED
ROLES – FORMAL ACCOUNTABILITY
PROCESSES – APPLICATION / ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED / DEVELOPED
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
DATA – ASSETS BEING GOVERNED
ROLES – FORMAL ACCOUNTABILITY
PROCESSES – APPLICATION / ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED / DEVELOPED
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
18
Endorse
Enforce
Authorize
Direct
Approve
Prioritize
Resolve
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Facilitate
Mediate
Promote
Operate
Manage
Handle
Formalize
Adhere
Enforce
Approve
Act
Acceptance
Participation
Performance
Subject
Quality
Metrics
Accountability
Efficiency
Effectiveness
Collect
Report
Policy
Directive
Audit
Charter
Best Practices
Guidelines
Roadmap
Standards
Requirements
Workflows
Glossary
Dictionary
Catalog
Repository
DG Tools
Metadata Tools
KIK Artifacts
Support
Sponsor
Understand
Status
Evaluate
Commend
Standards
Subject Area
Project
Orientation
Onboard
Ongoing
Plan
Develop
Deliver
Leadership
Steering
Committee
Preside
DG Program
DG Council
Domain Stewards
Data Owners
SMEs
Operational
Data Stewards
Users
Prog Mgmt
Admin
Work Groups
Partners
Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
Levels
Components
ROLES
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK
Leadership
Dashboard
KPIs
Enterprise
Performance
Subject Area
X-Business Unit
Business Unit
Function
Accountability
Inventory
Metadata
DATA
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
DATA – ASSETS BEING GOVERNED
ROLES – FORMAL ACCOUNTABILITY
PROCESSES – APPLICATION / ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED / DEVELOPED
Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
19
• Plan for a Formal Structure
– Executive Level – Steering Committee
– Strategic Level – Data Governance Council
– Tactical Level – Data Domain Steward
– Operational Level – Data Steward
– Support Level – Administrative, Partners, Working Teams
The Role of Data Governance in a Data Strategy
How to Include Data Governance in the Structure of the Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
20
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
21
• Plan for Formal Resources
– People
– Time
– Budget
The Role of Data Governance in a Data Strategy
How to Include Data Governance in the Structure of the Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
22
• Strategy / No Strategy Decision
– Data Strategies from the Executive Levels
• Chief Data Officer or Chief Digital Officer (CDO)
• Chief Data & Analytics Officer (CDAO)
• Chief Analytics Officer (CAO)
• Chief Information Officer (CIO)
• Chief Technology Officer or Chief Transformation Officer (CTO)
• … and their respective offices
The Role of Data Governance in a Data Strategy
Examples of How Governance has been Included in a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
23
• Strategy / No Strategy Decision
– Data Strategies from the Ground Level Up
• Data Governance Charter
• Data Science / Analytics Charter
• Data Access Charter
• Data Privacy and Protection Charter
• Data Literacy Charter
• … and they don’t have their own offices.
• … but they must partner together.
The Role of Data Governance in a Data Strategy
Examples of How Governance has been Included in a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
24
• People Structure
– Leadership – Support, Sponsor, Understand
– Organization – Executive, Strategic, Tactical, Operational, Support
– Stewardship – Definers, Producers, Users
– Administration – Manager, Office, Lead
The Role of Data Governance in a Data Strategy
Examples of How Governance has been Included in a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
25
• Process Structure
– Prioritization – Ranking and Arranging Activities
– Escalation – Decision Making Activities
– Issue and Opportunity – Resolution Activities
– Documentation – Metadata Governance and Data Catalog Activities
The Role of Data Governance in a Data Strategy
Examples of How Governance has been Included in a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
26
• Rule-Based Structure
– Privacy Rules – How Data is Shared
– Security Rules – How Data is Protected
– Classification Rules – How Data is Handled
– Business Rules – How Data is Used
The Role of Data Governance in a Data Strategy
Examples of How Governance has been Included in a Data Strategy
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
27
• In the webinar, we shared
– A Structure for Delivery of a Data Strategy
– How to Address People, Process, and Technology in a Data Strategy
– Why Data Governance is an Important Piece of a Data Strategy
– How to Include Data Governance in the Structure of the Policy
– Examples of How Governance has been Included in a Data Strategy
The Role of Data Governance in a Data Strategy
Summary
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
28
The Role of Data Governance in a Data Strategy
Q & A - Contact Information
• Robert S. Seiner
KIK Consulting & Educational Services – KIKconsulting.com
The Data Administration Newsletter – TDAN.com
rseiner@tdan.com @RSeiner
1 von 38

Recomendados

Data Quality Best Practices von
Data Quality Best PracticesData Quality Best Practices
Data Quality Best PracticesDATAVERSITY
908 views30 Folien
DAS Slides: Building a Data Strategy - Practical Steps for Aligning with Busi... von
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
16.7K views43 Folien
Data Governance Best Practices von
Data Governance Best PracticesData Governance Best Practices
Data Governance Best PracticesDATAVERSITY
1.3K views43 Folien
How to Build & Sustain a Data Governance Operating Model von
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
19.9K views35 Folien
Data Governance Best Practices, Assessments, and Roadmaps von
Data Governance Best Practices, Assessments, and RoadmapsData Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and RoadmapsDATAVERSITY
980 views37 Folien
Implementing Effective Data Governance von
Implementing Effective Data GovernanceImplementing Effective Data Governance
Implementing Effective Data GovernanceChristopher Bradley
86.9K views80 Folien

Más contenido relacionado

Was ist angesagt?

DAS Slides: Data Governance - Combining Data Management with Organizational ... von
DAS Slides: Data Governance -  Combining Data Management with Organizational ...DAS Slides: Data Governance -  Combining Data Management with Organizational ...
DAS Slides: Data Governance - Combining Data Management with Organizational ...DATAVERSITY
11.5K views32 Folien
Data governance Program PowerPoint Presentation Slides von
Data governance Program PowerPoint Presentation Slides Data governance Program PowerPoint Presentation Slides
Data governance Program PowerPoint Presentation Slides SlideTeam
3.9K views25 Folien
Data Governance von
Data GovernanceData Governance
Data GovernanceBoris Otto
3K views37 Folien
Data Architecture for Data Governance von
Data Architecture for Data GovernanceData Architecture for Data Governance
Data Architecture for Data GovernanceDATAVERSITY
22.6K views56 Folien
Do-It-Yourself (DIY) Data Governance Framework von
Do-It-Yourself (DIY) Data Governance FrameworkDo-It-Yourself (DIY) Data Governance Framework
Do-It-Yourself (DIY) Data Governance FrameworkDATAVERSITY
886 views40 Folien
Enterprise Data Management Framework Overview von
Enterprise Data Management Framework OverviewEnterprise Data Management Framework Overview
Enterprise Data Management Framework OverviewJohn Bao Vuu
768 views8 Folien

Was ist angesagt?(20)

DAS Slides: Data Governance - Combining Data Management with Organizational ... von DATAVERSITY
DAS Slides: Data Governance -  Combining Data Management with Organizational ...DAS Slides: Data Governance -  Combining Data Management with Organizational ...
DAS Slides: Data Governance - Combining Data Management with Organizational ...
DATAVERSITY11.5K views
Data governance Program PowerPoint Presentation Slides von SlideTeam
Data governance Program PowerPoint Presentation Slides Data governance Program PowerPoint Presentation Slides
Data governance Program PowerPoint Presentation Slides
SlideTeam3.9K views
Data Architecture for Data Governance von DATAVERSITY
Data Architecture for Data GovernanceData Architecture for Data Governance
Data Architecture for Data Governance
DATAVERSITY22.6K views
Do-It-Yourself (DIY) Data Governance Framework von DATAVERSITY
Do-It-Yourself (DIY) Data Governance FrameworkDo-It-Yourself (DIY) Data Governance Framework
Do-It-Yourself (DIY) Data Governance Framework
DATAVERSITY886 views
Enterprise Data Management Framework Overview von John Bao Vuu
Enterprise Data Management Framework OverviewEnterprise Data Management Framework Overview
Enterprise Data Management Framework Overview
John Bao Vuu768 views
Building a Data Strategy – Practical Steps for Aligning with Business Goals von DATAVERSITY
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
DATAVERSITY1K views
You Need a Data Catalog. Do You Know Why? von Precisely
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?
Precisely436 views
RWDG Slides: What is a Data Steward to do? von DATAVERSITY
RWDG Slides: What is a Data Steward to do?RWDG Slides: What is a Data Steward to do?
RWDG Slides: What is a Data Steward to do?
DATAVERSITY1.6K views
MDM Strategy & Roadmap von victorlbrown
MDM Strategy & RoadmapMDM Strategy & Roadmap
MDM Strategy & Roadmap
victorlbrown23.8K views
Building a Data Governance Strategy von Analytics8
Building a Data Governance StrategyBuilding a Data Governance Strategy
Building a Data Governance Strategy
Analytics82.6K views
Data Governance Takes a Village (So Why is Everyone Hiding?) von DATAVERSITY
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?)
DATAVERSITY428 views
Activate Data Governance Using the Data Catalog von DATAVERSITY
Activate Data Governance Using the Data CatalogActivate Data Governance Using the Data Catalog
Activate Data Governance Using the Data Catalog
DATAVERSITY1.4K views
Data Catalogs Are the Answer – What is the Question? von 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?
DATAVERSITY501 views
Data Governance Workshop von CCG
Data Governance WorkshopData Governance Workshop
Data Governance Workshop
CCG440 views
Business Intelligence & Data Analytics– An Architected Approach von DATAVERSITY
Business Intelligence & Data Analytics– An Architected ApproachBusiness Intelligence & Data Analytics– An Architected Approach
Business Intelligence & Data Analytics– An Architected Approach
DATAVERSITY588 views
Data Governance and Metadata Management von DATAVERSITY
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management
DATAVERSITY1.4K views
Glossaries, Dictionaries, and Catalogs Result in Data Governance von DATAVERSITY
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceGlossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data Governance
DATAVERSITY688 views
Data Quality Best Practices von DATAVERSITY
Data Quality Best PracticesData Quality Best Practices
Data Quality Best Practices
DATAVERSITY1.9K views
Data Management, Metadata Management, and Data Governance – Working Together von DATAVERSITY
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
DATAVERSITY907 views

Similar a The Role of Data Governance in a Data Strategy

Data Governance and Data Science to Improve Data Quality von
Data Governance and Data Science to Improve Data QualityData Governance and Data Science to Improve Data Quality
Data Governance and Data Science to Improve Data QualityDATAVERSITY
849 views22 Folien
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJX von
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
1.1K views48 Folien
RWDG Slides: Operationalize Data Governance for Business Outcomes von
RWDG Slides: Operationalize Data Governance for Business OutcomesRWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business OutcomesDATAVERSITY
897 views44 Folien
RWDG: Measuring Data Governance Performance von
RWDG: Measuring Data Governance PerformanceRWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance PerformanceDATAVERSITY
2.4K views38 Folien
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua... von
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
1.2K views42 Folien
Real-World DG Webinar: A Data Governance Framework for Success von
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
5.9K views46 Folien

Similar a The Role of Data Governance in a Data Strategy(20)

Data Governance and Data Science to Improve Data Quality von DATAVERSITY
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
DATAVERSITY849 views
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJX von DATAVERSITY
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
DATAVERSITY1.1K views
RWDG Slides: Operationalize Data Governance for Business Outcomes von DATAVERSITY
RWDG Slides: Operationalize Data Governance for Business OutcomesRWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business Outcomes
DATAVERSITY897 views
RWDG: Measuring Data Governance Performance von DATAVERSITY
RWDG: Measuring Data Governance PerformanceRWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance Performance
DATAVERSITY2.4K views
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua... von 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...
DATAVERSITY1.2K views
Real-World DG Webinar: A Data Governance Framework for Success von 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
DATAVERSITY5.9K views
RWDG Slides: Build an Effective Data Governance Framework von DATAVERSITY
RWDG Slides: Build an Effective Data Governance FrameworkRWDG Slides: Build an Effective Data Governance Framework
RWDG Slides: Build an Effective Data Governance Framework
DATAVERSITY1.9K views
Data Governance Roles as the Backbone of Your Program von DATAVERSITY
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
DATAVERSITY1K views
The Non-Invasive Data Governance Framework von DATAVERSITY
The Non-Invasive Data Governance FrameworkThe Non-Invasive Data Governance Framework
The Non-Invasive Data Governance Framework
DATAVERSITY5.2K views
How to Govern Your Master Data von DATAVERSITY
How to Govern Your Master Data How to Govern Your Master Data
How to Govern Your Master Data
DATAVERSITY1.6K views
RWDG Webinar: The New Non-Invasive Data Governance Framework von DATAVERSITY
RWDG Webinar: The New Non-Invasive Data Governance FrameworkRWDG Webinar: The New Non-Invasive Data Governance Framework
RWDG Webinar: The New Non-Invasive Data Governance Framework
DATAVERSITY2.4K views
Improving Data Analytics with Data Governance von DATAVERSITY
Improving Data Analytics with Data GovernanceImproving Data Analytics with Data Governance
Improving Data Analytics with Data Governance
DATAVERSITY810 views
Real-World Data Governance: Data Governance Expectations von DATAVERSITY
Real-World Data Governance: Data Governance ExpectationsReal-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance Expectations
DATAVERSITY2.3K views
RWDG Slides: Data Governance Roles and Responsibilities von DATAVERSITY
RWDG Slides: Data Governance Roles and ResponsibilitiesRWDG Slides: Data Governance Roles and Responsibilities
RWDG Slides: Data Governance Roles and Responsibilities
DATAVERSITY2K views
RWDG Webinar: Align Data Modeling with Data Governance von DATAVERSITY
RWDG Webinar: Align Data Modeling with Data GovernanceRWDG Webinar: Align Data Modeling with Data Governance
RWDG Webinar: Align Data Modeling with Data Governance
DATAVERSITY1.3K views
RWDG Webinar: Using Data Governance to Improve Data Understanding von DATAVERSITY
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
DATAVERSITY685 views
The Role of Metadata in a Data Governance Program von DATAVERSITY
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
DATAVERSITY431 views
RWDG Slides: Data and Metadata Will Not Govern Themselves von DATAVERSITY
RWDG Slides: Data and Metadata Will Not Govern ThemselvesRWDG Slides: Data and Metadata Will Not Govern Themselves
RWDG Slides: Data and Metadata Will Not Govern Themselves
DATAVERSITY864 views
RWDG Slides: Stay Non-Invasive in Your Data Governance Approach von DATAVERSITY
RWDG Slides: Stay Non-Invasive in Your Data Governance ApproachRWDG Slides: Stay Non-Invasive in Your Data Governance Approach
RWDG Slides: Stay Non-Invasive in Your Data Governance Approach
DATAVERSITY1.3K views
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi... von 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...
DATAVERSITY3.7K views

Más de DATAVERSITY

Architecture, Products, and Total Cost of Ownership of the Leading Machine Le... von
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
160 views39 Folien
Data at the Speed of Business with Data Mastering and Governance von
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
479 views25 Folien
Exploring Levels of Data Literacy von
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data LiteracyDATAVERSITY
432 views50 Folien
Make Data Work for You von
Make Data Work for YouMake Data Work for You
Make Data Work for YouDATAVERSITY
330 views21 Folien
Data Catalogs Are the Answer – What Is the Question? von
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
107 views38 Folien
Data Modeling Fundamentals von
Data Modeling FundamentalsData Modeling Fundamentals
Data Modeling FundamentalsDATAVERSITY
797 views47 Folien

Más de DATAVERSITY(20)

Architecture, Products, and Total Cost of Ownership of the Leading Machine Le... von 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...
DATAVERSITY160 views
Data at the Speed of Business with Data Mastering and Governance von DATAVERSITY
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
DATAVERSITY479 views
Exploring Levels of Data Literacy von DATAVERSITY
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data Literacy
DATAVERSITY432 views
Make Data Work for You von DATAVERSITY
Make Data Work for YouMake Data Work for You
Make Data Work for You
DATAVERSITY330 views
Data Catalogs Are the Answer – What Is the Question? von 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?
DATAVERSITY107 views
Data Modeling Fundamentals von DATAVERSITY
Data Modeling FundamentalsData Modeling Fundamentals
Data Modeling Fundamentals
DATAVERSITY797 views
Showing ROI for Your Analytic Project von DATAVERSITY
Showing ROI for Your Analytic ProjectShowing ROI for Your Analytic Project
Showing ROI for Your Analytic Project
DATAVERSITY184 views
How a Semantic Layer Makes Data Mesh Work at Scale von DATAVERSITY
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
DATAVERSITY784 views
Is Enterprise Data Literacy Possible? von DATAVERSITY
Is Enterprise Data Literacy Possible?Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?
DATAVERSITY471 views
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re... von 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...
DATAVERSITY313 views
Emerging Trends in Data Architecture – What’s the Next Big Thing? von 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?
DATAVERSITY542 views
Data Governance Trends - A Look Backwards and Forwards von DATAVERSITY
Data Governance Trends - A Look Backwards and ForwardsData Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and Forwards
DATAVERSITY465 views
Data Governance Trends and Best Practices To Implement Today von DATAVERSITY
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
DATAVERSITY751 views
2023 Trends in Enterprise Analytics von DATAVERSITY
2023 Trends in Enterprise Analytics2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics
DATAVERSITY328 views
Who Should Own Data Governance – IT or Business? von 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?
DATAVERSITY415 views
Data Management Best Practices von DATAVERSITY
Data Management Best PracticesData Management Best Practices
Data Management Best Practices
DATAVERSITY697 views
MLOps – Applying DevOps to Competitive Advantage von DATAVERSITY
MLOps – Applying DevOps to Competitive AdvantageMLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive Advantage
DATAVERSITY207 views
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D... von 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...
DATAVERSITY392 views
Empowering the Data Driven Business with Modern Business Intelligence von DATAVERSITY
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
DATAVERSITY174 views
Enterprise Architecture vs. Data Architecture von DATAVERSITY
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data Architecture
DATAVERSITY792 views

Último

TGP 2.docx von
TGP 2.docxTGP 2.docx
TGP 2.docxsandi636490
10 views8 Folien
CRIJ4385_Death Penalty_F23.pptx von
CRIJ4385_Death Penalty_F23.pptxCRIJ4385_Death Penalty_F23.pptx
CRIJ4385_Death Penalty_F23.pptxyvettemm100
6 views24 Folien
Advanced_Recommendation_Systems_Presentation.pptx von
Advanced_Recommendation_Systems_Presentation.pptxAdvanced_Recommendation_Systems_Presentation.pptx
Advanced_Recommendation_Systems_Presentation.pptxneeharikasingh29
5 views9 Folien
[DSC Europe 23] Zsolt Feleki - Machine Translation should we trust it.pptx von
[DSC Europe 23] Zsolt Feleki - Machine Translation should we trust it.pptx[DSC Europe 23] Zsolt Feleki - Machine Translation should we trust it.pptx
[DSC Europe 23] Zsolt Feleki - Machine Translation should we trust it.pptxDataScienceConferenc1
5 views12 Folien
MOSORE_BRESCIA von
MOSORE_BRESCIAMOSORE_BRESCIA
MOSORE_BRESCIAFederico Karagulian
5 views8 Folien
3196 The Case of The East River von
3196 The Case of The East River3196 The Case of The East River
3196 The Case of The East RiverErickANDRADE90
12 views4 Folien

Último(20)

CRIJ4385_Death Penalty_F23.pptx von yvettemm100
CRIJ4385_Death Penalty_F23.pptxCRIJ4385_Death Penalty_F23.pptx
CRIJ4385_Death Penalty_F23.pptx
yvettemm1006 views
Advanced_Recommendation_Systems_Presentation.pptx von neeharikasingh29
Advanced_Recommendation_Systems_Presentation.pptxAdvanced_Recommendation_Systems_Presentation.pptx
Advanced_Recommendation_Systems_Presentation.pptx
[DSC Europe 23] Zsolt Feleki - Machine Translation should we trust it.pptx von DataScienceConferenc1
[DSC Europe 23] Zsolt Feleki - Machine Translation should we trust it.pptx[DSC Europe 23] Zsolt Feleki - Machine Translation should we trust it.pptx
[DSC Europe 23] Zsolt Feleki - Machine Translation should we trust it.pptx
SUPER STORE SQL PROJECT.pptx von khan888620
SUPER STORE SQL PROJECT.pptxSUPER STORE SQL PROJECT.pptx
SUPER STORE SQL PROJECT.pptx
khan88862012 views
[DSC Europe 23] Spela Poklukar & Tea Brasanac - Retrieval Augmented Generation von DataScienceConferenc1
[DSC Europe 23] Spela Poklukar & Tea Brasanac - Retrieval Augmented Generation[DSC Europe 23] Spela Poklukar & Tea Brasanac - Retrieval Augmented Generation
[DSC Europe 23] Spela Poklukar & Tea Brasanac - Retrieval Augmented Generation
Cross-network in Google Analytics 4.pdf von GA4 Tutorials
Cross-network in Google Analytics 4.pdfCross-network in Google Analytics 4.pdf
Cross-network in Google Analytics 4.pdf
GA4 Tutorials6 views
Chapter 3b- Process Communication (1) (1)(1) (1).pptx von ayeshabaig2004
Chapter 3b- Process Communication (1) (1)(1) (1).pptxChapter 3b- Process Communication (1) (1)(1) (1).pptx
Chapter 3b- Process Communication (1) (1)(1) (1).pptx
ayeshabaig20045 views
Vikas 500 BIG DATA TECHNOLOGIES LAB.pdf von vikas12611618
Vikas 500 BIG DATA TECHNOLOGIES LAB.pdfVikas 500 BIG DATA TECHNOLOGIES LAB.pdf
Vikas 500 BIG DATA TECHNOLOGIES LAB.pdf
vikas126116188 views
Organic Shopping in Google Analytics 4.pdf von GA4 Tutorials
Organic Shopping in Google Analytics 4.pdfOrganic Shopping in Google Analytics 4.pdf
Organic Shopping in Google Analytics 4.pdf
GA4 Tutorials12 views
Survey on Factuality in LLM's.pptx von NeethaSherra1
Survey on Factuality in LLM's.pptxSurvey on Factuality in LLM's.pptx
Survey on Factuality in LLM's.pptx
NeethaSherra15 views
[DSC Europe 23] Milos Grubjesic Empowering Business with Pepsico s Advanced M... von DataScienceConferenc1
[DSC Europe 23] Milos Grubjesic Empowering Business with Pepsico s Advanced M...[DSC Europe 23] Milos Grubjesic Empowering Business with Pepsico s Advanced M...
[DSC Europe 23] Milos Grubjesic Empowering Business with Pepsico s Advanced M...
UNEP FI CRS Climate Risk Results.pptx von pekka28
UNEP FI CRS Climate Risk Results.pptxUNEP FI CRS Climate Risk Results.pptx
UNEP FI CRS Climate Risk Results.pptx
pekka2811 views

The Role of Data Governance in a Data Strategy

  • 1. 1 Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Real-World Data Governance The Role of Data Governance in a Data Strategy Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com April 21, 2022 – 11:00 a.m. PT / 2:00 p.m. ET
  • 2. The Role of Data Governance in a Data Strategy
  • 3. Today’s Presenters David Woods SVP – Precisely Strategic Services
  • 4. Data Strategy: Criticality of Data Integrity 83% of CEOs want their organization to be more data-driven Digital transformation investments to top $6.8 trillion globally by 2023 68% of Fortune 1000 businesses now have CDOs – up 6x in the last decade Global data infrastructure spending expected to reach $200 billion this year Data is the fuel for decision-making today 3 IDC IDC Gartner Forbes
  • 5. Data integrity is… data with maximum accuracy, consistency, and context for confident business decision-making ... 4 … and it must be governed if we want to trust it
  • 6. Business-first approach 5 • Prioritize the data that matters • Link Data Governance efforts to business goals • Iteratively pressure test model against valued added Use Cases • Build and sustain stakeholder engagement across all levels Data Governance programs that prioritize critical data have 5x faster time-to-value
  • 7. Linkage to strategy makes governance relevant 6 C-suite strategy Improve customer experience Ability to access the correct data faster Removing excessive process steps Business initiatives & associated KPI’s Customer spend by category Share of wallet increase Customer satisfaction score Customer Loyalty score Data Governance Framework, Operating Model & Tools Organization • Data stewardship • Data ownership • Operating models (R&R’s) • CDE prioritization Tools • Data catalog • Business glossary • Standards and rules repository • DQ reporting • Workflows Governance • Standards and rules • Measures and metrics • Process standards • Business traceability • Business and data definitions Highly visible strategic “wants” Less visible enablers
  • 8. Governance Enables & Accelerates Programs 7 Time The scramble Build & migration How could that be? Degradation We own it Reliability Let’s start with data! Enterprise collaboration Data Readiness Traditional Mobilization point Recognition of Lost ROI B u s i n e s s T r i g g e r Dip in Data Trust 18-24 months to stabilize and begin realizing business value Master data degrades at an avg. Rate of 2-7% per month Proactively mobilize early! ü 25% reduction in implementation time ü 40% reduction in development effort ü 50% less functional spec rework for data VALUE CREATION RISK REDUCTION
  • 9. Precisely’s Integrated Approach 8 ESTABLISH CORE PROGRAM COMPONENTS & STRATEGIC ROADMAP Value Drivers & Stakeholder Alignment DG Framework and Decision Tree Operating Model & Org Construct DG Metrics Framework Execution Roadmap DATA INTEGRITY & GOVERNANCE PLATFORM ENABLEMENT Data Harmonization Framework Critical Data Identified and Prioritized Define Data Governance Strategies Data Profiling, Analysis & Enrichment Operationalize Data Governance Business Value Drivers, Strategic Program Components and Roadmap to Achieve Data Governance Assets, Catalog, Standards, Rules, Metrics and Org Enablement Iterative Deliverable Adjustments Based on Findings
  • 10. The leader in data integrity Our software, data enrichment products and strategic services deliver accuracy, consistency, and context in your data, powering confident decisions. of the Fortune 100 99 countries 100 2,500 employees customers 12,000 Brands you trust, trust us Data leaders partner with us 9
  • 12. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 2 The Role of Data Governance in a Data Strategy Introduction Real-World Data Governance – Monthly Webinar Series May 21, 2022 – Data Governance Roles and Responsibilities 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 West – June 6-10, 2022 – San Diego, CA 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 Programs
  • 13. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 3 • In this webinar, we will talk about: – A Structure for Delivery of a Data Strategy – How to Address People, Process, and Technology in a Data Strategy – Why Data Governance is an Important Piece of a Data Strategy – How to Include Data Governance in the Structure of the Strategy – Examples of How Governance has been Included in a Data Strategy The Role of Data Governance in a Data Strategy Abstract
  • 14. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 4 • Not a Lesson In How to Create a Strategy – Focus on Role of Data Governance – Data Governance is the execution and enforcement of authority over the management (definition, production, usage) of data and data-related resources. » Questions to ask yourself (about your organization) … » Are you executing and enforcing authority right now? » Do you need to execute and enforce authority better? » How are you planning to do that? » Do you need a plan to move from informally toward formally governed? The Role of Data Governance in a Data Strategy A Structure for Delivery of a Data Strategy
  • 15. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 5 • A Typical Structure of a Data Strategy – Key Assumptions – Resource Plan – Budget – Operational Expense (Op Ex) and Capital Expense (Cap Ex) – Major Project-Related Budgets – Roadmap and Milestones – Notional Timeline The Role of Data Governance in a Data Strategy A Structure for Delivery of a Data Strategy
  • 16. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 6 • Enterprise Data Management (EDM) Strategic Plan – Target Business Outcomes of Data Governance – Business Impact and Value of Data Governance – Business Improvement Disciplines – Value Proposition – Initial Deployment Activities – Reference Materials The Role of Data Governance in a Data Strategy A Structure for Delivery of a Data Strategy
  • 17. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 7 • Injecting Data Governance in a Data Strategy – Plan for Stewardship – Formal Accountability – Plan for People – Data Governance Structure – Plan for Process – Prioritization, Escalation, Address Issue/Opportunity – Plan for Technology – Data and Metadata Management, Analytics, ML, AI, … – Plan for Budget – Operating, Capital The Role of Data Governance in a Data Strategy A Structure for Delivery of a Data Strategy
  • 18. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 8 • What People Say About People, Process, and Technology – PPT Framework Around Since 1960s – Businesses Use It to Improve Operational Efficiency of Employees and Tools – All About Balance – Three-Legged Table – Leverage the PPT Framework • Identify Choke Points • Eliminate Waste • Increase Efficiency • Reduce Time to Value The Role of Data Governance in a Data Strategy How to Address People, Process, and Technology in a Data Strategy
  • 19. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 9 • People – Human Resources at Organization’s Disposal – Do the Tasks Described in Process – Sometimes By Leveraging Technology – Clear Role Definition – Right People / Skillset The Role of Data Governance in a Data Strategy How to Address People, Process, and Technology in a Data Strategy
  • 20. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 10 • Process – Steps or Actions Combined to Produce a Particular Goal – The “How” Aspect – Imperative to Understand How People Fit in a Process – Focus on Key Steps – Can Only Be Improved If It Can Be Measured – Requires Feedback for Constant Improvement The Role of Data Governance in a Data Strategy How to Address People, Process, and Technology in a Data Strategy
  • 21. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 11 • Technology – Tools People Use to Implement the Process – Technology Must Fit Into the Organization – Investments to Gain Strategic Advantage – Often People and Process are Secondary • Fit People Into Technology – Requires the “Right” People Following the “Right” Process – Data Governance Bill of “Rights” The Role of Data Governance in a Data Strategy How to Address People, Process, and Technology in a Data Strategy
  • 22. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 12 • What can’t you do because you don’t have access to, or the confidence in, the data to do it? – Challenges finding data – Challenges accessing data – Challenges understanding / trusting data – Challenges manipulating data – Challenges analyzing the data The Role of Data Governance in a Data Strategy Why Data Governance is an Important Piece of a Data Strategy
  • 23. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 13 • What would you be able to do if you had access to, and the confidence in, the data to it? – Predictive Modeling – Efficient and Effective Analysis – Compare Business Across … – Have Confidence in the Reports Delivered to Management – Differentiate From Competitors (How We Use Data) – Innovate with Data / Think Outside the Box The Role of Data Governance in a Data Strategy Why Data Governance is an Important Piece of a Data Strategy
  • 24. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 14 • What does this have to do with Data Governance? – Need DG to Execute and Enforce Authority – Need DG to Formalize Accountability – Need DG to Protect Sensitive Data – Need DG to Improve the Quality of Data – Need DG to Address Challenges – Need DG to Improve Data Literacy / Address Opportunities The Role of Data Governance in a Data Strategy Why Data Governance is an Important Piece of a Data Strategy
  • 25. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 15 • Call It Out – Make Data Governance Not Optional – Define Data Governance as a Central Component of the Strategy – Define the Model for Data Governance • Centralized Model • Distributed Model • Federated Model – Mention Data Governance Throughout the Strategy The Role of Data Governance in a Data Strategy How to Include Data Governance in the Structure of the Strategy
  • 26. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 16 • Plan for a Formal Program Framework – Data – Roles – Processes – Communications – Metrics – Tools The Role of Data Governance in a Data Strategy How to Include Data Governance in the Structure of the Strategy
  • 27. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 17 EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Copyright © 2019 – Robert S. Seiner and KIK Consulting & Educational Services, LLC Levels Components ROLES COMMUNICATIONS TOOLS METRICS PROCESSES DATA GOVERNANCE FRAMEWORK DATA LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS DATA – ASSETS BEING GOVERNED ROLES – FORMAL ACCOUNTABILITY PROCESSES – APPLICATION / ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED / DEVELOPED LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS DATA – ASSETS BEING GOVERNED ROLES – FORMAL ACCOUNTABILITY PROCESSES – APPLICATION / ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED / DEVELOPED
  • 28. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 18 Endorse Enforce Authorize Direct Approve Prioritize Resolve EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Facilitate Mediate Promote Operate Manage Handle Formalize Adhere Enforce Approve Act Acceptance Participation Performance Subject Quality Metrics Accountability Efficiency Effectiveness Collect Report Policy Directive Audit Charter Best Practices Guidelines Roadmap Standards Requirements Workflows Glossary Dictionary Catalog Repository DG Tools Metadata Tools KIK Artifacts Support Sponsor Understand Status Evaluate Commend Standards Subject Area Project Orientation Onboard Ongoing Plan Develop Deliver Leadership Steering Committee Preside DG Program DG Council Domain Stewards Data Owners SMEs Operational Data Stewards Users Prog Mgmt Admin Work Groups Partners Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC Levels Components ROLES COMMUNICATIONS TOOLS METRICS PROCESSES NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK Leadership Dashboard KPIs Enterprise Performance Subject Area X-Business Unit Business Unit Function Accountability Inventory Metadata DATA LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS DATA – ASSETS BEING GOVERNED ROLES – FORMAL ACCOUNTABILITY PROCESSES – APPLICATION / ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED / DEVELOPED Data Strategy
  • 29. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 19 • Plan for a Formal Structure – Executive Level – Steering Committee – Strategic Level – Data Governance Council – Tactical Level – Data Domain Steward – Operational Level – Data Steward – Support Level – Administrative, Partners, Working Teams The Role of Data Governance in a Data Strategy How to Include Data Governance in the Structure of the Strategy
  • 30. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 20
  • 31. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 21 • Plan for Formal Resources – People – Time – Budget The Role of Data Governance in a Data Strategy How to Include Data Governance in the Structure of the Strategy
  • 32. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 22 • Strategy / No Strategy Decision – Data Strategies from the Executive Levels • Chief Data Officer or Chief Digital Officer (CDO) • Chief Data & Analytics Officer (CDAO) • Chief Analytics Officer (CAO) • Chief Information Officer (CIO) • Chief Technology Officer or Chief Transformation Officer (CTO) • … and their respective offices The Role of Data Governance in a Data Strategy Examples of How Governance has been Included in a Data Strategy
  • 33. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 23 • Strategy / No Strategy Decision – Data Strategies from the Ground Level Up • Data Governance Charter • Data Science / Analytics Charter • Data Access Charter • Data Privacy and Protection Charter • Data Literacy Charter • … and they don’t have their own offices. • … but they must partner together. The Role of Data Governance in a Data Strategy Examples of How Governance has been Included in a Data Strategy
  • 34. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 24 • People Structure – Leadership – Support, Sponsor, Understand – Organization – Executive, Strategic, Tactical, Operational, Support – Stewardship – Definers, Producers, Users – Administration – Manager, Office, Lead The Role of Data Governance in a Data Strategy Examples of How Governance has been Included in a Data Strategy
  • 35. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 25 • Process Structure – Prioritization – Ranking and Arranging Activities – Escalation – Decision Making Activities – Issue and Opportunity – Resolution Activities – Documentation – Metadata Governance and Data Catalog Activities The Role of Data Governance in a Data Strategy Examples of How Governance has been Included in a Data Strategy
  • 36. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 26 • Rule-Based Structure – Privacy Rules – How Data is Shared – Security Rules – How Data is Protected – Classification Rules – How Data is Handled – Business Rules – How Data is Used The Role of Data Governance in a Data Strategy Examples of How Governance has been Included in a Data Strategy
  • 37. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 27 • In the webinar, we shared – A Structure for Delivery of a Data Strategy – How to Address People, Process, and Technology in a Data Strategy – Why Data Governance is an Important Piece of a Data Strategy – How to Include Data Governance in the Structure of the Policy – Examples of How Governance has been Included in a Data Strategy The Role of Data Governance in a Data Strategy Summary
  • 38. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 28 The Role of Data Governance in a Data Strategy Q & A - Contact Information • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com rseiner@tdan.com @RSeiner