SlideShare uma empresa Scribd logo
1 de 50
Baixar para ler offline
1
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your Data Governance Approach
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
September 19, 2019 – 11:00 a.m. PT / 2:00 p.m. ET
Real-World Data Governance
Making Data Governance Essential
From Quality to Consumption
Mark W. Lynch
IBM Data and AI Practice Leader
mwlynch@us.ibm.com
linkedin.com/in/mwlynch
It All Begins With a Data Strategy
Governance for InsightsGovernance for Compliance
Discover, classify and
manage information in
ways that meet the
obligations enforced by
both regulatory and
corporate mandates
Provide safe access to
trusted, high quality data
while facilitating effective
collaboration among team
members to become a
data driven organization
© 2019 IBM Corporation
4
Business
Ready Data
Right people
Right place
Right time
+
=
+
Business-Ready
Data
The Challenge: How do You Deliver Business-Ready Data to Data Citizens?
Challenges: Delivering Business-Ready Data To Data Citizens
– Business-ready data is like a store of gold bullion sitting in a warehouse.
– Data Citizens include many types of users across the enterprise (business,
financial and marketing analysts, data scientists, accountants, etc.
– Data Citizens are demanding greater independence & self-service for finding,
accessing, preparing, and analyzing data.
– Garbage into the data catalog means garbage out of the data catalog.
– Both IT and data governance teams know that Data Citizens are stuffing Data
Catalogs with bad data.
Only an End-to-End Data Integration, Quality, Governance,
and Consumption Platform can Create and Deliver business-ready
data to Data Citizens.
Business-Ready Data
Enterprise Data
Governance
Enterprise
Data Quality
Enterprise Data
Integration
May 21, 2019 / © 2019 IBM Corporation 5
“Integrate data ingestion with the
data catalog to ensure data
quality, data discovery and data
classification at ingest time.”
Enterprise Data
Governance
Enterprise
Data Quality
Enterprise Data
Integration
Enterprise Data
Consumption
Data
Engineers
Data Governance
Teams
Data
Citizens
Note: See “Building Data Lakes Successfully” Gartner Group Research Note, July 11, 2019
The Gartner Group Is Promoting The Importance Of An End-To-End Fully Integrated Platform For
Data Integration, Quality, Governance, And Consumption
“Ideally, have a data catalog that
integrates with data quality tools to
measure data quality, enable
correction of errors, and provide data
that is fit for usage.”
“Maintain a data catalog that
describes the content, data
definition, and all the
metadata that is captured as
the data moves in the data
pipeline from data ingestion
to data enrichment.”
“How will you expose the
data quality and data profile
results to the data consumers
to gain their trust in the data
lake?”
July 2019 / © 2019 IBM Corporation
Comparing the two scenarios. Which one is yours?
7
IBM Cloud / DOC ID / Month XX, 2018 / © 2018 IBM Corporation
Fewer iterations
Months-Quarters
Fewer outcomes
More & quicker iterations
Days-Weeks
Analytics & AI at scale & speed
Without Business-ready data foundation With Business-ready data foundation
80%
Data Prep
8
Introducing IBM Watson Knowledge Catalog
 Simple search and browse
 Receive relevant and recommended results
 View comments and ratings from other Data Citizens
 Drill down into details that matter to you
 Easy to understand dictionary for your business data
 Quality Score
 Where did this data come from? How do I know I can
trust it?
 Prepare data by cleaning, structuring and enriching it
Empowering Data Citizens with Trusted, Business Ready Data
Catalog
IBM Cloud / March,2019/ © 2019 IBM Corporation
 Rapid Access for Faster Insights
 Reliable and Consistent Data from Understood and
Trusted Sources
 Transparency into what data is driving your business
decisions
 Confidence in your Reports and Analysis
 Transform raw data into actionable analysis
DataOps requires Automation and Multi-Cloud Architecture
9
Automated
Metadata
Management
Self-Services
Interaction
Business-readyData
Hybrid cloud Data Integration and Data Virtualization
COLLECT
ORGANIZE
ANALYZE
INFUSE
Automated
Data Curation
Services
Private Cloud
Automated Core Governance Services
Automated Master Data Management
AI
On-Prem
10
Business
Ready Data
Non-Invasive
Governance
2
2
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your DG Approach
Introduction
• Real-World Data Governance – Monthly Webinar Series
October 17, 2019 – Build Your Own Data Governance Tools
Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net
• Non-Invasive Data Governance Book
ISBN 9781935504856 / Technics Publishing / Amazon.com
• Speaking @ Dataversity Events
Data Architecture Summit, Chicago – October 14-17
Data Governance Vision, Washington, DC – December 9-12
• Non-Invasive Data Governance Online Learning Plan
Non-Invasive Metadata Governance Online 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
New Non-Invasive Data Governance Framework now being published
• KIK Consulting & Educational Services
KIKConsulting.com
Home of Non-Invasive Data Governance™
Home of Non-Invasive Metadata Governance
3
3
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• In the webinar I will share:
– A Data Governance framework completed in a Non-Invasive way
– How the three approaches differ and when to use each
– Sticking to a single approach versus implementing a hybrid model
– How to sell Data Governance as something you are already doing
– Using the Non-Invasive Approach to win friends and influence people
Stay Non-Invasive in Your DG Approach
Abstract
4
4
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Why do we use a Data Governance Framework?
– Defines Core Components of a successful Data Governance program
– Defines Perspective Levels that must be considered to be successful
Stay Non-Invasive in Your DG Approach
Framework Completed in a Non-Invasive Way
5
5
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Why do we use a Data Governance Framework?
– Provides tool to address each Components from each Level
– Empty tool is significant to consider when selecting a framework
– Completed tool demonstrates the Non-Invasive Data Governance approach
– The information that completes the framework is continuously evolving
Stay Non-Invasive in Your DG Approach
Framework Completed in a Non-Invasive Way
6
6
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your DG Approach
Framework Completed in a Non-Invasive Way
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
7
7
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Columns – Core Components
– Data
– Roles
– Processes
– Communication
– Metrics
– Tools
Stay Non-Invasive in Your DG Approach
Framework Completed in a Non-Invasive Way
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
8
8
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Rows – Perspective Levels
– Executive
– Strategic
– Tactical
– Operational
– Support
Stay Non-Invasive in Your DG Approach
Framework Completed in a Non-Invasive Way
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
9
9
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Details – Intersecting Blocks
– Data by Level
– Roles by Level
– Processes by Level
– Communications by Level
– Metrics by Level
– Tools by Level
Stay Non-Invasive in Your DG Approach
Framework Completed in a Non-Invasive Way
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
10
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your DG Approach
Framework Completed in a Non-Invasive Way
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
11
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your DG Approach
Framework Completed in a Non-Invasive Way
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 © 2019 – 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
12
12
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your DG Approach
Framework Completed in a Non-Invasive Way
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 © 2019 – 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
13
13
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• xxx
Stay Non-Invasive in Your DG Approach
Framework Completed in a Non-Invasive Way
14
14
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your DG Approach
Framework Completed in a Non-Invasive Way
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 © 2019 – 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
15
15
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your DG Approach
Framework Completed in a Non-Invasive Way
Orientation
Onboarding
Ongoing
16
16
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your DG Approach
Framework Completed in a Non-Invasive Way
17
17
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Consistent Data Governance Goals …
– Improve Data Quality
– Improve Data Understanding
– Improve Data Protection
– Improve Analytical Data Capabilities
– Transform Organization to Data-Centric
Stay Non-Invasive in Your DG Approach
Three Approaches Differ and When to Use Each
18
18
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Data Governance Approaches
– Command-and-Control Data Governance
– Traditional Data Governance
– Non-Invasive Data Governance
Stay Non-Invasive in Your DG Approach
Three Approaches Differ and When to Use Each
19
19
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your DG Approach
Three Approaches Differ and When to Use Each
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 © 2019 – 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
COMMANDandCONTROL
Data
Information
Records
Knowledge
DATA
Data
Information
Data
20
20
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your DG Approach
Three Approaches Differ and When to Use Each
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 © 2019 – 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
COMMANDandCONTROL
Data
Information
Records
Knowledge
DATA
Data
Information
Data
21
21
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Roles
– Command-and-Control Approach
• People are assigned new roles
• People are given new levels of authority
– Traditional Approach
• People are told they also have a new role
• People are given new levels of authority
– Non-Invasive Approach
• People are recognized for their relationship to the data
• People levels of authority are formalized
Stay Non-Invasive in Your DG Approach
Three Approaches Differ and When to Use Each
22
22
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your DG Approach
Three Approaches Differ and When to Use Each
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 © 2019 – 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
COMMANDandCONTROL
Data
Information
Records
Knowledge
DATA
Data
Information
Data
23
23
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Communications
– Command-and-Control Approach
• Governance is Mandatory
• You will do this.
– Traditional Approach
• Governance is Important
• You should do this.
– Non-Invasive Approach
• Governance based on Data Relations.
• You already do this.
Stay Non-Invasive in Your DG Approach
Three Approaches Differ and When to Use Each
24
24
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Hybrid Model
– Utilizing the Approach Comparison Matrix
– Select the most appropriate boxes across the board
– This may better represent what will lead to success at your organization
Stay Non-Invasive in Your DG Approach
Single Approach Versus Implementing a Hybrid Model
25
25
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your DG Approach
Single Approach Versus Implementing a Hybrid Model
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 © 2019 – 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
COMMANDandCONTROL
Data
Information
Records
Knowledge
DATA
Data
Information
Data
26
26
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Stay Non-Invasive in Your DG Approach
Single Approach Versus Implementing a Hybrid Model
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 © 2019 – 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
COMMANDandCONTROL
Data
Information
Records
Knowledge
DATA
Data
Information
Data
Is there anything
wrong with taking
a hybrid
approach?
27
27
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Command-and-Control Approach to Data Governance
– Very Authoritative
– People have to follow the approach.
– Strictly a Top Down Approach
– All About Control of the Data
Stay Non-Invasive in Your DG Approach
Single Approach Versus Implementing a Hybrid Model
28
28
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Traditional Approach to Data Governance
– Program is Well Defined and Sold to Management
– Council is Set Up to Provide Strategic Directive
– Roles are Clearly Defined
– People Respond Based on the Value They Receive
Stay Non-Invasive in Your DG Approach
Single Approach Versus Implementing a Hybrid Model
29
29
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Non-Invasive Approach to Data Governance
– Less Reason for Stewards to Push Back
– Hard for Leadership to Reject
– Stewardship Based on Relationships to Data
– Complete Coverage Across Organization
– Changes Peoples View of How Data Governance Can Be Applied
Stay Non-Invasive in Your DG Approach
Single Approach Versus Implementing a Hybrid Model
30
30
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Biggest Difference in Approaches – Who Are Your Data Stewards:
– Command and Control Approach – Assign People as Data Stewards
– Traditional Approach – Identify People as Data Stewards
– Non-Invasive Approach – Recognize People as Data Stewards
Stay Non-Invasive in Your DG Approach
Single Approach Versus Implementing a Hybrid Model
31
31
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Definition of Non-Invasive Data Governance
– The practice of:
• applying formal accountability & behavior
• through non-invasive roles & responsibilities
• to existing and / or new processes
• to assure that the definition, production & usage of data
• ensures regulatory compliance, security, privacy, protection & quality.
– Non-Invasive describes how governance is applied to assure
non-threatening management of valuable data assets.
– The goal is to be
» Transparent
» Supportive
» Collaborative.
Stay Non-Invasive in Your DG Approach
Sell Data Governance as Something You are Already Doing
32
32
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Tell your management
– We are already governing data, but we are doing it informally.
– We can formalize how we govern by putting structure around what we do now.
– We can improve our data governance.
– We do not have to spend a lot of money on data governance.
– We need structure.
Stay Non-Invasive in Your DG Approach
Sell Data Governance as Something You are Already Doing
33
33
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Don’t tell your management
– Avoid selling data governance as a huge challenge.
– Emphasize that data governance is a people solution; not a technical solution.
– Emphasize that people’s behaviors are governed, not data.
– Emphasize that data governance is an evolution, not a revolution.
Stay Non-Invasive in Your DG Approach
Sell Data Governance as Something You are Already Doing
34
34
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Final note about selling
– When it comes down to it, people will perceive and understand data
governance the way it is explained to them.
– That includes your senior leadership.
– People like you and me need to bring to them messages that instill confidence.
Stay Non-Invasive in Your DG Approach
Sell Data Governance as Something You are Already Doing
35
35
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• “Path of Least Resistance and Greatest Success”
• In terms of … Least Resistance
– You are already governing data
– Recognize people into role
– Apply governance to process
– Formalize Accountability
– Limited cost to achieve success
Stay Non-Invasive in Your DG Approach
Using the NIDG to Win Friends and Influence People
36
36
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• “Path of Least Resistance and Greatest Success”
• In terms of … Greatest Success
– Proven approach
– Accepted world-wide
– Practical and pragmatic
– Measurable success
Stay Non-Invasive in Your DG Approach
Using the NIDG to Win Friends and Influence People
37
37
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Winning Friends and Influencing People
– Show value from limited investment
– Leverage existing forms of data governance
– Know what to say and what not to say
Stay Non-Invasive in Your DG Approach
Using the NIDG to Win Friends and Influence People
38
38
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• In the webinar I shared:
– A Data Governance framework completed in a Non-Invasive way
– How the three approaches differ and when to use each
– Sticking to a single approach versus implementing a hybrid model
– How to sell Data Governance as something you are already doing
– Using the Non-Invasive Approach to win friends and influence people
Stay Non-Invasive in Your DG Approach
Summary
39
39
Copyright © 2019 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
Questions and Answers
Meet me in the Dataversity Community
to continue the conversation.
https://community.dataversity.net/
40
40
Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Robert S. Seiner
KIK Consulting & Educational Services – KIKconsulting.com
The Data Administration Newsletter – TDAN.com
Post Office Box 112571, Upper St. Clair, Pennsylvania 15241
412.220.9643, 412.220.9644 (Fax)
rseiner@kikconsulting.com
rseiner@tdan.com
@RSeiner @TDAN_com
#RWDG
Real-World Data Governance
Contact Information

Mais conteúdo relacionado

Mais procurados

Data Governance vs. Information Governance
Data Governance vs. Information GovernanceData Governance vs. Information Governance
Data Governance vs. Information GovernanceDATAVERSITY
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureDATAVERSITY
 
RWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata GovernanceRWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata GovernanceDATAVERSITY
 
How Can Everybody Be a Data Steward?
How Can Everybody Be a Data Steward?How Can Everybody Be a Data Steward?
How Can Everybody Be a Data Steward?DATAVERSITY
 
Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...
Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...
Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...DATAVERSITY
 
Data Governance and Metadata Management
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management DATAVERSITY
 
Using Data Governance to Protect Sensitive Data
Using Data Governance to Protect Sensitive DataUsing Data Governance to Protect Sensitive Data
Using Data Governance to Protect Sensitive DataDATAVERSITY
 
Convincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialConvincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialDATAVERSITY
 
RWDG Slides: Data Architecture Is Data Governance
RWDG Slides: Data Architecture Is Data GovernanceRWDG Slides: Data Architecture Is Data Governance
RWDG Slides: Data Architecture Is Data GovernanceDATAVERSITY
 
ADV Slides: Building and Growing Organizational Analytics with Data Lakes
ADV Slides: Building and Growing Organizational Analytics with Data LakesADV Slides: Building and Growing Organizational Analytics with Data Lakes
ADV Slides: Building and Growing Organizational Analytics with Data LakesDATAVERSITY
 
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...DATAVERSITY
 
RWDG Slides: Data Governance versus Information Governance
RWDG Slides: Data Governance versus Information GovernanceRWDG Slides: Data Governance versus Information Governance
RWDG Slides: Data Governance versus Information GovernanceDATAVERSITY
 
How to Govern Your Master Data
How to Govern Your Master Data How to Govern Your Master Data
How to Govern Your Master Data DATAVERSITY
 
Successful Data Governance Models and Frameworks
Successful Data Governance Models and FrameworksSuccessful Data Governance Models and Frameworks
Successful Data Governance Models and FrameworksDATAVERSITY
 
Data-Ed Webinar: Data Governance Strategies
Data-Ed Webinar: Data Governance StrategiesData-Ed Webinar: Data Governance Strategies
Data-Ed Webinar: Data Governance StrategiesDATAVERSITY
 
RWDG Slides: Building a Data Governance Roadmap
RWDG Slides: Building a Data Governance RoadmapRWDG Slides: Building a Data Governance Roadmap
RWDG Slides: Building a Data Governance RoadmapDATAVERSITY
 
Data Quality Success Stories
Data Quality Success StoriesData Quality Success Stories
Data Quality Success StoriesDATAVERSITY
 
Do-It-Yourself Metadata Framework
Do-It-Yourself Metadata FrameworkDo-It-Yourself Metadata Framework
Do-It-Yourself Metadata FrameworkDATAVERSITY
 
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
 
Slides: Powering a Sustainable Data Governance Program – Learnings & Best Pra...
Slides: Powering a Sustainable Data Governance Program – Learnings & Best Pra...Slides: Powering a Sustainable Data Governance Program – Learnings & Best Pra...
Slides: Powering a Sustainable Data Governance Program – Learnings & Best Pra...DATAVERSITY
 

Mais procurados (20)

Data Governance vs. Information Governance
Data Governance vs. Information GovernanceData Governance vs. Information Governance
Data Governance vs. Information Governance
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data Architecture
 
RWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata GovernanceRWDG Slides: Non-Invasive Metadata Governance
RWDG Slides: Non-Invasive Metadata Governance
 
How Can Everybody Be a Data Steward?
How Can Everybody Be a Data Steward?How Can Everybody Be a Data Steward?
How Can Everybody Be a Data Steward?
 
Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...
Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...
Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...
 
Data Governance and Metadata Management
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management
 
Using Data Governance to Protect Sensitive Data
Using Data Governance to Protect Sensitive DataUsing Data Governance to Protect Sensitive Data
Using Data Governance to Protect Sensitive Data
 
Convincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialConvincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is Essential
 
RWDG Slides: Data Architecture Is Data Governance
RWDG Slides: Data Architecture Is Data GovernanceRWDG Slides: Data Architecture Is Data Governance
RWDG Slides: Data Architecture Is Data Governance
 
ADV Slides: Building and Growing Organizational Analytics with Data Lakes
ADV Slides: Building and Growing Organizational Analytics with Data LakesADV Slides: Building and Growing Organizational Analytics with Data Lakes
ADV Slides: Building and Growing Organizational Analytics with Data Lakes
 
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...
Real-World Data Governance: Metadata to Empower Data Stewards - Introducing t...
 
RWDG Slides: Data Governance versus Information Governance
RWDG Slides: Data Governance versus Information GovernanceRWDG Slides: Data Governance versus Information Governance
RWDG Slides: Data Governance versus Information Governance
 
How to Govern Your Master Data
How to Govern Your Master Data How to Govern Your Master Data
How to Govern Your Master Data
 
Successful Data Governance Models and Frameworks
Successful Data Governance Models and FrameworksSuccessful Data Governance Models and Frameworks
Successful Data Governance Models and Frameworks
 
Data-Ed Webinar: Data Governance Strategies
Data-Ed Webinar: Data Governance StrategiesData-Ed Webinar: Data Governance Strategies
Data-Ed Webinar: Data Governance Strategies
 
RWDG Slides: Building a Data Governance Roadmap
RWDG Slides: Building a Data Governance RoadmapRWDG Slides: Building a Data Governance Roadmap
RWDG Slides: Building a Data Governance Roadmap
 
Data Quality Success Stories
Data Quality Success StoriesData Quality Success Stories
Data Quality Success Stories
 
Do-It-Yourself Metadata Framework
Do-It-Yourself Metadata FrameworkDo-It-Yourself Metadata Framework
Do-It-Yourself Metadata Framework
 
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
 
Slides: Powering a Sustainable Data Governance Program – Learnings & Best Pra...
Slides: Powering a Sustainable Data Governance Program – Learnings & Best Pra...Slides: Powering a Sustainable Data Governance Program – Learnings & Best Pra...
Slides: Powering a Sustainable Data Governance Program – Learnings & Best Pra...
 

Semelhante a 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 FrameworkDATAVERSITY
 
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
 
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
 
RWDG Webinar: Using Data Governance to Improve Data Understanding
RWDG Webinar: Using Data Governance to Improve Data UnderstandingRWDG Webinar: Using Data Governance to Improve Data Understanding
RWDG Webinar: Using Data Governance to Improve Data UnderstandingDATAVERSITY
 
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
 
Do-It-Yourself (DIY) Data Governance Framework
Do-It-Yourself (DIY) Data Governance FrameworkDo-It-Yourself (DIY) Data Governance Framework
Do-It-Yourself (DIY) Data Governance FrameworkDATAVERSITY
 
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
 
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
 
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: Measuring Data Governance Performance
RWDG: Measuring Data Governance PerformanceRWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance PerformanceDATAVERSITY
 
The Non-Invasive Data Governance Framework
The Non-Invasive Data Governance FrameworkThe Non-Invasive Data Governance Framework
The Non-Invasive Data Governance FrameworkDATAVERSITY
 
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
 
RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...
RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...
RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...DATAVERSITY
 
Data Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your ProgramData Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your ProgramDATAVERSITY
 
Data Governance Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best PracticesDATAVERSITY
 
Seiner dataversity - rwdg 2017-09 - how to select the appropriate data gove...
Seiner   dataversity - rwdg 2017-09 - how to select the appropriate data gove...Seiner   dataversity - rwdg 2017-09 - how to select the appropriate data gove...
Seiner dataversity - rwdg 2017-09 - how to select the appropriate data gove...DATAVERSITY
 
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...
Real-World Data Governance Webinar: Using Data Governance to Achieve Data Qua...DATAVERSITY
 
Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success DATAVERSITY
 
RWDG Slides: Building Data Governance Through Data Stewardship
RWDG Slides: Building Data Governance Through Data StewardshipRWDG Slides: Building Data Governance Through Data Stewardship
RWDG Slides: Building Data Governance Through Data StewardshipDATAVERSITY
 
The Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance ProgramThe Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance ProgramDATAVERSITY
 

Semelhante a RWDG Slides: Stay Non-Invasive in Your Data Governance Approach (20)

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: 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
 
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
 
RWDG Webinar: Using Data Governance to Improve Data Understanding
RWDG Webinar: Using Data Governance to Improve Data UnderstandingRWDG Webinar: Using Data Governance to Improve Data Understanding
RWDG Webinar: Using Data Governance to Improve Data Understanding
 
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
 
Do-It-Yourself (DIY) Data Governance Framework
Do-It-Yourself (DIY) Data Governance FrameworkDo-It-Yourself (DIY) Data Governance Framework
Do-It-Yourself (DIY) Data Governance Framework
 
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
 
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
 
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: Measuring Data Governance Performance
RWDG: Measuring Data Governance PerformanceRWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance Performance
 
The Non-Invasive Data Governance Framework
The Non-Invasive Data Governance FrameworkThe Non-Invasive Data Governance Framework
The Non-Invasive Data Governance Framework
 
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
 
RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...
RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...
RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and ...
 
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
 
Data Governance Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best Practices
 
Seiner dataversity - rwdg 2017-09 - how to select the appropriate data gove...
Seiner   dataversity - rwdg 2017-09 - how to select the appropriate data gove...Seiner   dataversity - rwdg 2017-09 - how to select the appropriate data gove...
Seiner dataversity - rwdg 2017-09 - how to select the appropriate data gove...
 
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 DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success
 
RWDG Slides: Building Data Governance Through Data Stewardship
RWDG Slides: Building Data Governance Through Data StewardshipRWDG Slides: Building Data Governance Through Data Stewardship
RWDG Slides: Building Data Governance Through Data Stewardship
 
The Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance ProgramThe Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance Program
 

Mais 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
 
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
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data LiteracyDATAVERSITY
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsDATAVERSITY
 
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
 

Mais de DATAVERSITY (20)

Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and Governance
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data Literacy
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business Goals
 
Make Data Work for You
Make Data Work for YouMake Data Work for You
Make Data Work for You
 
Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?
 
Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?
 
Data Modeling Fundamentals
Data Modeling FundamentalsData Modeling Fundamentals
Data Modeling Fundamentals
 
Showing ROI for Your Analytic Project
Showing ROI for Your Analytic ProjectShowing ROI for Your Analytic Project
Showing ROI for Your Analytic Project
 
How a Semantic Layer Makes Data Mesh Work at Scale
How a Semantic Layer Makes  Data Mesh Work at ScaleHow a Semantic Layer Makes  Data Mesh Work at Scale
How a Semantic Layer Makes Data Mesh Work at Scale
 
Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?
 
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
 
Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?
 
Data Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and ForwardsData Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and Forwards
 
Data Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement TodayData Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement Today
 
2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best Practices
 
Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?
 
Data Management Best Practices
Data Management Best PracticesData Management Best Practices
Data Management Best Practices
 
MLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive AdvantageMLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive Advantage
 

Último

VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service AmravatiVIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service AmravatiSuhani Kapoor
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionfulawalesam
 
BigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxBigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxolyaivanovalion
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxolyaivanovalion
 
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxBPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxMohammedJunaid861692
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfLars Albertsson
 
Low Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service Bhilai
Low Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service BhilaiLow Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service Bhilai
Low Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service BhilaiSuhani Kapoor
 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxolyaivanovalion
 
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfMarket Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfRachmat Ramadhan H
 
RA-11058_IRR-COMPRESS Do 198 series of 1998
RA-11058_IRR-COMPRESS Do 198 series of 1998RA-11058_IRR-COMPRESS Do 198 series of 1998
RA-11058_IRR-COMPRESS Do 198 series of 1998YohFuh
 
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...Suhani Kapoor
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxolyaivanovalion
 
Introduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptxIntroduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptxfirstjob4
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz1
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxolyaivanovalion
 

Último (20)

VIP Call Girls Service Charbagh { Lucknow Call Girls Service 9548273370 } Boo...
VIP Call Girls Service Charbagh { Lucknow Call Girls Service 9548273370 } Boo...VIP Call Girls Service Charbagh { Lucknow Call Girls Service 9548273370 } Boo...
VIP Call Girls Service Charbagh { Lucknow Call Girls Service 9548273370 } Boo...
 
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service AmravatiVIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
 
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interaction
 
BigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxBigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptx
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptx
 
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxBPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdf
 
Sampling (random) method and Non random.ppt
Sampling (random) method and Non random.pptSampling (random) method and Non random.ppt
Sampling (random) method and Non random.ppt
 
Low Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service Bhilai
Low Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service BhilaiLow Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service Bhilai
Low Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service Bhilai
 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptx
 
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfMarket Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
 
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in Kishangarh
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in  KishangarhDelhi 99530 vip 56974 Genuine Escort Service Call Girls in  Kishangarh
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in Kishangarh
 
RA-11058_IRR-COMPRESS Do 198 series of 1998
RA-11058_IRR-COMPRESS Do 198 series of 1998RA-11058_IRR-COMPRESS Do 198 series of 1998
RA-11058_IRR-COMPRESS Do 198 series of 1998
 
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptx
 
Introduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptxIntroduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptx
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signals
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptx
 

RWDG Slides: Stay Non-Invasive in Your Data Governance Approach

  • 1. 1 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your Data Governance Approach Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com September 19, 2019 – 11:00 a.m. PT / 2:00 p.m. ET Real-World Data Governance
  • 2. Making Data Governance Essential From Quality to Consumption Mark W. Lynch IBM Data and AI Practice Leader mwlynch@us.ibm.com linkedin.com/in/mwlynch
  • 3.
  • 4. It All Begins With a Data Strategy Governance for InsightsGovernance for Compliance Discover, classify and manage information in ways that meet the obligations enforced by both regulatory and corporate mandates Provide safe access to trusted, high quality data while facilitating effective collaboration among team members to become a data driven organization © 2019 IBM Corporation
  • 6. Business-Ready Data The Challenge: How do You Deliver Business-Ready Data to Data Citizens? Challenges: Delivering Business-Ready Data To Data Citizens – Business-ready data is like a store of gold bullion sitting in a warehouse. – Data Citizens include many types of users across the enterprise (business, financial and marketing analysts, data scientists, accountants, etc. – Data Citizens are demanding greater independence & self-service for finding, accessing, preparing, and analyzing data. – Garbage into the data catalog means garbage out of the data catalog. – Both IT and data governance teams know that Data Citizens are stuffing Data Catalogs with bad data. Only an End-to-End Data Integration, Quality, Governance, and Consumption Platform can Create and Deliver business-ready data to Data Citizens. Business-Ready Data Enterprise Data Governance Enterprise Data Quality Enterprise Data Integration May 21, 2019 / © 2019 IBM Corporation 5
  • 7. “Integrate data ingestion with the data catalog to ensure data quality, data discovery and data classification at ingest time.” Enterprise Data Governance Enterprise Data Quality Enterprise Data Integration Enterprise Data Consumption Data Engineers Data Governance Teams Data Citizens Note: See “Building Data Lakes Successfully” Gartner Group Research Note, July 11, 2019 The Gartner Group Is Promoting The Importance Of An End-To-End Fully Integrated Platform For Data Integration, Quality, Governance, And Consumption “Ideally, have a data catalog that integrates with data quality tools to measure data quality, enable correction of errors, and provide data that is fit for usage.” “Maintain a data catalog that describes the content, data definition, and all the metadata that is captured as the data moves in the data pipeline from data ingestion to data enrichment.” “How will you expose the data quality and data profile results to the data consumers to gain their trust in the data lake?” July 2019 / © 2019 IBM Corporation
  • 8. Comparing the two scenarios. Which one is yours? 7 IBM Cloud / DOC ID / Month XX, 2018 / © 2018 IBM Corporation Fewer iterations Months-Quarters Fewer outcomes More & quicker iterations Days-Weeks Analytics & AI at scale & speed Without Business-ready data foundation With Business-ready data foundation 80% Data Prep
  • 9. 8 Introducing IBM Watson Knowledge Catalog  Simple search and browse  Receive relevant and recommended results  View comments and ratings from other Data Citizens  Drill down into details that matter to you  Easy to understand dictionary for your business data  Quality Score  Where did this data come from? How do I know I can trust it?  Prepare data by cleaning, structuring and enriching it Empowering Data Citizens with Trusted, Business Ready Data Catalog IBM Cloud / March,2019/ © 2019 IBM Corporation  Rapid Access for Faster Insights  Reliable and Consistent Data from Understood and Trusted Sources  Transparency into what data is driving your business decisions  Confidence in your Reports and Analysis  Transform raw data into actionable analysis
  • 10. DataOps requires Automation and Multi-Cloud Architecture 9 Automated Metadata Management Self-Services Interaction Business-readyData Hybrid cloud Data Integration and Data Virtualization COLLECT ORGANIZE ANALYZE INFUSE Automated Data Curation Services Private Cloud Automated Core Governance Services Automated Master Data Management AI On-Prem
  • 12. 2 2 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your DG Approach Introduction • Real-World Data Governance – Monthly Webinar Series October 17, 2019 – Build Your Own Data Governance Tools Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net • Non-Invasive Data Governance Book ISBN 9781935504856 / Technics Publishing / Amazon.com • Speaking @ Dataversity Events Data Architecture Summit, Chicago – October 14-17 Data Governance Vision, Washington, DC – December 9-12 • Non-Invasive Data Governance Online Learning Plan Non-Invasive Metadata Governance Online 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 New Non-Invasive Data Governance Framework now being published • KIK Consulting & Educational Services KIKConsulting.com Home of Non-Invasive Data Governance™ Home of Non-Invasive Metadata Governance
  • 13. 3 3 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • In the webinar I will share: – A Data Governance framework completed in a Non-Invasive way – How the three approaches differ and when to use each – Sticking to a single approach versus implementing a hybrid model – How to sell Data Governance as something you are already doing – Using the Non-Invasive Approach to win friends and influence people Stay Non-Invasive in Your DG Approach Abstract
  • 14. 4 4 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Why do we use a Data Governance Framework? – Defines Core Components of a successful Data Governance program – Defines Perspective Levels that must be considered to be successful Stay Non-Invasive in Your DG Approach Framework Completed in a Non-Invasive Way
  • 15. 5 5 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Why do we use a Data Governance Framework? – Provides tool to address each Components from each Level – Empty tool is significant to consider when selecting a framework – Completed tool demonstrates the Non-Invasive Data Governance approach – The information that completes the framework is continuously evolving Stay Non-Invasive in Your DG Approach Framework Completed in a Non-Invasive Way
  • 16. 6 6 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your DG Approach Framework Completed in a Non-Invasive Way 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
  • 17. 7 7 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Columns – Core Components – Data – Roles – Processes – Communication – Metrics – Tools Stay Non-Invasive in Your DG Approach Framework Completed in a Non-Invasive Way 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. 8 8 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Rows – Perspective Levels – Executive – Strategic – Tactical – Operational – Support Stay Non-Invasive in Your DG Approach Framework Completed in a Non-Invasive Way 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
  • 19. 9 9 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Details – Intersecting Blocks – Data by Level – Roles by Level – Processes by Level – Communications by Level – Metrics by Level – Tools by Level Stay Non-Invasive in Your DG Approach Framework Completed in a Non-Invasive Way 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
  • 20. 10 10 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your DG Approach Framework Completed in a Non-Invasive Way 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
  • 21. 11 11 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your DG Approach Framework Completed in a Non-Invasive Way 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 © 2019 – 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
  • 22. 12 12 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your DG Approach Framework Completed in a Non-Invasive Way 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 © 2019 – 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
  • 23. 13 13 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • xxx Stay Non-Invasive in Your DG Approach Framework Completed in a Non-Invasive Way
  • 24. 14 14 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your DG Approach Framework Completed in a Non-Invasive Way 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 © 2019 – 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
  • 25. 15 15 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your DG Approach Framework Completed in a Non-Invasive Way Orientation Onboarding Ongoing
  • 26. 16 16 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your DG Approach Framework Completed in a Non-Invasive Way
  • 27. 17 17 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Consistent Data Governance Goals … – Improve Data Quality – Improve Data Understanding – Improve Data Protection – Improve Analytical Data Capabilities – Transform Organization to Data-Centric Stay Non-Invasive in Your DG Approach Three Approaches Differ and When to Use Each
  • 28. 18 18 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Data Governance Approaches – Command-and-Control Data Governance – Traditional Data Governance – Non-Invasive Data Governance Stay Non-Invasive in Your DG Approach Three Approaches Differ and When to Use Each
  • 29. 19 19 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your DG Approach Three Approaches Differ and When to Use Each 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 © 2019 – 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 COMMANDandCONTROL Data Information Records Knowledge DATA Data Information Data
  • 30. 20 20 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your DG Approach Three Approaches Differ and When to Use Each 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 © 2019 – 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 COMMANDandCONTROL Data Information Records Knowledge DATA Data Information Data
  • 31. 21 21 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Roles – Command-and-Control Approach • People are assigned new roles • People are given new levels of authority – Traditional Approach • People are told they also have a new role • People are given new levels of authority – Non-Invasive Approach • People are recognized for their relationship to the data • People levels of authority are formalized Stay Non-Invasive in Your DG Approach Three Approaches Differ and When to Use Each
  • 32. 22 22 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your DG Approach Three Approaches Differ and When to Use Each 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 © 2019 – 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 COMMANDandCONTROL Data Information Records Knowledge DATA Data Information Data
  • 33. 23 23 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Communications – Command-and-Control Approach • Governance is Mandatory • You will do this. – Traditional Approach • Governance is Important • You should do this. – Non-Invasive Approach • Governance based on Data Relations. • You already do this. Stay Non-Invasive in Your DG Approach Three Approaches Differ and When to Use Each
  • 34. 24 24 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Hybrid Model – Utilizing the Approach Comparison Matrix – Select the most appropriate boxes across the board – This may better represent what will lead to success at your organization Stay Non-Invasive in Your DG Approach Single Approach Versus Implementing a Hybrid Model
  • 35. 25 25 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your DG Approach Single Approach Versus Implementing a Hybrid Model 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 © 2019 – 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 COMMANDandCONTROL Data Information Records Knowledge DATA Data Information Data
  • 36. 26 26 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Stay Non-Invasive in Your DG Approach Single Approach Versus Implementing a Hybrid Model 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 © 2019 – 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 COMMANDandCONTROL Data Information Records Knowledge DATA Data Information Data Is there anything wrong with taking a hybrid approach?
  • 37. 27 27 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Command-and-Control Approach to Data Governance – Very Authoritative – People have to follow the approach. – Strictly a Top Down Approach – All About Control of the Data Stay Non-Invasive in Your DG Approach Single Approach Versus Implementing a Hybrid Model
  • 38. 28 28 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Traditional Approach to Data Governance – Program is Well Defined and Sold to Management – Council is Set Up to Provide Strategic Directive – Roles are Clearly Defined – People Respond Based on the Value They Receive Stay Non-Invasive in Your DG Approach Single Approach Versus Implementing a Hybrid Model
  • 39. 29 29 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Non-Invasive Approach to Data Governance – Less Reason for Stewards to Push Back – Hard for Leadership to Reject – Stewardship Based on Relationships to Data – Complete Coverage Across Organization – Changes Peoples View of How Data Governance Can Be Applied Stay Non-Invasive in Your DG Approach Single Approach Versus Implementing a Hybrid Model
  • 40. 30 30 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Biggest Difference in Approaches – Who Are Your Data Stewards: – Command and Control Approach – Assign People as Data Stewards – Traditional Approach – Identify People as Data Stewards – Non-Invasive Approach – Recognize People as Data Stewards Stay Non-Invasive in Your DG Approach Single Approach Versus Implementing a Hybrid Model
  • 41. 31 31 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Definition of Non-Invasive Data Governance – The practice of: • applying formal accountability & behavior • through non-invasive roles & responsibilities • to existing and / or new processes • to assure that the definition, production & usage of data • ensures regulatory compliance, security, privacy, protection & quality. – Non-Invasive describes how governance is applied to assure non-threatening management of valuable data assets. – The goal is to be » Transparent » Supportive » Collaborative. Stay Non-Invasive in Your DG Approach Sell Data Governance as Something You are Already Doing
  • 42. 32 32 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Tell your management – We are already governing data, but we are doing it informally. – We can formalize how we govern by putting structure around what we do now. – We can improve our data governance. – We do not have to spend a lot of money on data governance. – We need structure. Stay Non-Invasive in Your DG Approach Sell Data Governance as Something You are Already Doing
  • 43. 33 33 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Don’t tell your management – Avoid selling data governance as a huge challenge. – Emphasize that data governance is a people solution; not a technical solution. – Emphasize that people’s behaviors are governed, not data. – Emphasize that data governance is an evolution, not a revolution. Stay Non-Invasive in Your DG Approach Sell Data Governance as Something You are Already Doing
  • 44. 34 34 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Final note about selling – When it comes down to it, people will perceive and understand data governance the way it is explained to them. – That includes your senior leadership. – People like you and me need to bring to them messages that instill confidence. Stay Non-Invasive in Your DG Approach Sell Data Governance as Something You are Already Doing
  • 45. 35 35 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • “Path of Least Resistance and Greatest Success” • In terms of … Least Resistance – You are already governing data – Recognize people into role – Apply governance to process – Formalize Accountability – Limited cost to achieve success Stay Non-Invasive in Your DG Approach Using the NIDG to Win Friends and Influence People
  • 46. 36 36 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • “Path of Least Resistance and Greatest Success” • In terms of … Greatest Success – Proven approach – Accepted world-wide – Practical and pragmatic – Measurable success Stay Non-Invasive in Your DG Approach Using the NIDG to Win Friends and Influence People
  • 47. 37 37 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Winning Friends and Influencing People – Show value from limited investment – Leverage existing forms of data governance – Know what to say and what not to say Stay Non-Invasive in Your DG Approach Using the NIDG to Win Friends and Influence People
  • 48. 38 38 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • In the webinar I shared: – A Data Governance framework completed in a Non-Invasive way – How the three approaches differ and when to use each – Sticking to a single approach versus implementing a hybrid model – How to sell Data Governance as something you are already doing – Using the Non-Invasive Approach to win friends and influence people Stay Non-Invasive in Your DG Approach Summary
  • 49. 39 39 Copyright © 2019 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 Questions and Answers Meet me in the Dataversity Community to continue the conversation. https://community.dataversity.net/
  • 50. 40 40 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com Post Office Box 112571, Upper St. Clair, Pennsylvania 15241 412.220.9643, 412.220.9644 (Fax) rseiner@kikconsulting.com rseiner@tdan.com @RSeiner @TDAN_com #RWDG Real-World Data Governance Contact Information