SlideShare une entreprise Scribd logo
1  sur  40
Télécharger pour lire hors ligne
1
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Real-World Data Governance
Do It Yourself (DIY) Data Governance Framework
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
September 16, 2021 – 11:00 a.m. PT / 2:00 p.m. ET
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
2
Real-World Data Governance – Monthly Webinar Series
October 19, 2021 – Convincing Stakeholders Data Governance Is Essential
Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net
Non-Invasive Data Governance Book
ISBN 9781935504856 / Technics Publications / Amazon.com
Speaking @ DATAVERSITY Live and Virtual Events
Data Governance & Information Quality Conference – December 6-10, 2021 – San Diego, California
Non-Invasive Data Governance / Metadata Governance Online Learning Plans
Available Now: Business Glossaries, Data Dictionaries and Data Catalogs (6 course learning plan)
DATAVERSITY Training Center
https://training.dataversity.net
The Data Administration Newsletter (TDAN.com)
Twice Monthly: Data Articles, Columns, Blogs and Features
Produced by DATAVERSITY – Subscribe for emails
KIK Consulting & Educational Services
Updated Site: KIKConsulting.com (“Knowledge is King”)
Home of Non-Invasive Data Governance™
Carnegie Mellon University (CMU)
Adjunct Faculty – Heinz College Post-Graduate CDataO and DDL (US Army) Program
DIY Data Governance Framework
Introduction
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
3
• In the webinar, I will share
– Customizing a Framework to Match Organizational Requirements
– The Core Components and Levels of an Industry Framework
– How to Complete a Data Governance Framework
– Using the Framework to Enable DG Program Success
– Measuring Value Through the DIY DG Framework
DIY Data Governance Framework
Abstract
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
4
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
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
5
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
6
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 © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
7
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
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
8
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 © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
9
• Considerations to include in your own framework
– Core Components and Levels
– Structure
– Color Coordination
– Terminology
DIY Data Governance Framework
Customizing a Framework to Match Organizational Requirements
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
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
10
• Core Components
– Data – Assets Being Governed
– Roles – Formal Accountability
– Processes – Application / Enforcement
– Communications – Education, Training and Awareness
– Metrics – Measurements and Key Performance Indicators (KPIs)
– Tools – Artifacts Purchased & Developed
DIY Data Governance Framework
The Core Components and Levels of an Industry Framework
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
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
11
• Data – Assets Being Governed
– The scope of the resources that are being governed is the first core component of a Data
Governance Framework.
– Organizations with formal programs can learn from, and should differentiate between data,
information, records and knowledge.
DIY Data Governance Framework
The Core Components and Levels of an Industry Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
12
• Roles – Formal Accountability
– The way roles are defined is a predictor of the effort required to govern the data.
– Assignment into roles often presents pushback when the effort is over-and-above existing
responsibilities.
– Identification into roles encounters less pushback as people see themselves in the roles that
they have been slotted.
– Recognition of people into roles is a direct manner of acknowledgement of the part each
person plays in the program.
DIY Data Governance Framework
The Core Components and Levels of an Industry Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
13
• Processes – Application / Enforcement
– This component focuses on the way the roles and accountability are applied to processes.
– The notion of the “Data Governance process” misrepresents the fact that processes are a
primary component of Data Governance success.
– There is not a single process that is governed, rather there are a series of processes to which
Data Governance will be applied.
DIY Data Governance Framework
The Core Components and Levels of an Industry Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
14
• Communications – Education, Training and Awareness
– Raising the data awareness of every person that defines, produces, and uses data is critical to
achieving program success.
– Education must focus on policies, handling rules, best practices, standards, processes, and
role-based governance activities.
– Three O-s of data governance communications:
• Orientation
• Onboarding
• Ongoing
DIY Data Governance Framework
The Core Components and Levels of an Industry Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
15
• Metrics – Measurements and Key Performance Indicators (KPIs)
– Data Governance programs must be able to measure their impact on the organization.
– This is the responsibility of the support role often called the Data Governance Administrator.
– The impact and value may be financially quantifiable, but this may not always be the case.
– Measuring efficiency and effectiveness improvements require benchmarks of present state
and the governed activity of measuring and reporting results.
DIY Data Governance Framework
The Core Components and Levels of an Industry Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
16
• Tools – Artifacts Purchased & Developed
– Tools of Data Governance enable the program to deliver value to the organization.
– Organizations use tools they develop internally as well as tools that they’ve purchased to fill
specific needs of their programs.
– The tools that are developed or purchased are based on practicality, ease-of-use, and the
specific goals of the Data Governance program.
– Business Glossaries, Data Dictionaries and Data Catalogs are included in framework.
DIY Data Governance Framework
The Core Components and Levels of an Industry Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
17
• Organizational Levels
– Executive – Senior Leadership Team
– Strategic – Business & Technology Management
– Tactical – Subject Matter Expertise
– Operational – Daily Job Function
– Support – Functional Management
DIY Data Governance Framework
The Core Components and Levels of an Industry Framework
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
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
18
• Executive – Senior Leadership Team
– The Executive level of an organization typically consists of people at the top level.
– This includes Presidents, Chairs, Senior Vice Presidents, and CXO level positions (meaning
CEOs, COOs, CIOs, CDOs, CROs, CMOs, etc.).
– The Executive Level of an organization often has regular or scheduled meetings as the
Steering Committee for the enterprise.
DIY Data Governance Framework
The Core Components and Levels of an Industry Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
19
• Strategic – Business & Technology Management
– The Strategic level of an organization typically consists of people that report directly to and
are delegated by the Executive level to oversee and direct specific initiatives.
– This can include Senior Vice Presidents, Vice Presidents, and the people that are recognized
as being second-in-command or as representing their part of the organization in the
initiative.
– The Strategic level is accountable to the Executive level for the success of the initiative.
DIY Data Governance Framework
The Core Components and Levels of an Industry Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
20
• Tactical – Subject Matter Expertise
– The Tactical level of an organization typically consists of people that are subject matter
experts, facilitators, and potentially decision makers for specific domains of data and
information.
– The Tactical level is delegated or recognized by the Strategic level as people that must be
included in and drive decisions that are made regarding data in their domain.
– The Tactical level can be defined by policy, through appointment, or through a natural
selection process (the “go-to person”).
DIY Data Governance Framework
The Core Components and Levels of an Industry Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
21
• Operational – Daily Job Function
– The Operational level of an organization typically consists of every person in the organization
that has a relationship to data and that is (or will be) held formally accountable for that
relationship.
– The relationships include the definition, production, and/or use of data and information.
– If an individual does any or all of these activities as part of their job, it is a requirement that
these people follow policy, best practices and standards for that relationship.
– The key focus of Data Governance is to assure that select high quality data is reused and
handled appropriately.
DIY Data Governance Framework
The Core Components and Levels of an Industry Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
22
• Support – Functional Management
– Includes the people responsible for the program.
– Includes working teams of people from the tactical and operational levels.
– Includes the partners of data governance:
• Information Technology (IT)
• Project Management (PMO)
• Regulatory and Compliance groups
DIY Data Governance Framework
The Core Components and Levels of an Industry Framework
• Information Security
• Legal and Audit
• Communications
• Human Resources
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
23
• Steps to complete the framework
– Define Core Components and Organizational Levels
– Analyze framework by Component by Level
– Fill in the squares
– Align with other tools
– Promote through the face of your program
DIY Data Governance Framework
How to Complete a Data Governance Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
24
• Data – Assets Being Governed
– What Data is important to the
• Executive level
• Strategic level
• Tactical level
• Operational level
• Support level
DIY Data Governance Framework
How to Complete a Data Governance Framework
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
Now you fill in your blocks!
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
25
• Roles – Formal Accountability
– What Role addresses the
• Executive level
• Strategic level
• Tactical level
• Operational level
• Support level
DIY Data Governance Framework
How to Complete a Data Governance Framework
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
Now you fill in your blocks!
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
26
• Processes – Application / Enforcement
– What Processes are important to the
• Executive level
• Strategic level
• Tactical level
• Operational level
• Support level
DIY Data Governance Framework
How to Complete a Data Governance Framework
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
Now you fill in your blocks!
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
27
• Communications – Education, Training and Awareness
– What Communications need to shared with the
• Executive level
• Strategic level
• Tactical level
• Operational level
• Support level
DIY Data Governance Framework
How to Complete a Data Governance Framework
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
Now you fill in your blocks!
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
28
• Metrics – Measurements and KPIs
– What Metrics are important to the
• Executive level
• Strategic level
• Tactical level
• Operational level
• Support level
DIY Data Governance Framework
How to Complete a Data Governance Framework
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
Now you fill in your blocks!
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
29
• Tools – Artifacts Purchased & Developed
– What Tools are valuable for the
• Executive level
• Strategic level
• Tactical level
• Operational level
• Support level
DIY Data Governance Framework
How to Complete a Data Governance Framework
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
Now you fill in your blocks!
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
30
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
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
31
• Align with other tools
DIY Data Governance Framework
How to Complete a Data Governance Framework
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
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
32
• Promote through the face of your program
– Home page for Data Governance
– Place people go to become Data Literate
– Program Updates, Status, Activities
– Place to learn about the Framework
DIY Data Governance Framework
How to Complete a Data Governance Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
33
• Ways to use the framework
– Frame the entire program for simple explanation
– Orientation and onboarding communications
– To provide status of the program
– Prioritize program development and deployment activities
– Display green, yellow, red for the squares of the framework
DIY Data Governance Framework
Using the Framework to Enable DG Program Success
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
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
34
• Considerations for using the framework
– Color coordination with other tools and templates
– Actively connect the framework to other tools and templates
– Communicate by levels focusing on the framework
– Include the framework as a communication tool through the “face” of your program
– Request the NIDG Data Governance Framework through the KIKconsulting.com website
DIY Data Governance Framework
Using the Framework to Enable DG Program Success
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
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
35
• Measuring the program using the framework
– Components
– Levels
DIY Data Governance Framework
Measuring Value Through the DIY DG Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
36
• Components
– Data – quantify the importance of the data being governed, inventoried, “owned”
– Roles – measure the accountability at each level, number of people recognized into roles
– Processes – articulate governed process value, number/importance of governed process
– Communications – measure communications cadence and audiences, messaging, certification
– Metrics – quantify the number and effectiveness of the metrics at each level
– Tools – determine value of the tools at each level from policy to data catalog
DIY Data Governance Framework
Measuring Value Through the DIY DG Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
37
• Levels
– Executive – gauge support, sponsorship and understanding
– Strategic – measure council activity, decisions made, active participation
– Tactical – quantify number of SMEs recognized, engagement, satisfaction
– Operational – evaluation the number of stewards recognized, data inventoried, activation
– Support – assess partnership involvement, partners engaged and recognized as “govern-ers”
DIY Data Governance Framework
Measuring Value Through the DIY DG Framework
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
38
• In the webinar, I shared
– Customizing a Framework to Match Organizational Requirements
– The Core Components and Levels of an Industry Framework
– How to Complete a Data Governance Framework
– Using the Framework to Enable DG Program Success
– Measuring Value Through the DIY DG Framework
DIY Data Governance Framework
Summary
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
39
DIY Data Governance Framework
Questions & Answers
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
40
DIY Data Governance Framework
Contact Information
• Robert S. Seiner
KIK Consulting & Educational Services – KIKconsulting.com
The Data Administration Newsletter – TDAN.com
rseiner@tdan.com @RSeiner

Contenu connexe

Tendances

Glossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceGlossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceDATAVERSITY
 
Master Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and GovernanceMaster Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and GovernanceDATAVERSITY
 
How to Strengthen Enterprise Data Governance with Data Quality
How to Strengthen Enterprise Data Governance with Data QualityHow to Strengthen Enterprise Data Governance with Data Quality
How to Strengthen Enterprise Data Governance with Data QualityDATAVERSITY
 
Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success DATAVERSITY
 
Data Governance and Metadata Management
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management DATAVERSITY
 
How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model DATUM LLC
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceDATAVERSITY
 
Data Governance
Data GovernanceData Governance
Data GovernanceRob Lux
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureDATAVERSITY
 
Building a Data Governance Strategy
Building a Data Governance StrategyBuilding a Data Governance Strategy
Building a Data Governance StrategyAnalytics8
 
Data Governance and Data Science to Improve Data Quality
Data Governance and Data Science to Improve Data QualityData Governance and Data Science to Improve Data Quality
Data Governance and Data Science to Improve Data QualityDATAVERSITY
 
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...Christopher Bradley
 
BI Consultancy - Data, Analytics and Strategy
BI Consultancy - Data, Analytics and StrategyBI Consultancy - Data, Analytics and Strategy
BI Consultancy - Data, Analytics and StrategyShivam Dhawan
 
Data Governance Workshop
Data Governance WorkshopData Governance Workshop
Data Governance WorkshopCCG
 
Data Quality Best Practices
Data Quality Best PracticesData Quality Best Practices
Data Quality Best PracticesDATAVERSITY
 
Data Architecture for Data Governance
Data Architecture for Data GovernanceData Architecture for Data Governance
Data Architecture for Data GovernanceDATAVERSITY
 
Activate Data Governance Using the Data Catalog
Activate Data Governance Using the Data CatalogActivate Data Governance Using the Data Catalog
Activate Data Governance Using the Data CatalogDATAVERSITY
 
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...Element22
 
Emerging Trends in Data Architecture – What’s the Next Big Thing
Emerging Trends in Data Architecture – What’s the Next Big ThingEmerging Trends in Data Architecture – What’s the Next Big Thing
Emerging Trends in Data Architecture – What’s the Next Big ThingDATAVERSITY
 

Tendances (20)

Glossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceGlossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data Governance
 
Master Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and GovernanceMaster Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and Governance
 
How to Strengthen Enterprise Data Governance with Data Quality
How to Strengthen Enterprise Data Governance with Data QualityHow to Strengthen Enterprise Data Governance with Data Quality
How to Strengthen Enterprise Data Governance with Data Quality
 
Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success
 
Data Governance and Metadata Management
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management
 
How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and Governance
 
Data Governance
Data GovernanceData Governance
Data Governance
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data Architecture
 
DMBOK and Data Governance
DMBOK and Data GovernanceDMBOK and Data Governance
DMBOK and Data Governance
 
Building a Data Governance Strategy
Building a Data Governance StrategyBuilding a Data Governance Strategy
Building a Data Governance Strategy
 
Data Governance and Data Science to Improve Data Quality
Data Governance and Data Science to Improve Data QualityData Governance and Data Science to Improve Data Quality
Data Governance and Data Science to Improve Data Quality
 
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...
 
BI Consultancy - Data, Analytics and Strategy
BI Consultancy - Data, Analytics and StrategyBI Consultancy - Data, Analytics and Strategy
BI Consultancy - Data, Analytics and Strategy
 
Data Governance Workshop
Data Governance WorkshopData Governance Workshop
Data Governance Workshop
 
Data Quality Best Practices
Data Quality Best PracticesData Quality Best Practices
Data Quality Best Practices
 
Data Architecture for Data Governance
Data Architecture for Data GovernanceData Architecture for Data Governance
Data Architecture for Data Governance
 
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
 
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
 
Emerging Trends in Data Architecture – What’s the Next Big Thing
Emerging Trends in Data Architecture – What’s the Next Big ThingEmerging Trends in Data Architecture – What’s the Next Big Thing
Emerging Trends in Data Architecture – What’s the Next Big Thing
 

Similaire à Do-It-Yourself (DIY) Data Governance Framework

Data Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your ProgramData Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your ProgramDATAVERSITY
 
RWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business OutcomesRWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business OutcomesDATAVERSITY
 
RWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance PerformanceRWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance PerformanceDATAVERSITY
 
RWDG Slides: Data Governance Roles and Responsibilities
RWDG Slides: Data Governance Roles and ResponsibilitiesRWDG Slides: Data Governance Roles and Responsibilities
RWDG Slides: Data Governance Roles and ResponsibilitiesDATAVERSITY
 
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data DictionaryRWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data DictionaryDATAVERSITY
 
RWDG Slides: Stay Non-Invasive in Your Data Governance Approach
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 ApproachDATAVERSITY
 
RWDG Slides: Build an Effective Data Governance Framework
RWDG Slides: Build an Effective Data Governance FrameworkRWDG Slides: Build an Effective Data Governance Framework
RWDG Slides: Build an Effective Data Governance FrameworkDATAVERSITY
 
RWDG Slides: Utilize Governance Working Teams to Improve Data Quality
RWDG Slides: Utilize Governance Working Teams to Improve Data QualityRWDG Slides: Utilize Governance Working Teams to Improve Data Quality
RWDG Slides: Utilize Governance Working Teams to Improve Data QualityDATAVERSITY
 
The Non-Invasive Data Governance Framework
The Non-Invasive Data Governance FrameworkThe Non-Invasive Data Governance Framework
The Non-Invasive Data Governance FrameworkDATAVERSITY
 
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJXDriving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJXDATAVERSITY
 
RWDG Webinar: Build Your Own Data Governance Tools
RWDG Webinar: Build Your Own Data Governance ToolsRWDG Webinar: Build Your Own Data Governance Tools
RWDG Webinar: Build Your Own Data Governance ToolsDATAVERSITY
 
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 & ResponsibilitiesDATAVERSITY
 
Data Governance vs. Information Governance
Data Governance vs. Information GovernanceData Governance vs. Information Governance
Data Governance vs. Information GovernanceDATAVERSITY
 
RWDG Slides: Applying Governance to Business Processes
RWDG Slides: Applying Governance to Business ProcessesRWDG Slides: Applying Governance to Business Processes
RWDG Slides: Applying Governance to Business ProcessesDATAVERSITY
 
Data Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and RoadmapsData Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and RoadmapsDATAVERSITY
 
RWDG Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in ActionRWDG Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in ActionDATAVERSITY
 
RWDG Webinar: The New Non-Invasive Data Governance Framework
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 FrameworkDATAVERSITY
 
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...DATAVERSITY
 
Real-World Data Governance Webinar: Data Governance Framework Components
Real-World Data Governance Webinar: Data Governance Framework ComponentsReal-World Data Governance Webinar: Data Governance Framework Components
Real-World Data Governance Webinar: Data Governance Framework ComponentsDATAVERSITY
 
RWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and Data
RWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and DataRWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and Data
RWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and DataDATAVERSITY
 

Similaire à Do-It-Yourself (DIY) Data Governance Framework (20)

Data Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your ProgramData Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your Program
 
RWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business OutcomesRWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business Outcomes
 
RWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance PerformanceRWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance Performance
 
RWDG Slides: Data Governance Roles and Responsibilities
RWDG Slides: Data Governance Roles and ResponsibilitiesRWDG Slides: Data Governance Roles and Responsibilities
RWDG Slides: Data Governance Roles and Responsibilities
 
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data DictionaryRWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
 
RWDG Slides: Stay Non-Invasive in Your Data Governance Approach
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
 
RWDG Slides: Build an Effective Data Governance Framework
RWDG Slides: Build an Effective Data Governance FrameworkRWDG Slides: Build an Effective Data Governance Framework
RWDG Slides: Build an Effective Data Governance Framework
 
RWDG Slides: Utilize Governance Working Teams to Improve Data Quality
RWDG Slides: Utilize Governance Working Teams to Improve Data QualityRWDG Slides: Utilize Governance Working Teams to Improve Data Quality
RWDG Slides: Utilize Governance Working Teams to Improve Data Quality
 
The Non-Invasive Data Governance Framework
The Non-Invasive Data Governance FrameworkThe Non-Invasive Data Governance Framework
The Non-Invasive Data Governance Framework
 
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJXDriving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
 
RWDG Webinar: Build Your Own Data Governance Tools
RWDG Webinar: Build Your Own Data Governance ToolsRWDG Webinar: Build Your Own Data Governance Tools
RWDG Webinar: Build Your Own Data Governance Tools
 
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
 
Data Governance vs. Information Governance
Data Governance vs. Information GovernanceData Governance vs. Information Governance
Data Governance vs. Information Governance
 
RWDG Slides: Applying Governance to Business Processes
RWDG Slides: Applying Governance to Business ProcessesRWDG Slides: Applying Governance to Business Processes
RWDG Slides: Applying Governance to Business Processes
 
Data Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and RoadmapsData Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and Roadmaps
 
RWDG Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in ActionRWDG Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in Action
 
RWDG Webinar: The New Non-Invasive Data Governance Framework
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
 
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
 
Real-World Data Governance Webinar: Data Governance Framework Components
Real-World Data Governance Webinar: Data Governance Framework ComponentsReal-World Data Governance Webinar: Data Governance Framework Components
Real-World Data Governance Webinar: Data Governance Framework Components
 
RWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and Data
RWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and DataRWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and Data
RWDG Webinar: Govern Metadata: Vocabulary, Dictionaries and Data
 

Plus de DATAVERSITY

Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...DATAVERSITY
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data LiteracyDATAVERSITY
 
Make Data Work for You
Make Data Work for YouMake Data Work for You
Make Data Work for YouDATAVERSITY
 
Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?DATAVERSITY
 
Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?DATAVERSITY
 
Data Modeling Fundamentals
Data Modeling FundamentalsData Modeling Fundamentals
Data Modeling FundamentalsDATAVERSITY
 
Showing ROI for Your Analytic Project
Showing ROI for Your Analytic ProjectShowing ROI for Your Analytic Project
Showing ROI for Your Analytic ProjectDATAVERSITY
 
How a Semantic Layer Makes Data Mesh Work at Scale
How a Semantic Layer Makes  Data Mesh Work at ScaleHow a Semantic Layer Makes  Data Mesh Work at Scale
How a Semantic Layer Makes Data Mesh Work at ScaleDATAVERSITY
 
Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?DATAVERSITY
 
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...DATAVERSITY
 
Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?DATAVERSITY
 
Data Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and ForwardsData Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and ForwardsDATAVERSITY
 
Data Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement TodayData Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement TodayDATAVERSITY
 
2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics2023 Trends in Enterprise Analytics
2023 Trends in Enterprise AnalyticsDATAVERSITY
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best PracticesDATAVERSITY
 
Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?DATAVERSITY
 
Data Management Best Practices
Data Management Best PracticesData Management Best Practices
Data Management Best PracticesDATAVERSITY
 
MLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive AdvantageMLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive AdvantageDATAVERSITY
 
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...DATAVERSITY
 
Empowering the Data Driven Business with Modern Business Intelligence
Empowering the Data Driven Business with Modern Business IntelligenceEmpowering the Data Driven Business with Modern Business Intelligence
Empowering the Data Driven Business with Modern Business IntelligenceDATAVERSITY
 

Plus de DATAVERSITY (20)

Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data Literacy
 
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
 
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
 
Empowering the Data Driven Business with Modern Business Intelligence
Empowering the Data Driven Business with Modern Business IntelligenceEmpowering the Data Driven Business with Modern Business Intelligence
Empowering the Data Driven Business with Modern Business Intelligence
 

Dernier

Digital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing worksDigital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing worksdeepakthakur548787
 
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfEnglish-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfblazblazml
 
Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...Seán Kennedy
 
Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...
Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...
Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...Boston Institute of Analytics
 
What To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptxWhat To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptxSimranPal17
 
modul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxmodul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxaleedritatuxx
 
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Boston Institute of Analytics
 
Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)Cathrine Wilhelmsen
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryJeremy Anderson
 
Student profile product demonstration on grades, ability, well-being and mind...
Student profile product demonstration on grades, ability, well-being and mind...Student profile product demonstration on grades, ability, well-being and mind...
Student profile product demonstration on grades, ability, well-being and mind...Seán Kennedy
 
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024Susanna-Assunta Sansone
 
Learn How Data Science Changes Our World
Learn How Data Science Changes Our WorldLearn How Data Science Changes Our World
Learn How Data Science Changes Our WorldEduminds Learning
 
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...Milind Agarwal
 
convolutional neural network and its applications.pdf
convolutional neural network and its applications.pdfconvolutional neural network and its applications.pdf
convolutional neural network and its applications.pdfSubhamKumar3239
 
Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...
Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...
Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...Thomas Poetter
 
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...Amil Baba Dawood bangali
 
Cyber awareness ppt on the recorded data
Cyber awareness ppt on the recorded dataCyber awareness ppt on the recorded data
Cyber awareness ppt on the recorded dataTecnoIncentive
 
Real-Time AI Streaming - AI Max Princeton
Real-Time AI  Streaming - AI Max PrincetonReal-Time AI  Streaming - AI Max Princeton
Real-Time AI Streaming - AI Max PrincetonTimothy Spann
 

Dernier (20)

Data Analysis Project: Stroke Prediction
Data Analysis Project: Stroke PredictionData Analysis Project: Stroke Prediction
Data Analysis Project: Stroke Prediction
 
Digital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing worksDigital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing works
 
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfEnglish-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
 
Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...
 
Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...
Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...
Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...
 
What To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptxWhat To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptx
 
modul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxmodul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptx
 
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
 
Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)
 
Insurance Churn Prediction Data Analysis Project
Insurance Churn Prediction Data Analysis ProjectInsurance Churn Prediction Data Analysis Project
Insurance Churn Prediction Data Analysis Project
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data Story
 
Student profile product demonstration on grades, ability, well-being and mind...
Student profile product demonstration on grades, ability, well-being and mind...Student profile product demonstration on grades, ability, well-being and mind...
Student profile product demonstration on grades, ability, well-being and mind...
 
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
 
Learn How Data Science Changes Our World
Learn How Data Science Changes Our WorldLearn How Data Science Changes Our World
Learn How Data Science Changes Our World
 
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
 
convolutional neural network and its applications.pdf
convolutional neural network and its applications.pdfconvolutional neural network and its applications.pdf
convolutional neural network and its applications.pdf
 
Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...
Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...
Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...
 
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
 
Cyber awareness ppt on the recorded data
Cyber awareness ppt on the recorded dataCyber awareness ppt on the recorded data
Cyber awareness ppt on the recorded data
 
Real-Time AI Streaming - AI Max Princeton
Real-Time AI  Streaming - AI Max PrincetonReal-Time AI  Streaming - AI Max Princeton
Real-Time AI Streaming - AI Max Princeton
 

Do-It-Yourself (DIY) Data Governance Framework

  • 1. 1 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Real-World Data Governance Do It Yourself (DIY) Data Governance Framework Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com September 16, 2021 – 11:00 a.m. PT / 2:00 p.m. ET
  • 2. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 2 Real-World Data Governance – Monthly Webinar Series October 19, 2021 – Convincing Stakeholders Data Governance Is Essential Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net Non-Invasive Data Governance Book ISBN 9781935504856 / Technics Publications / Amazon.com Speaking @ DATAVERSITY Live and Virtual Events Data Governance & Information Quality Conference – December 6-10, 2021 – San Diego, California Non-Invasive Data Governance / Metadata Governance Online Learning Plans Available Now: Business Glossaries, Data Dictionaries and Data Catalogs (6 course learning plan) DATAVERSITY Training Center https://training.dataversity.net The Data Administration Newsletter (TDAN.com) Twice Monthly: Data Articles, Columns, Blogs and Features Produced by DATAVERSITY – Subscribe for emails KIK Consulting & Educational Services Updated Site: KIKConsulting.com (“Knowledge is King”) Home of Non-Invasive Data Governance™ Carnegie Mellon University (CMU) Adjunct Faculty – Heinz College Post-Graduate CDataO and DDL (US Army) Program DIY Data Governance Framework Introduction
  • 3. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 3 • In the webinar, I will share – Customizing a Framework to Match Organizational Requirements – The Core Components and Levels of an Industry Framework – How to Complete a Data Governance Framework – Using the Framework to Enable DG Program Success – Measuring Value Through the DIY DG Framework DIY Data Governance Framework Abstract
  • 4. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 4 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
  • 5. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 5
  • 6. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 6 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
  • 7. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 7 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
  • 8. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 8 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
  • 9. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 9 • Considerations to include in your own framework – Core Components and Levels – Structure – Color Coordination – Terminology DIY Data Governance Framework Customizing a Framework to Match Organizational Requirements 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
  • 10. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 10 • Core Components – Data – Assets Being Governed – Roles – Formal Accountability – Processes – Application / Enforcement – Communications – Education, Training and Awareness – Metrics – Measurements and Key Performance Indicators (KPIs) – Tools – Artifacts Purchased & Developed DIY Data Governance Framework The Core Components and Levels of an Industry Framework 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
  • 11. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 11 • Data – Assets Being Governed – The scope of the resources that are being governed is the first core component of a Data Governance Framework. – Organizations with formal programs can learn from, and should differentiate between data, information, records and knowledge. DIY Data Governance Framework The Core Components and Levels of an Industry Framework
  • 12. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 12 • Roles – Formal Accountability – The way roles are defined is a predictor of the effort required to govern the data. – Assignment into roles often presents pushback when the effort is over-and-above existing responsibilities. – Identification into roles encounters less pushback as people see themselves in the roles that they have been slotted. – Recognition of people into roles is a direct manner of acknowledgement of the part each person plays in the program. DIY Data Governance Framework The Core Components and Levels of an Industry Framework
  • 13. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 13 • Processes – Application / Enforcement – This component focuses on the way the roles and accountability are applied to processes. – The notion of the “Data Governance process” misrepresents the fact that processes are a primary component of Data Governance success. – There is not a single process that is governed, rather there are a series of processes to which Data Governance will be applied. DIY Data Governance Framework The Core Components and Levels of an Industry Framework
  • 14. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 14 • Communications – Education, Training and Awareness – Raising the data awareness of every person that defines, produces, and uses data is critical to achieving program success. – Education must focus on policies, handling rules, best practices, standards, processes, and role-based governance activities. – Three O-s of data governance communications: • Orientation • Onboarding • Ongoing DIY Data Governance Framework The Core Components and Levels of an Industry Framework
  • 15. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 15 • Metrics – Measurements and Key Performance Indicators (KPIs) – Data Governance programs must be able to measure their impact on the organization. – This is the responsibility of the support role often called the Data Governance Administrator. – The impact and value may be financially quantifiable, but this may not always be the case. – Measuring efficiency and effectiveness improvements require benchmarks of present state and the governed activity of measuring and reporting results. DIY Data Governance Framework The Core Components and Levels of an Industry Framework
  • 16. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 16 • Tools – Artifacts Purchased & Developed – Tools of Data Governance enable the program to deliver value to the organization. – Organizations use tools they develop internally as well as tools that they’ve purchased to fill specific needs of their programs. – The tools that are developed or purchased are based on practicality, ease-of-use, and the specific goals of the Data Governance program. – Business Glossaries, Data Dictionaries and Data Catalogs are included in framework. DIY Data Governance Framework The Core Components and Levels of an Industry Framework
  • 17. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 17 • Organizational Levels – Executive – Senior Leadership Team – Strategic – Business & Technology Management – Tactical – Subject Matter Expertise – Operational – Daily Job Function – Support – Functional Management DIY Data Governance Framework The Core Components and Levels of an Industry Framework 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
  • 18. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 18 • Executive – Senior Leadership Team – The Executive level of an organization typically consists of people at the top level. – This includes Presidents, Chairs, Senior Vice Presidents, and CXO level positions (meaning CEOs, COOs, CIOs, CDOs, CROs, CMOs, etc.). – The Executive Level of an organization often has regular or scheduled meetings as the Steering Committee for the enterprise. DIY Data Governance Framework The Core Components and Levels of an Industry Framework
  • 19. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 19 • Strategic – Business & Technology Management – The Strategic level of an organization typically consists of people that report directly to and are delegated by the Executive level to oversee and direct specific initiatives. – This can include Senior Vice Presidents, Vice Presidents, and the people that are recognized as being second-in-command or as representing their part of the organization in the initiative. – The Strategic level is accountable to the Executive level for the success of the initiative. DIY Data Governance Framework The Core Components and Levels of an Industry Framework
  • 20. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 20 • Tactical – Subject Matter Expertise – The Tactical level of an organization typically consists of people that are subject matter experts, facilitators, and potentially decision makers for specific domains of data and information. – The Tactical level is delegated or recognized by the Strategic level as people that must be included in and drive decisions that are made regarding data in their domain. – The Tactical level can be defined by policy, through appointment, or through a natural selection process (the “go-to person”). DIY Data Governance Framework The Core Components and Levels of an Industry Framework
  • 21. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 21 • Operational – Daily Job Function – The Operational level of an organization typically consists of every person in the organization that has a relationship to data and that is (or will be) held formally accountable for that relationship. – The relationships include the definition, production, and/or use of data and information. – If an individual does any or all of these activities as part of their job, it is a requirement that these people follow policy, best practices and standards for that relationship. – The key focus of Data Governance is to assure that select high quality data is reused and handled appropriately. DIY Data Governance Framework The Core Components and Levels of an Industry Framework
  • 22. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 22 • Support – Functional Management – Includes the people responsible for the program. – Includes working teams of people from the tactical and operational levels. – Includes the partners of data governance: • Information Technology (IT) • Project Management (PMO) • Regulatory and Compliance groups DIY Data Governance Framework The Core Components and Levels of an Industry Framework • Information Security • Legal and Audit • Communications • Human Resources
  • 23. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 23 • Steps to complete the framework – Define Core Components and Organizational Levels – Analyze framework by Component by Level – Fill in the squares – Align with other tools – Promote through the face of your program DIY Data Governance Framework How to Complete a Data Governance Framework
  • 24. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 24 • Data – Assets Being Governed – What Data is important to the • Executive level • Strategic level • Tactical level • Operational level • Support level DIY Data Governance Framework How to Complete a Data Governance Framework 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 Now you fill in your blocks!
  • 25. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 25 • Roles – Formal Accountability – What Role addresses the • Executive level • Strategic level • Tactical level • Operational level • Support level DIY Data Governance Framework How to Complete a Data Governance Framework 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 Now you fill in your blocks!
  • 26. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 26 • Processes – Application / Enforcement – What Processes are important to the • Executive level • Strategic level • Tactical level • Operational level • Support level DIY Data Governance Framework How to Complete a Data Governance Framework 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 Now you fill in your blocks!
  • 27. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 27 • Communications – Education, Training and Awareness – What Communications need to shared with the • Executive level • Strategic level • Tactical level • Operational level • Support level DIY Data Governance Framework How to Complete a Data Governance Framework 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 Now you fill in your blocks!
  • 28. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 28 • Metrics – Measurements and KPIs – What Metrics are important to the • Executive level • Strategic level • Tactical level • Operational level • Support level DIY Data Governance Framework How to Complete a Data Governance Framework 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 Now you fill in your blocks!
  • 29. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 29 • Tools – Artifacts Purchased & Developed – What Tools are valuable for the • Executive level • Strategic level • Tactical level • Operational level • Support level DIY Data Governance Framework How to Complete a Data Governance Framework 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 Now you fill in your blocks!
  • 30. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 30 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
  • 31. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 31 • Align with other tools DIY Data Governance Framework How to Complete a Data Governance Framework 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
  • 32. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 32 • Promote through the face of your program – Home page for Data Governance – Place people go to become Data Literate – Program Updates, Status, Activities – Place to learn about the Framework DIY Data Governance Framework How to Complete a Data Governance Framework
  • 33. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 33 • Ways to use the framework – Frame the entire program for simple explanation – Orientation and onboarding communications – To provide status of the program – Prioritize program development and deployment activities – Display green, yellow, red for the squares of the framework DIY Data Governance Framework Using the Framework to Enable DG Program Success 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
  • 34. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 34 • Considerations for using the framework – Color coordination with other tools and templates – Actively connect the framework to other tools and templates – Communicate by levels focusing on the framework – Include the framework as a communication tool through the “face” of your program – Request the NIDG Data Governance Framework through the KIKconsulting.com website DIY Data Governance Framework Using the Framework to Enable DG Program Success 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
  • 35. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 35 • Measuring the program using the framework – Components – Levels DIY Data Governance Framework Measuring Value Through the DIY DG Framework
  • 36. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 36 • Components – Data – quantify the importance of the data being governed, inventoried, “owned” – Roles – measure the accountability at each level, number of people recognized into roles – Processes – articulate governed process value, number/importance of governed process – Communications – measure communications cadence and audiences, messaging, certification – Metrics – quantify the number and effectiveness of the metrics at each level – Tools – determine value of the tools at each level from policy to data catalog DIY Data Governance Framework Measuring Value Through the DIY DG Framework
  • 37. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 37 • Levels – Executive – gauge support, sponsorship and understanding – Strategic – measure council activity, decisions made, active participation – Tactical – quantify number of SMEs recognized, engagement, satisfaction – Operational – evaluation the number of stewards recognized, data inventoried, activation – Support – assess partnership involvement, partners engaged and recognized as “govern-ers” DIY Data Governance Framework Measuring Value Through the DIY DG Framework
  • 38. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 38 • In the webinar, I shared – Customizing a Framework to Match Organizational Requirements – The Core Components and Levels of an Industry Framework – How to Complete a Data Governance Framework – Using the Framework to Enable DG Program Success – Measuring Value Through the DIY DG Framework DIY Data Governance Framework Summary
  • 39. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 39 DIY Data Governance Framework Questions & Answers
  • 40. Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner 40 DIY Data Governance Framework Contact Information • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com rseiner@tdan.com @RSeiner