SlideShare une entreprise Scribd logo
1  sur  36
Télécharger pour lire hors ligne
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
How Can Everybody Be a Data Steward?
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
January 20, 2022 – 11:00 a.m. PT / 2:00 p.m. ET
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
How Can Everybody Be a Data Steward?
Introduction
Real-World Data Governance – Monthly Webinar Series
February 17, 2022 – Activate Data Governance Using the Data Catalog
Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net
Non-Invasive Data Governance Book
ISBN 9781935504856 / Technics Publications / Amazon.com
Speaking @ DATAVERSITY Live and Virtual Events
Enterprise Data Governance Online – January 26, 2022 – Virtual
Enterprise Data World 2022 – March 20-25, 2022 – San Diego, California
Non-Invasive Data Governance / Metadata Governance Online Learning Plans
Available Now: Business Glossaries, Data Dictionaries and Data Catalogs (6 course learning plan)
DATAVERSITY Training Center – https://training.dataversity.net
The Data Administration Newsletter (TDAN.com)
Twice Monthly: Data Articles, Columns, Blogs and Features
Produced by DATAVERSITY – Subscribe for emails
KIK Consulting & Educational Services
Updated Site: KIKConsulting.com (“Knowledge is King”)
Home of Non-Invasive Data Governance™
Carnegie Mellon University (CMU)
Adjunct Faculty: Heinz College Post-Graduate CDataO and DDL (US Army) Program
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
3
• In this webinar, I will talk about:
– Defining the Levels and Roles of Data Stewards
– What the Term “Formalized Accountability” Means
– How to Handle the Complexity of Everybody Being a Data Steward
– The Complete Coverage That is Deployed By This Approach
– How to “Get Over” Everybody Being a Data Steward
How Can Everybody Be a Data Steward?
Abstract
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
4
• Data Governance – Execution and Enforcement of Authority …
• Data Stewardship – Formalization of Accountability …
• Metadata – Data, Stored in IT Tools, That Improves Both the Business and Technical Understanding …
… management of data and data-related assets.
• Data Steward – A person that is held formally accountable for their relationship to data.
• Management = Definition, Production, Usage
How Can Everybody Be a Data Steward?
Definitions
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
5
• Talking Points
– Roles and Frameworks – Levels and Perspectives
– Tactical Data Steward Role
– Operational Data Steward Role
– Business and Technical Data Steward Role
How Can Everybody Be a Data Steward?
Defining the Levels and Roles of Data Stewards
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
• Roles and Frameworks – Levels and Perspectives
– Executive Level
– Strategic Level
– Tactical Level
– Operational Level
– Support Level
How Can Everybody Be a Data Steward?
Defining the Levels and Roles of Data Stewards
• Roles and Frameworks – Levels and Perspectives
– Executive Level
– Strategic Level
– Tactical Level – Data Subject Matter Experts, Data Domain Stewards
– Operational Level – Data Definition, Production, and Usage Stewards
– Support Level
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
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
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
• Tactical Data Steward Role
– Data Subject Matter Experts, Data Domain Stewards, “Go to” People
– Be Carful of the Use of the Term “Data Owner” (sic)
– Accountable for Data Across Business Units
– People With Authority to Make or Escalate Decisions
– Integral Role in the Data Governance Program
– Most Important and Difficult Role to Fill
How Can Everybody Be a Data Steward?
Defining the Levels and Roles of Data Stewards
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
• Operational Data Steward Role
– Definers, Producers, and Users of Data
– Held Formally Accountable for Their Actions
– Data is Part of Their Day Jobs
– Recognize Themselves as Data Stewards
– People at All Levels are Data Stewards
How Can Everybody Be a Data Steward?
Defining the Levels and Roles of Data Stewards
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
• Business and Technical Data Steward Role
– Common Names Given By Organizations
– Agree With This Concept But …
– Other Types of Stewards
• Chief Stewards
• System Stewards
• Process Stewards
• Risk Stewards
How Can Everybody Be a Data Steward?
Defining the Levels and Roles of Data Stewards
Complementary forces can be complementary.
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
• Talking Points
– Accountability Ties Commitment to Results
– Based on the Relationship to Data
– Being a Data Steward is Not Optional
– Moving from Informal to Formal
How Can Everybody Be a Data Steward?
What the Term “Formalized Accountability” Means
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
• Accountability Ties Commitment to Results
– Accountability for Data is a Governing Requirement
– Obligation or Willingness to Accept Responsibilities for One’s Actions
– Lack of Accountability is a Common Theme at Many Organizations
– Core Tenet of Non-Invasive Data Governance
Quotables
• “Accountability is the glue that ties commitment to results.” Bob Proctor
• “Restoring responsibility and accountability is essential to the … health of our nation.” Carl Levin
• “Accountability breeds response-ability.” Stephen Covey
How Can Everybody Be a Data Steward?
What the Term “Formalized Accountability” Means
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
• Based on the Relationship to Data
– People Define Data as Part of Their Job
– People Produce Data as Part of Their Job
– People Use Data as Part of Their Job
– This Describes Everybody!
– Administrators Need to Inventory Who Does What With Data
– Perfect Use of a Data Catalog – To Record Who The Stewards Are
How Can Everybody Be a Data Steward?
What the Term “Formalized Accountability” Means
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
• Being a Data Steward is Not Optional
– Everybody That Uses Data Must Be Accountable for How They Use Data
– Same Should Be Said for Those That Define and Produce Data
– Depends on Everybody to Provide Complete Coverage
– Requires Getting People to Care
– Requires Getting Management to Execute and Enforce
How Can Everybody Be a Data Steward?
What the Term “Formalized Accountability” Means
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
• Moving from Informal to Formal
– Written Into Job Description
– Basis of Performance Evaluation
– Incentive and Reward for Appropriate Stewardship
– Application of Stewardship (and Thus Governance) to Process
– Data Governance Bill of “Rights”
How Can Everybody Be a Data Steward?
What the Term “Formalized Accountability” Means
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
• Talking Points
– Support, Sponsorship, and Understanding
– Organizational Communications
– Evolution Not Revolution
– Build Into Job Description
How Can Everybody Be a Data Steward?
How to Handle the Complexity of Everybody Being a Data Steward
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
• Support, Sponsorship, and Understanding
– Number One Best Practice in 100% of KIK’s Clients (Senior Leadership)
– At Risk If This Best Practice is Not Achieved
– Leadership Must Support and Understand That Everybody is a Data Steward
– Policy May State That Everybody is a Data Steward
– Get People to Recognize Themselves as Data Stewards
– Communicate, Communicate, Communicate
How Can Everybody Be a Data Steward?
How to Handle the Complexity of Everybody Being a Data Steward
• Support, Sponsorship, and Understanding
– Number One Best Practice in 100% of KIK’s Clients (Senior Leadership)
– At Risk If This Best Practice is Not Achieved
– Leadership Must Support and Understand That Everybody is a Data Steward
– Policy May State That Everybody is a Data Steward
– Get People to Recognize Themselves as Data Stewards
– Communicate, Communicate, Communicate … and then Communicate Some More
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
• Organizational Communications
– Plan for Effective Communications
– Plan to Communicate That Everybody is a Data Steward
– Orientation, Onboarding, and Ongoing Communications
– Communications Specific for Each Role Level
– Engage Communication Specialists in Your Plan
– Message, Cadence, Instruments, Resources Must Be Part of the Plan
How Can Everybody Be a Data Steward?
How to Handle the Complexity of Everybody Being a Data Steward
• Organizational Communications
– Plan for Effective Communications
– Plan to Communicate That Everybody is a Data Steward – and What That Means
– Orientation, Onboarding, and Ongoing Communications
– Communications Specific for Each Role Level
– Engage Communication Specialists in Your Plan
– Message, Cadence, Instruments, Resources Must Be Part of the Plan
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
• Evolution Not Revolution
– Big Bang Approach is Typically Ineffective
– Incrementally Roll Out Stewardship and Governance
– Stewardship and Governance is an Evolution – Not a Revolution
– Learn Through Experience
How Can Everybody Be a Data Steward?
How to Handle the Complexity of Everybody Being a Data Steward
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
• Build Into Job Description
– Managing Data is Part of Everybody’s Job
– Accountability for How People Define, Produce, and Use Data
– Accountability for Participation in Data Education and Awareness
– Build Into Performance Evaluation
– Incentive for Improvements in Efficiency and Effectiveness
How Can Everybody Be a Data Steward?
How to Handle the Complexity of Everybody Being a Data Steward
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
• Talking Points
– Governance Through Stewardship
– People Governance
– All Business and Technology Units
– Data-Driven and Data-Centric Organizations
How Can Everybody Be a Data Steward?
The Complete Coverage That is Deployed By This Approach
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
• Governance Through Stewardship
– The Data Will Not Govern Itself
– The Metadata Will Not Govern Itself
– Requires Activation of Data Stewards
– Recognize (Don’t Assign) People as Stewards – Another Core Tenet of Non-Invasive
– The Stewardship Approach to Data Governance – 10 Part TDAN.com Series
How Can Everybody Be a Data Steward?
The Complete Coverage That is Deployed By This Approach
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 Governance
– Len Silverston Once Told Me …
– People’s Behavior Must Be Governed
– The Data Will Do What We Tell It to Do
– Principles of People Governance
• To be focused on practices of people and understanding of factors that influence it.
• To raise awareness and provide information on the meaning of people governance.
• To underscore the initiatives and actions that help the knowledge and application.
• To develop a common understanding of governance values.
Inevitable revolution in corporate governance – Epegon Foundation – peoplesphere.be
How Can Everybody Be a Data Steward?
The Complete Coverage That is Deployed By This Approach
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
• All Business and Technology Units
– Formal Governance of a Percentage of the Organization is Good
– Formal Governance for the Entire Organization is Required
– Builds Complexity (Limited) and Effort (More) Into the Effort
– Repeat – Deploy Incrementally and Learn From Doing
– Everybody is a Data Steward; Get Over It!
How Can Everybody Be a Data Steward?
The Complete Coverage That is Deployed By This Approach
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
• Data-Driven and Data-Centric Organizations
– Progress is an Activity Compelled By Data
– Make Strategic Decisions Based on Data Analysis and Interpretation
– Organize Data With the Goal of Better Serving Customers and Consumers
– Implement Data Democratization – Make Data Accessible to As Many People as Possible
– Data-Driven and Data-Centric Organizations Formally Govern Their Data
How Can Everybody Be a Data Steward?
The Complete Coverage That is Deployed By This Approach
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
• Talking Points
– Seiner’s Rules of Becoming a Data Steward (TDAN.com 2013)
– Data Governance Approaches
– Role of Communications
– Onboarding Everybody
– Everybody is a Data Steward; Get Over It!
How Can Everybody Be a Data Steward?
How to “Get Over” Everybody Being a Data Steward
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
• Seiner’s Rules of Becoming a Data Steward (1-4)
1. A Data Steward Can Be Absolutely Anybody
2. Being a Data Steward Describes a Relationship to Data and is Not a Position
3. A Data Steward is Not Hired to be a Data Steward
4. A Data Steward Does Not Need to have the Title of “Data Steward”
How Can Everybody Be a Data Steward?
How to “Get Over” Everybody Being a Data Steward
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
29
• Seiner’s Rules of Becoming a Data Steward (5-8)
5. A Data Steward Does Not Have to be Told How to Do His/Her Job
6. Public or Industry Data Steward Certification is a Load of Bunk (IMHO)
7. There is More Than One Data Steward for Each Type of Data
8. Data Steward Training Should be Focused on “Formalizing Accountability”
How Can Everybody Be a Data Steward?
How to “Get Over” Everybody Being a Data Steward
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
30
• Data Governance Approaches
– Command-and-Control Data Governance Approach
– Traditional Data Governance Approach
– Non-Invasive Data Governance Approach
– Data Stewardship is Required for All Approaches
– Compare and Contrast the Approaches When Selecting
What is ”Right” for Your Organization
How Can Everybody Be a Data Steward?
How to “Get Over” Everybody Being a Data Steward
Recognize
Formalize
Roles
Apply to
Process
ROLES
PROCESS
COMMUNICATIONS
METRICS
TOOLS
You Already
Do This
Measure
Advancement
Leverage
Build
Purchase
Identify
Roles
Single
Process
You Should
Do This
Measure
Data
Leverage
Existing
Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
APPROACHES
COMMAND and CONTROL – LIMITED COVERAGE
TRADITIONAL – RESPONSIVE COVERAGE
NON-INVASIVE – COMPLETE COVERAGE
COMPONENTS
DATA – ASSETS BEING GOVERNED
ROLES – FORMAL ACCOUNTABILITY
PROCESSES – APPLICATION / ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED / DEVELOPED
Components
Governance Approaches
TRADITIONAL
NON-INVASIVE
DATA GOVERNANCE FRAMEWORK COMPARISON
Assign
Roles
New
Process
You Will
Do This
Measure
Value
Purchase
First
COMMAND
and
CONTROL
Data
Information
Records
Knowledge
DATA
Data
Information
Data
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
31
• Role of Communications
– A Communication Plan is a Pivotal Enabler of Data Governance Success
– One of Four Standard Artifacts for Standing Up a Data Governance Program
– Data Stewardship Requires Effective Communications
– Repeat – Engage Your Communications (Change Management) Specialists
– Repeat – Plan for Orientation, Onboarding, and Ongoing Communications
How Can Everybody Be a Data Steward?
How to “Get Over” Everybody Being a Data Steward
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
32
• Onboarding Everybody
– Requires a Strong Communication Plan
– Necessitates a Determined and Unwavering Effort
– Becomes a Metric of Program Delivery
– Include in New Hire Onboarding
– Repeated Periodically and Evaluated for Effectiveness
How Can Everybody Be a Data Steward?
How to “Get Over” Everybody Being a Data Steward
Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
33
• Everybody is a Data Steward; Get Over It!
– Governance Rules/Standards/Guidelines Must …
1. Apply Equally to Everybody That Encounters Data
2. Everybody Must Know and Live By the Rules
3. Rules Must Be Formally Enforced
4. Ability to Demonstrate That People are
Following the Rules Must Be Auditable
How Can Everybody Be a Data Steward?
How to “Get Over” Everybody Being a Data Steward
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
34
• In the webinar, I shared
– Defining the Levels and Roles of Data Stewards
– What the Term “Formalized Accountability” Means
– How to Handle the Complexity of Everybody Being a Data Steward
– The Complete Coverage That is Deployed By This Approach
– How to “Get Over” Everybody Being a Data Steward
How Can Everybody Be a Data Steward?
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
35
How Can Everybody Be a Data Steward?
Questions & Answers
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
36
How Can Everybody Be a Data Steward?
Contact Information
• Robert S. Seiner
KIK Consulting & Educational Services – KIKconsulting.com
The Data Administration Newsletter – TDAN.com
rseiner@tdan.com @RSeiner

Contenu connexe

Tendances

Real-World Data Governance: Managing Data & Information as an Asset - Governa...
Real-World Data Governance: Managing Data & Information as an Asset - Governa...Real-World Data Governance: Managing Data & Information as an Asset - Governa...
Real-World Data Governance: Managing Data & Information as an Asset - Governa...
DATAVERSITY
 
Real-World Data Governance: What is a Data Steward and What Do They Do?
Real-World Data Governance: What is a Data Steward and What Do They Do?Real-World Data Governance: What is a Data Steward and What Do They Do?
Real-World Data Governance: What is a Data Steward and What Do They Do?
DATAVERSITY
 
Real-World Data Governance: Comparing World Class Solutions in Data Governanc...
Real-World Data Governance: Comparing World Class Solutions in Data Governanc...Real-World Data Governance: Comparing World Class Solutions in Data Governanc...
Real-World Data Governance: Comparing World Class Solutions in Data Governanc...
DATAVERSITY
 
Real World Data Governance Governing Unstructured Data
Real World Data Governance Governing Unstructured DataReal World Data Governance Governing Unstructured Data
Real World Data Governance Governing Unstructured Data
DATAVERSITY
 

Tendances (20)

Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...
 
Real-World Data Governance: Managing Data & Information as an Asset - Governa...
Real-World Data Governance: Managing Data & Information as an Asset - Governa...Real-World Data Governance: Managing Data & Information as an Asset - Governa...
Real-World Data Governance: Managing Data & Information as an Asset - Governa...
 
Real-World Data Governance: What is a Data Steward and What Do They Do?
Real-World Data Governance: What is a Data Steward and What Do They Do?Real-World Data Governance: What is a Data Steward and What Do They Do?
Real-World Data Governance: What is a Data Steward and What Do They Do?
 
RWDG Webinar: Writing Data Governance Policies & Procedures
RWDG Webinar: Writing Data Governance Policies & ProceduresRWDG Webinar: Writing Data Governance Policies & Procedures
RWDG Webinar: Writing Data Governance Policies & Procedures
 
RWDG Webinar: Agile Data Governance - How to Apply Governance to Agile
RWDG Webinar: Agile Data Governance - How to Apply Governance to AgileRWDG Webinar: Agile Data Governance - How to Apply Governance to Agile
RWDG Webinar: Agile Data Governance - How to Apply Governance to Agile
 
Successful Data Governance Models and Frameworks
Successful Data Governance Models and FrameworksSuccessful Data Governance Models and Frameworks
Successful Data Governance Models and Frameworks
 
Real-World Data Governance: Navigating the Ocean of Data Governance Tools
Real-World Data Governance: Navigating the Ocean of Data Governance ToolsReal-World Data Governance: Navigating the Ocean of Data Governance Tools
Real-World Data Governance: Navigating the Ocean of Data Governance Tools
 
Data Governance and Metadata Management
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management
 
Real-World Data Governance: Comparing World Class Solutions in Data Governanc...
Real-World Data Governance: Comparing World Class Solutions in Data Governanc...Real-World Data Governance: Comparing World Class Solutions in Data Governanc...
Real-World Data Governance: Comparing World Class Solutions in Data Governanc...
 
Data Governance & Data Steward Certification
Data Governance & Data Steward CertificationData Governance & Data Steward Certification
Data Governance & Data Steward Certification
 
RWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata GovernanceRWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata Governance
 
RWDG Slides: Data Architecture Is Data Governance
RWDG Slides: Data Architecture Is Data GovernanceRWDG Slides: Data Architecture Is Data Governance
RWDG Slides: Data Architecture Is Data Governance
 
RWDG Webinar: DIY and Purchased Data Governance Tools
RWDG Webinar: DIY and Purchased Data Governance ToolsRWDG Webinar: DIY and Purchased Data Governance Tools
RWDG Webinar: DIY and Purchased Data Governance Tools
 
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?
RWDG Slides: What is a Data Steward to do?
 
Real World Data Governance Governing Unstructured Data
Real World Data Governance Governing Unstructured DataReal World Data Governance Governing Unstructured Data
Real World Data Governance Governing Unstructured Data
 
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
 
Data Governance and the Internet of Things
Data Governance and the Internet of ThingsData Governance and the Internet of Things
Data Governance and the Internet of Things
 
RWDG Webinar: A Data Governance Framework for Smart Data
RWDG Webinar: A Data Governance Framework for Smart DataRWDG Webinar: A Data Governance Framework for Smart Data
RWDG Webinar: A Data Governance Framework for Smart Data
 
RWDG Slides: The Future of Data Governance – IoT, AI, IG, and Cloud
RWDG Slides: The Future of Data Governance – IoT, AI, IG, and CloudRWDG Slides: The Future of Data Governance – IoT, AI, IG, and Cloud
RWDG Slides: The Future of Data Governance – IoT, AI, IG, and Cloud
 
RWDG Slides: Corporate Data Governance - The CDO is the Data Governance Chief
RWDG Slides: Corporate Data Governance - The CDO is the Data Governance ChiefRWDG Slides: Corporate Data Governance - The CDO is the Data Governance Chief
RWDG Slides: Corporate Data Governance - The CDO is the Data Governance Chief
 

Similaire à How Can Everybody Be a Data Steward?

Similaire à How Can Everybody Be a Data Steward? (20)

RWDG Slides: The Stewardship Approach to Data Governance
RWDG Slides: The Stewardship Approach to Data GovernanceRWDG Slides: The Stewardship Approach to Data Governance
RWDG Slides: The Stewardship Approach to Data Governance
 
RWDG Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in ActionRWDG Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in Action
 
Data Management is Data Governance
Data Management is Data GovernanceData Management is Data Governance
Data Management is Data Governance
 
Convincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialConvincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is Essential
 
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
 
RWDG Webinar Everybody is a Data Steward
RWDG Webinar Everybody is a Data StewardRWDG Webinar Everybody is a Data Steward
RWDG Webinar Everybody is a Data Steward
 
Data Governance to Build Data Intelligence
Data Governance to Build Data IntelligenceData Governance to Build Data Intelligence
Data Governance to Build Data Intelligence
 
Data Governance vs. Information Governance
Data Governance vs. Information GovernanceData Governance vs. Information Governance
Data Governance vs. Information Governance
 
Real-World Data Governance: Governing Data – Big and Small, Come One Come All
Real-World Data Governance: Governing Data – Big and Small, Come One Come AllReal-World Data Governance: Governing Data – Big and Small, Come One Come All
Real-World Data Governance: Governing Data – Big and Small, Come One Come All
 
Real-World Data Governance Webinar: Governance for Master Data
Real-World Data Governance Webinar: Governance for Master DataReal-World Data Governance Webinar: Governance for Master Data
Real-World Data Governance Webinar: Governance for Master Data
 
Everybody is a Data Steward – Get Over It!
Everybody is a Data Steward – Get Over It!Everybody is a Data Steward – Get Over It!
Everybody is a Data Steward – Get Over It!
 
Real-World Data Governance: How to Write a Data Steward Job Description
Real-World Data Governance: How to Write a Data Steward Job DescriptionReal-World Data Governance: How to Write a Data Steward Job Description
Real-World Data Governance: How to Write a Data Steward Job Description
 
Real-World Data Governance Webinar: Big Data Governance - What Is It and Why ...
Real-World Data Governance Webinar: Big Data Governance - What Is It and Why ...Real-World Data Governance Webinar: Big Data Governance - What Is It and Why ...
Real-World Data Governance Webinar: Big Data Governance - What Is It and Why ...
 
How to Implement Data Governance Best Practice
How to Implement Data Governance Best PracticeHow to Implement Data Governance Best Practice
How to Implement Data Governance Best Practice
 
RWDG Slides: Data Governance versus Information Governance
RWDG Slides: Data Governance versus Information GovernanceRWDG Slides: Data Governance versus Information Governance
RWDG Slides: Data Governance versus Information Governance
 
Real-World Data Governance Webinar: Agile and Data Governance - Bridging the Gap
Real-World Data Governance Webinar: Agile and Data Governance - Bridging the GapReal-World Data Governance Webinar: Agile and Data Governance - Bridging the Gap
Real-World Data Governance Webinar: Agile and Data Governance - Bridging the Gap
 
Real-World Data Governance: Modeling Data Governance
Real-World Data Governance: Modeling Data GovernanceReal-World Data Governance: Modeling Data Governance
Real-World Data Governance: Modeling Data Governance
 
Real-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance ExpectationsReal-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance Expectations
 
RWDG Slides: A Complete Set of Data Governance Roles & Responsibilities
RWDG Slides: A Complete Set of Data Governance Roles & ResponsibilitiesRWDG Slides: A Complete Set of Data Governance Roles & Responsibilities
RWDG Slides: A Complete Set of Data Governance Roles & Responsibilities
 
RWDG Webinar: Data Steward Definition and Other Data Governance Roles
RWDG Webinar: Data Steward Definition and Other Data Governance RolesRWDG Webinar: Data Steward Definition and Other Data Governance Roles
RWDG Webinar: Data Steward Definition and Other Data Governance Roles
 

Plus de 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
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best Practices
DATAVERSITY
 

Plus de DATAVERSITY (20)

Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and Governance
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data Literacy
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business Goals
 
Make Data Work for You
Make Data Work for YouMake Data Work for You
Make Data Work for You
 
Data 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 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
 

Dernier

怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制
怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制
怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制
vexqp
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
nirzagarg
 
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
q6pzkpark
 
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
nirzagarg
 
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Klinik kandungan
 
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
wsppdmt
 
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
nirzagarg
 
Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1
ranjankumarbehera14
 
PLE-statistics document for primary schs
PLE-statistics document for primary schsPLE-statistics document for primary schs
PLE-statistics document for primary schs
cnajjemba
 
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling ManjurJual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
ptikerjasaptiker
 
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
gajnagarg
 
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
vexqp
 
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get CytotecAbortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Riyadh +966572737505 get cytotec
 
Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...
Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...
Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...
gajnagarg
 
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
vexqp
 
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
vexqp
 

Dernier (20)

怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制
怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制
怎样办理纽约州立大学宾汉姆顿分校毕业证(SUNY-Bin毕业证书)成绩单学校原版复制
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
 
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
 
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
 
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
 
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
 
Discover Why Less is More in B2B Research
Discover Why Less is More in B2B ResearchDiscover Why Less is More in B2B Research
Discover Why Less is More in B2B Research
 
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
 
Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1
 
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATIONCapstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATION
 
PLE-statistics document for primary schs
PLE-statistics document for primary schsPLE-statistics document for primary schs
PLE-statistics document for primary schs
 
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling ManjurJual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
 
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
 
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
 
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get CytotecAbortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
 
Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...
Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...
Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...
 
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
 
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
 

How Can Everybody Be a Data Steward?

  • 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 How Can Everybody Be a Data Steward? Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com January 20, 2022 – 11:00 a.m. PT / 2:00 p.m. ET
  • 2. 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 How Can Everybody Be a Data Steward? Introduction Real-World Data Governance – Monthly Webinar Series February 17, 2022 – Activate Data Governance Using the Data Catalog Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net Non-Invasive Data Governance Book ISBN 9781935504856 / Technics Publications / Amazon.com Speaking @ DATAVERSITY Live and Virtual Events Enterprise Data Governance Online – January 26, 2022 – Virtual Enterprise Data World 2022 – March 20-25, 2022 – San Diego, California Non-Invasive Data Governance / Metadata Governance Online Learning Plans Available Now: Business Glossaries, Data Dictionaries and Data Catalogs (6 course learning plan) DATAVERSITY Training Center – https://training.dataversity.net The Data Administration Newsletter (TDAN.com) Twice Monthly: Data Articles, Columns, Blogs and Features Produced by DATAVERSITY – Subscribe for emails KIK Consulting & Educational Services Updated Site: KIKConsulting.com (“Knowledge is King”) Home of Non-Invasive Data Governance™ Carnegie Mellon University (CMU) Adjunct Faculty: Heinz College Post-Graduate CDataO and DDL (US Army) Program
  • 3. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 3 • In this webinar, I will talk about: – Defining the Levels and Roles of Data Stewards – What the Term “Formalized Accountability” Means – How to Handle the Complexity of Everybody Being a Data Steward – The Complete Coverage That is Deployed By This Approach – How to “Get Over” Everybody Being a Data Steward How Can Everybody Be a Data Steward? Abstract
  • 4. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 4 • Data Governance – Execution and Enforcement of Authority … • Data Stewardship – Formalization of Accountability … • Metadata – Data, Stored in IT Tools, That Improves Both the Business and Technical Understanding … … management of data and data-related assets. • Data Steward – A person that is held formally accountable for their relationship to data. • Management = Definition, Production, Usage How Can Everybody Be a Data Steward? Definitions
  • 5. 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 • Talking Points – Roles and Frameworks – Levels and Perspectives – Tactical Data Steward Role – Operational Data Steward Role – Business and Technical Data Steward Role How Can Everybody Be a Data Steward? Defining the Levels and Roles of Data Stewards
  • 6. 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 • Roles and Frameworks – Levels and Perspectives – Executive Level – Strategic Level – Tactical Level – Operational Level – Support Level How Can Everybody Be a Data Steward? Defining the Levels and Roles of Data Stewards • Roles and Frameworks – Levels and Perspectives – Executive Level – Strategic Level – Tactical Level – Data Subject Matter Experts, Data Domain Stewards – Operational Level – Data Definition, Production, and Usage Stewards – Support Level
  • 7. 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
  • 8. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 8
  • 9. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 9 • Tactical Data Steward Role – Data Subject Matter Experts, Data Domain Stewards, “Go to” People – Be Carful of the Use of the Term “Data Owner” (sic) – Accountable for Data Across Business Units – People With Authority to Make or Escalate Decisions – Integral Role in the Data Governance Program – Most Important and Difficult Role to Fill How Can Everybody Be a Data Steward? Defining the Levels and Roles of Data Stewards
  • 10. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 10 • Operational Data Steward Role – Definers, Producers, and Users of Data – Held Formally Accountable for Their Actions – Data is Part of Their Day Jobs – Recognize Themselves as Data Stewards – People at All Levels are Data Stewards How Can Everybody Be a Data Steward? Defining the Levels and Roles of Data Stewards
  • 11. Copyright © 2022 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 11 • Business and Technical Data Steward Role – Common Names Given By Organizations – Agree With This Concept But … – Other Types of Stewards • Chief Stewards • System Stewards • Process Stewards • Risk Stewards How Can Everybody Be a Data Steward? Defining the Levels and Roles of Data Stewards Complementary forces can be complementary.
  • 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 12 • Talking Points – Accountability Ties Commitment to Results – Based on the Relationship to Data – Being a Data Steward is Not Optional – Moving from Informal to Formal How Can Everybody Be a Data Steward? What the Term “Formalized Accountability” Means
  • 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 13 • Accountability Ties Commitment to Results – Accountability for Data is a Governing Requirement – Obligation or Willingness to Accept Responsibilities for One’s Actions – Lack of Accountability is a Common Theme at Many Organizations – Core Tenet of Non-Invasive Data Governance Quotables • “Accountability is the glue that ties commitment to results.” Bob Proctor • “Restoring responsibility and accountability is essential to the … health of our nation.” Carl Levin • “Accountability breeds response-ability.” Stephen Covey How Can Everybody Be a Data Steward? What the Term “Formalized Accountability” Means
  • 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 14 • Based on the Relationship to Data – People Define Data as Part of Their Job – People Produce Data as Part of Their Job – People Use Data as Part of Their Job – This Describes Everybody! – Administrators Need to Inventory Who Does What With Data – Perfect Use of a Data Catalog – To Record Who The Stewards Are How Can Everybody Be a Data Steward? What the Term “Formalized Accountability” Means
  • 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 15 • Being a Data Steward is Not Optional – Everybody That Uses Data Must Be Accountable for How They Use Data – Same Should Be Said for Those That Define and Produce Data – Depends on Everybody to Provide Complete Coverage – Requires Getting People to Care – Requires Getting Management to Execute and Enforce How Can Everybody Be a Data Steward? What the Term “Formalized Accountability” Means
  • 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 16 • Moving from Informal to Formal – Written Into Job Description – Basis of Performance Evaluation – Incentive and Reward for Appropriate Stewardship – Application of Stewardship (and Thus Governance) to Process – Data Governance Bill of “Rights” How Can Everybody Be a Data Steward? What the Term “Formalized Accountability” Means
  • 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 17 • Talking Points – Support, Sponsorship, and Understanding – Organizational Communications – Evolution Not Revolution – Build Into Job Description How Can Everybody Be a Data Steward? How to Handle the Complexity of Everybody Being a Data Steward
  • 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 18 • Support, Sponsorship, and Understanding – Number One Best Practice in 100% of KIK’s Clients (Senior Leadership) – At Risk If This Best Practice is Not Achieved – Leadership Must Support and Understand That Everybody is a Data Steward – Policy May State That Everybody is a Data Steward – Get People to Recognize Themselves as Data Stewards – Communicate, Communicate, Communicate How Can Everybody Be a Data Steward? How to Handle the Complexity of Everybody Being a Data Steward • Support, Sponsorship, and Understanding – Number One Best Practice in 100% of KIK’s Clients (Senior Leadership) – At Risk If This Best Practice is Not Achieved – Leadership Must Support and Understand That Everybody is a Data Steward – Policy May State That Everybody is a Data Steward – Get People to Recognize Themselves as Data Stewards – Communicate, Communicate, Communicate … and then Communicate Some More
  • 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 19 • Organizational Communications – Plan for Effective Communications – Plan to Communicate That Everybody is a Data Steward – Orientation, Onboarding, and Ongoing Communications – Communications Specific for Each Role Level – Engage Communication Specialists in Your Plan – Message, Cadence, Instruments, Resources Must Be Part of the Plan How Can Everybody Be a Data Steward? How to Handle the Complexity of Everybody Being a Data Steward • Organizational Communications – Plan for Effective Communications – Plan to Communicate That Everybody is a Data Steward – and What That Means – Orientation, Onboarding, and Ongoing Communications – Communications Specific for Each Role Level – Engage Communication Specialists in Your Plan – Message, Cadence, Instruments, Resources Must Be Part of the Plan
  • 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 20 • Evolution Not Revolution – Big Bang Approach is Typically Ineffective – Incrementally Roll Out Stewardship and Governance – Stewardship and Governance is an Evolution – Not a Revolution – Learn Through Experience How Can Everybody Be a Data Steward? How to Handle the Complexity of Everybody Being a Data Steward
  • 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 21 • Build Into Job Description – Managing Data is Part of Everybody’s Job – Accountability for How People Define, Produce, and Use Data – Accountability for Participation in Data Education and Awareness – Build Into Performance Evaluation – Incentive for Improvements in Efficiency and Effectiveness How Can Everybody Be a Data Steward? How to Handle the Complexity of Everybody Being a Data Steward
  • 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 22 • Talking Points – Governance Through Stewardship – People Governance – All Business and Technology Units – Data-Driven and Data-Centric Organizations How Can Everybody Be a Data Steward? The Complete Coverage That is Deployed By This Approach
  • 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 23 • Governance Through Stewardship – The Data Will Not Govern Itself – The Metadata Will Not Govern Itself – Requires Activation of Data Stewards – Recognize (Don’t Assign) People as Stewards – Another Core Tenet of Non-Invasive – The Stewardship Approach to Data Governance – 10 Part TDAN.com Series How Can Everybody Be a Data Steward? The Complete Coverage That is Deployed By This Approach
  • 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 24 • People Governance – Len Silverston Once Told Me … – People’s Behavior Must Be Governed – The Data Will Do What We Tell It to Do – Principles of People Governance • To be focused on practices of people and understanding of factors that influence it. • To raise awareness and provide information on the meaning of people governance. • To underscore the initiatives and actions that help the knowledge and application. • To develop a common understanding of governance values. Inevitable revolution in corporate governance – Epegon Foundation – peoplesphere.be How Can Everybody Be a Data Steward? The Complete Coverage That is Deployed By This Approach
  • 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 25 • All Business and Technology Units – Formal Governance of a Percentage of the Organization is Good – Formal Governance for the Entire Organization is Required – Builds Complexity (Limited) and Effort (More) Into the Effort – Repeat – Deploy Incrementally and Learn From Doing – Everybody is a Data Steward; Get Over It! How Can Everybody Be a Data Steward? The Complete Coverage That is Deployed By This Approach
  • 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 26 • Data-Driven and Data-Centric Organizations – Progress is an Activity Compelled By Data – Make Strategic Decisions Based on Data Analysis and Interpretation – Organize Data With the Goal of Better Serving Customers and Consumers – Implement Data Democratization – Make Data Accessible to As Many People as Possible – Data-Driven and Data-Centric Organizations Formally Govern Their Data How Can Everybody Be a Data Steward? The Complete Coverage That is Deployed By This Approach
  • 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 27 • Talking Points – Seiner’s Rules of Becoming a Data Steward (TDAN.com 2013) – Data Governance Approaches – Role of Communications – Onboarding Everybody – Everybody is a Data Steward; Get Over It! How Can Everybody Be a Data Steward? How to “Get Over” Everybody Being a Data Steward
  • 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 28 • Seiner’s Rules of Becoming a Data Steward (1-4) 1. A Data Steward Can Be Absolutely Anybody 2. Being a Data Steward Describes a Relationship to Data and is Not a Position 3. A Data Steward is Not Hired to be a Data Steward 4. A Data Steward Does Not Need to have the Title of “Data Steward” How Can Everybody Be a Data Steward? How to “Get Over” Everybody Being a Data Steward
  • 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 29 • Seiner’s Rules of Becoming a Data Steward (5-8) 5. A Data Steward Does Not Have to be Told How to Do His/Her Job 6. Public or Industry Data Steward Certification is a Load of Bunk (IMHO) 7. There is More Than One Data Steward for Each Type of Data 8. Data Steward Training Should be Focused on “Formalizing Accountability” How Can Everybody Be a Data Steward? How to “Get Over” Everybody Being a Data Steward
  • 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 30 • Data Governance Approaches – Command-and-Control Data Governance Approach – Traditional Data Governance Approach – Non-Invasive Data Governance Approach – Data Stewardship is Required for All Approaches – Compare and Contrast the Approaches When Selecting What is ”Right” for Your Organization How Can Everybody Be a Data Steward? How to “Get Over” Everybody Being a Data Steward Recognize Formalize Roles Apply to Process ROLES PROCESS COMMUNICATIONS METRICS TOOLS You Already Do This Measure Advancement Leverage Build Purchase Identify Roles Single Process You Should Do This Measure Data Leverage Existing Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC APPROACHES COMMAND and CONTROL – LIMITED COVERAGE TRADITIONAL – RESPONSIVE COVERAGE NON-INVASIVE – COMPLETE COVERAGE COMPONENTS DATA – ASSETS BEING GOVERNED ROLES – FORMAL ACCOUNTABILITY PROCESSES – APPLICATION / ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED / DEVELOPED Components Governance Approaches TRADITIONAL NON-INVASIVE DATA GOVERNANCE FRAMEWORK COMPARISON Assign Roles New Process You Will Do This Measure Value Purchase First COMMAND and CONTROL Data Information Records Knowledge DATA Data Information Data
  • 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 31 • Role of Communications – A Communication Plan is a Pivotal Enabler of Data Governance Success – One of Four Standard Artifacts for Standing Up a Data Governance Program – Data Stewardship Requires Effective Communications – Repeat – Engage Your Communications (Change Management) Specialists – Repeat – Plan for Orientation, Onboarding, and Ongoing Communications How Can Everybody Be a Data Steward? How to “Get Over” Everybody Being a Data Steward
  • 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 32 • Onboarding Everybody – Requires a Strong Communication Plan – Necessitates a Determined and Unwavering Effort – Becomes a Metric of Program Delivery – Include in New Hire Onboarding – Repeated Periodically and Evaluated for Effectiveness How Can Everybody Be a Data Steward? How to “Get Over” Everybody Being a Data Steward
  • 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 33 • Everybody is a Data Steward; Get Over It! – Governance Rules/Standards/Guidelines Must … 1. Apply Equally to Everybody That Encounters Data 2. Everybody Must Know and Live By the Rules 3. Rules Must Be Formally Enforced 4. Ability to Demonstrate That People are Following the Rules Must Be Auditable How Can Everybody Be a Data Steward? How to “Get Over” Everybody Being a Data Steward
  • 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 34 • In the webinar, I shared – Defining the Levels and Roles of Data Stewards – What the Term “Formalized Accountability” Means – How to Handle the Complexity of Everybody Being a Data Steward – The Complete Coverage That is Deployed By This Approach – How to “Get Over” Everybody Being a Data Steward How Can Everybody Be a Data Steward? Summary
  • 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 35 How Can Everybody Be a Data Steward? Questions & Answers
  • 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 36 How Can Everybody Be a Data Steward? Contact Information • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com rseiner@tdan.com @RSeiner