SlideShare a Scribd company logo
1
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Measuring Data Governance Performance
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
September 20, 2018 – 11:00 a.m. PT / 2:00 p.m. ET
Real-World Data Governance
2
2
Copyright © 2018 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
Introduction
• Real-World Data Governance – Monthly Webinar Series
October 18, 2018 – Three Ways to Manage Your Data Stewards
Third Thurs @ 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, IL – October 8-11, 2018
Data Governance Winter – Delray Beach, FL – December 3-7, 2018
• Online Learning Plan
Non-Invasive Data Governance - DATAVERSITY Training Center
https://training.dataversity.net
• The Data Administration Newsletter (TDAN.com)
Twice Monthly – Data Articles, Columns, Blogs and Features
Produced by DATAVERSITY – Subscribe for emails
• KIK Consulting & Educational Services
KIKConsulting.com
Home of Non-Invasive Data Governance™
KIKCONSULTING.COM
CONSULTING & EDUCATIONAL
SERVICES
KNOWLEDGE IS KING
3
3
Copyright © 2018 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:
– Two primary ways for measuring Data Governance program performance
– How to measure the acceptability of Data Governance
– How to measure the business value gained from Data Governance
– When and where to report performance measurements to management
– Improving performance based on the selected metrics
Measuring Data Governance Performance
Abstract
4
4
Copyright © 2018 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
– Data Governance is the Execution and Enforcement of Authority
Over the Management of Data and Data-Related Resources.
• Data Stewardship
– Data Stewardship is the Formalization of Accountability
Over the Management of Data and Data-Related Resources.
Measuring Data Governance Performance
Definitions
5
5
Copyright © 2018 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 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
• assures 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.
Measuring Data Governance Performance
Definitions
6
6
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Two Distinct Categories of Measures
– Acceptability of Program by the Organization
– Business Value Established by the Organization
Measuring Data Governance Performance
Ways to Measure Data Governance Program Performance
7
7
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Acceptability of Program by the Organization
– Number of Groups / Percentage of the Organization
– Internal Customer Satisfaction
– Amount of Data Documentation Available / Used
– Successful Completion of Working Team Activities
– Number of Critical Data Elements (CDEs) Standardized
… share other ways to measure Acceptability.
Measuring Data Governance Performance
Ways to Measure Data Governance Program Performance
8
8
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Business Value Established by the Organization
– Data Documentation
– Availability of Data Documentation
– Use of Data Documentation
– Improvement of Data Understanding
– Data Standardization
– Data Quality Improvement
– Data Protection
… share other ways to measure Business Value.
Measuring Data Governance Performance
Ways to Measure Data Governance Program Performance
9
9
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Measuring Data Governance Performance
Ways to Measure Data Governance Program Performance
NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Copyright © 2017 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
LEVEL
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
ROLES (AUTHORITY) – FORMAL RESPONSIBILITY
PROCESSES – APPLICATION and ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED & DEVELOPED
Levels
Components
ROLES(AUTHORITY)
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
10
10
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Measuring Data Governance Performance
Ways to Measure Data Governance Program Performance
NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK
Endorse
Processes
Resolution
Processes
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Domain
Processes
Daily
Processes
Enforce
Processes
Metric
Approval
Act
Metric
Acceptance
Domain
Metrics
Daily
Measurements
Collect
Report
Metrics
Policy
Directive
Best Practice
Guidelines
Standards
Requirements
Workflow
Glossary
Dictionary
Metadata
KIK Artifacts
(Common Data
Activity Matrices)
Support
Sponsor
Understand
Meetings
Status
Subject
Project
Orientation
On Boarding
Ongoing
Plan
Develop
Deliver
Steering
Committee
(Delegate)
Council
(Decision)
Domain
Stewards
Owners
(Subject)
Data
Stewards
(Daily)
DG Lead
Work Groups
Partners
(Function)
Copyright © 2017 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
LEVEL
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
ROLES (AUTHORITY) – FORMAL RESPONSIBILITY
PROCESSES – APPLICATION and ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED & DEVELOPED
Levels
Components
ROLES(AUTHORITY)
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
11
11
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Metrics as a Primary Component of a Data Governance Framework
– Executive – Metric Approval and Act
– Strategic – Metric Acceptance
– Tactical – Domain Metrics
– Operational – Daily Measurements
– Support – Collect and Report Metrics
NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK
Endorse
Processes
Resolution
Processes
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Domain
Processes
Daily
Processes
Enforce
Processes
Metric
Approval
Act
Metric
Acceptance
Domain
Metrics
Daily
Measurements
Collect
Report
Metrics
Policy
Directive
Best Practice
Guidelines
Standards
Requirements
Workflow
Glossary
Dictionary
Metadata
KIK Artifacts
(Common Data
Activity Matrices)
Support
Sponsor
Understand
Meetings
Status
Subject
Project
Orientation
On Boarding
Ongoing
Plan
Develop
Deliver
Steering
Committee
(Delegate)
Council
(Decision)
Domain
Stewards
Owners
(Subject)
Data
Stewards
(Daily)
DG Lead
Work Groups
Partners
(Function)
Copyright © 2017 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
LEVEL
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
ROLES (AUTHORITY) – FORMAL RESPONSIBILITY
PROCESSES – APPLICATION and ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED & DEVELOPED
Levels
Components
ROLES(AUTHORITY)
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
Measuring Data Governance Performance
Ways to Measure Data Governance Program Performance
12
12
Copyright © 2018 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 Documentation / Data Understanding
– Measure Data Documentation Available Now as a Benchmark
– Measure Improved Availability of Data Documentation
– Measure People’s Initial Data Understanding as a Benchmark
– Measure People’s Improved Understanding of Data
Measuring Data Governance Performance
Ways to Measure Data Governance Program Performance
13
13
Copyright © 2018 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 Standardization / Data Quality
– Number of …
• Critical Data Elements (CDEs)
• CDEs per Domain
• Standard Names, Definitions, Metadata
Measuring Data Governance Performance
Ways to Measure Data Governance Program Performance
14
14
Copyright © 2018 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 Protection / Data Compliance
– Steps to Measure Protection / Compliance
• Data Associated with Rules
• People that Know the Rules
• People that Follow the Rules
– Data Associated with Rules
• Business Rules
• Protection Rules
• Data Handling Rules
• Compliance Rules
Measuring Data Governance Performance
Ways to Measure Data Governance Program Performance
15
15
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Acceptability of Program by the Organization
– Number of Groups / Percentage of the Organization …
– Internal Customer Satisfaction
– Amount of Data Documentation Available / Used
– Successful Completion of Working Team Activities
– Number of Critical Data Elements (CDEs) Standardized
Measuring Data Governance Performance
How to Measure the Acceptability of Data Governance
16
16
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Acceptability of Program by the Organization
– Number of Groups / Percentage of the Organization …
• That Have Been Put Through Orientation
• Onboarded to Participate in Governance Activities
• On the Receiving End of Ongoing Data Governance Activities
• Participating in Data Governance Activities
Measuring Data Governance Performance
How to Measure the Acceptability of Data Governance
17
17
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Acceptability of Program by the Organization
– Internal Customer Satisfaction
• Ask them.
• The Utopian Environment.
• Do you have access to the data you need?
• What data would you use if you could have that data?
• Where do you spend your time when it could be spent more effectively?
• Can we measure these things?
Measuring Data Governance Performance
How to Measure the Acceptability of Data Governance
18
18
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Acceptability of Program by the Organization
– Amount of Data Documentation Available
• Data Resources that are Documented
• Critical Data Elements (CDEs) that are Documented.
• CDEs that are Checked for Data Quality.
• Improvement in Quality of CDEs.
– Amount of Data Documentation Used
• Documented Data Resources that are Used.
• CDE Documentation that is Used.
• CDE Quality that is Documented.
Measuring Data Governance Performance
How to Measure the Acceptability of Data Governance
19
19
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Acceptability of Program by the Organization
– Successful Completion of Working Team Activities
• Issues Addressed by these Activities
• Improvements Based on Working Team Activities
• People Engaged in these Activities
• Time Spent on these Activities
Measuring Data Governance Performance
How to Measure the Acceptability of Data Governance
20
20
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Acceptability of Program by the Organization
– Number of Critical Data Elements (CDEs) Standardized
• CDEs Identified and Worked On
• Information Collected About CDEs
• Per Domain or Subject Area
• Per Key Performance Indicators (KPIs)
• Per Compliance Rules
• Per Data Protection Rules
• Per Data Resources
Measuring Data Governance Performance
How to Measure the Acceptability of Data Governance
21
21
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Business Value Established by the Organization
– Dollars Saved as a Recognized Result of Data Governance
– Dollars Earned as a Recognized Result of Data Governance
– Data Documentation / Availability of Data Documentation
– Use of Data Documentation
– Improvement of Data Understanding
– Data Standardization
– Data Quality Improvement
– Data Protection
Measuring Data Governance Performance
How to Measure the Business Value Gained from Data Governance
22
22
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Business Value Established by the Organization
– Dollars Saved as a Recognized Result of Data Governance
• A Penny Saved is a Penny Earned
• Process Efficiency and Effectiveness
• Reduce in Rework
• Decrease in Resource Requirements
– Dollars Earned as a Recognized Result of Data Governance
• Increased Customer Lifetime Value
• Increased Customer Retention
• Increased Customer Interaction
Measuring Data Governance Performance
How to Measure the Business Value Gained from Data Governance
23
23
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Business Value Established by the Organization
– Data Documentation / Availability of Data Documentation
• Data Documentation that is Collected
• Data Documentation that is Quality Checked
• Data Documentation that is Made Available
• How the Data Documentation is Made Available
• Who is using the Data Documentation?
• Why and How are they using the Data Documentation?
• What is the result of using the Data Documentation?
Measuring Data Governance Performance
How to Measure the Business Value Gained from Data Governance
24
24
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Business Value Established by the Organization
– Improvement of Data Understanding
• Difficult to Quantify This / Test Them?
• Customer Satisfaction in Improved Understanding
• Efficiency and Effectiveness Improvements Due to Understanding
• Things You Can Do Now that Understanding is Documented
• Value Added to Data Analysts / Data Scientists
Measuring Data Governance Performance
How to Measure the Business Value Gained from Data Governance
25
25
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Business Value Established by the Organization
– Data Standardization
• Ability to Integrate Data
• Ability to Report on Data
• Ability to Perform Analytics on the Data
• Confidence / Trust Levels for Data
• Improvement of What is Contained in the Standard
• Data that follows Industry Standards
• Data that is being Compared to Data Standards
Measuring Data Governance Performance
How to Measure the Business Value Gained from Data Governance
26
26
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Business Value Established by the Organization
– Data Quality Improvement
• Number of Data Quality Issues Collected
• Number of Issues Assigned
• Number of Issues Resolved / Value of Issues Resolved
• Number of Issues in Particular Status
• Data Compared to Standards
• Quality of the Data Compared to Standards / Delta Over Time
Measuring Data Governance Performance
How to Measure the Business Value Gained from Data Governance
27
27
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Business Value Established by the Organization
– Data Protection
• Classification Designations
• Handling Rules Per Classification
• Classification Applied to Data
• Education / Training of Data Users
• Number of Breaches
• Amount of Awareness Materials Being Shared
Measuring Data Governance Performance
How to Measure the Business Value Gained from Data Governance
28
28
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Measuring Data Governance Performance
How to Measure the Business Value Gained from Data Governance
THINK BEFORE YOU _____ DATA
ACME is implementing a Comprehensive Program to Protect Sensitive Data.
Business Data Governance (BDG) begins with you – ACME Staff.
There are policies, laws and rules associated with how we protect sensitive data.
You already know most of the rules but BDG will make that certain.
We must protect data in a way that will be auditable and make us most trustworthy.
Think before you Access data.
Think before you Print data.
Think before you Store data.
Think before you Mail / Email / Transmit data.
Think before you Eliminate data.
Think before you Discuss data.
Call your local BDG Team Representative for more information.
29
29
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Ways to Report Performance
– In Council Meetings
– Through Dashboards
– Through the Data Governance Webpage
– Using Reports
– Delivering Measures with the Data
Measuring Data Governance Performance
Report Performance Measurements to Management
30
30
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• When to Report Performance
– At Meetings
– At Timed Intervals
– When Management Wants Them
– When You Have Results
– Delivering Measures with the Data
Measuring Data Governance Performance
Report Performance Measurements to Management
31
31
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Measuring Data Governance Performance
Report Performance Measurements to Management
A. Percentage Staff Received
BDG Education (15%)
C. Percentage Staff Scheduled for
BDG Education (20%)
B. Percentage Staff Certified for
BDG Education (7% All, 33% A)
A
C
B
ACME BDG DASHBOARD
FOCUSED ON PROTECTING SENSITIVE DATA
Occurrences Reported (10)
Occurrences Resolved (5) Occurrences Assigned (3) Occurrences On Deck (2)
Change Behavior (3) Change Rule (2)
BDGEDUCATIONBDGOCCURRENCES
76% H, 13% M, 11% L
BDGSATISFACTION
H
L
M
32
32
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Measuring Data Governance Performance
Improving Performance Based on the Selected Metrics
• Refer Back to the Data Governance Framework
• Make Certain that you Address Each Framework Level
• Tie Performance to Goals, Scope and Expectations for Data Governance
– Data Quality Improvement
– Analytical Capability Improvement
– Protection of Data Improvement
– Improvements in Data Understanding
33
33
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Measuring Data Governance Performance
Improving Performance Based on the Selected Metrics
NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Copyright © 2017 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
LEVEL
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
ROLES (AUTHORITY) – FORMAL RESPONSIBILITY
PROCESSES – APPLICATION and ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED & DEVELOPED
Levels
Components
ROLES(AUTHORITY)
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
34
34
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Measuring Data Governance Performance
Improving Performance Based on the Selected Metrics
NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK
Endorse
Processes
Resolution
Processes
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Domain
Processes
Daily
Processes
Enforce
Processes
Metric
Approval
Act
Metric
Acceptance
Domain
Metrics
Daily
Measurements
Collect
Report
Metrics
Policy
Directive
Best Practice
Guidelines
Standards
Requirements
Workflow
Glossary
Dictionary
Metadata
KIK Artifacts
(Common Data
Activity Matrices)
Support
Sponsor
Understand
Meetings
Status
Subject
Project
Orientation
On Boarding
Ongoing
Plan
Develop
Deliver
Steering
Committee
(Delegate)
Council
(Decision)
Domain
Stewards
Owners
(Subject)
Data
Stewards
(Daily)
DG Lead
Work Groups
Partners
(Function)
Copyright © 2017 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
LEVEL
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
ROLES (AUTHORITY) – FORMAL RESPONSIBILITY
PROCESSES – APPLICATION and ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED & DEVELOPED
Levels
Components
ROLES(AUTHORITY)
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
35
35
Copyright © 2018 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 DATA GOVERNANCE™ FRAMEWORK
Endorse
Processes
Resolution
Processes
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Domain
Processes
Daily
Processes
Enforce
Processes
Metric
Approval
Act
Metric
Acceptance
Domain
Metrics
Daily
Measurements
Collect
Report
Metrics
Policy
Directive
Best Practice
Guidelines
Standards
Requirements
Workflow
Glossary
Dictionary
Metadata
KIK Artifacts
(Common Data
Activity Matrices)
Support
Sponsor
Understand
Meetings
Status
Subject
Project
Orientation
On Boarding
Ongoing
Plan
Develop
Deliver
Steering
Committee
(Delegate)
Council
(Decision)
Domain
Stewards
Owners
(Subject)
Data
Stewards
(Daily)
DG Lead
Work Groups
Partners
(Function)
Copyright © 2017 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
LEVEL
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
ROLES (AUTHORITY) – FORMAL RESPONSIBILITY
PROCESSES – APPLICATION and ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED & DEVELOPED
Levels
Components
ROLES(AUTHORITY)
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
Measuring Data Governance Performance
Improving Performance Based on the Selected Metrics
• Metrics as a Primary Component of a Data Governance Framework
– Executive – Metric Approval and Act
– Strategic – Metric Acceptance
– Tactical – Domain Metrics
– Operational – Daily Measurements
– Support – Collect and Report Metrics
36
36
Copyright © 2018 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:
– Two primary ways for measuring Data Governance program performance
– How to measure the acceptability of Data Governance
– How to measure the business value gained from Data Governance
– When and where to report performance measurements to management
– Improving performance based on the selected metrics
Measuring Data Governance Performance
Summary
37
37
Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Questions and Answers
Real-World Data Governance
Contact Information
38
38
Copyright © 2018 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

More Related Content

What's hot

MDM & BI Strategy For Large Enterprises
MDM & BI Strategy For Large EnterprisesMDM & BI Strategy For Large Enterprises
MDM & BI Strategy For Large Enterprises
Mark Schoeppel
 
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
 
You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?
Precisely
 
Data Governance
Data GovernanceData Governance
Data Governance
Rob Lux
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and Governance
DATAVERSITY
 
How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model
DATUM LLC
 
Data Governance Takes a Village (So Why is Everyone Hiding?)
Data Governance Takes a Village (So Why is Everyone Hiding?)Data Governance Takes a Village (So Why is Everyone Hiding?)
Data Governance Takes a Village (So Why is Everyone Hiding?)
DATAVERSITY
 
Data-Ed Slides: Best Practices in Data Stewardship (Technical)
Data-Ed Slides: Best Practices in Data Stewardship (Technical)Data-Ed Slides: Best Practices in Data Stewardship (Technical)
Data-Ed Slides: Best Practices in Data Stewardship (Technical)
DATAVERSITY
 
Real-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance ExpectationsReal-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance Expectations
DATAVERSITY
 
Ibm data governance framework
Ibm data governance frameworkIbm data governance framework
Ibm data governance framework
kaiyun7631
 
Introduction to Data Governance
Introduction to Data GovernanceIntroduction to Data Governance
Introduction to Data Governance
John Bao Vuu
 
How to Implement Data Governance Best Practice
How to Implement Data Governance Best PracticeHow to Implement Data Governance Best Practice
How to Implement Data Governance Best Practice
DATAVERSITY
 
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceGlossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data Governance
DATAVERSITY
 
Why an AI-Powered Data Catalog Tool is Critical to Business Success
Why an AI-Powered Data Catalog Tool is Critical to Business SuccessWhy an AI-Powered Data Catalog Tool is Critical to Business Success
Why an AI-Powered Data Catalog Tool is Critical to Business Success
Informatica
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data Architecture
DATAVERSITY
 
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
DATAVERSITY
 
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
Element22
 
DAS Slides: Master Data Management – Aligning Data, Process, and Governance
DAS Slides: Master Data Management – Aligning Data, Process, and GovernanceDAS Slides: Master Data Management – Aligning Data, Process, and Governance
DAS Slides: Master Data Management – Aligning Data, Process, and Governance
DATAVERSITY
 
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
DATAVERSITY
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business Goals
DATAVERSITY
 

What's hot (20)

MDM & BI Strategy For Large Enterprises
MDM & BI Strategy For Large EnterprisesMDM & BI Strategy For Large Enterprises
MDM & BI Strategy For Large Enterprises
 
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?
 
You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?
 
Data Governance
Data GovernanceData Governance
Data Governance
 
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
 
How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model
 
Data Governance Takes a Village (So Why is Everyone Hiding?)
Data Governance Takes a Village (So Why is Everyone Hiding?)Data Governance Takes a Village (So Why is Everyone Hiding?)
Data Governance Takes a Village (So Why is Everyone Hiding?)
 
Data-Ed Slides: Best Practices in Data Stewardship (Technical)
Data-Ed Slides: Best Practices in Data Stewardship (Technical)Data-Ed Slides: Best Practices in Data Stewardship (Technical)
Data-Ed Slides: Best Practices in Data Stewardship (Technical)
 
Real-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance ExpectationsReal-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance Expectations
 
Ibm data governance framework
Ibm data governance frameworkIbm data governance framework
Ibm data governance framework
 
Introduction to Data Governance
Introduction to Data GovernanceIntroduction to Data Governance
Introduction to Data Governance
 
How to Implement Data Governance Best Practice
How to Implement Data Governance Best PracticeHow to Implement Data Governance Best Practice
How to Implement Data Governance Best Practice
 
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceGlossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data Governance
 
Why an AI-Powered Data Catalog Tool is Critical to Business Success
Why an AI-Powered Data Catalog Tool is Critical to Business SuccessWhy an AI-Powered Data Catalog Tool is Critical to Business Success
Why an AI-Powered Data Catalog Tool is Critical to Business Success
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data Architecture
 
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
 
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
 
DAS Slides: Master Data Management – Aligning Data, Process, and Governance
DAS Slides: Master Data Management – Aligning Data, Process, and GovernanceDAS Slides: Master Data Management – Aligning Data, Process, and Governance
DAS Slides: Master Data Management – Aligning Data, Process, and Governance
 
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
 
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
 

Similar to RWDG: Measuring Data Governance Performance

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
 
The Non-Invasive Data Governance Framework
The Non-Invasive Data Governance FrameworkThe Non-Invasive Data Governance Framework
The Non-Invasive Data Governance Framework
DATAVERSITY
 
RWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business OutcomesRWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business Outcomes
DATAVERSITY
 
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
DATAVERSITY
 
RWDG Slides: Utilize Governance Working Teams to Improve Data Quality
RWDG Slides: Utilize Governance Working Teams to Improve Data QualityRWDG Slides: Utilize Governance Working Teams to Improve Data Quality
RWDG Slides: Utilize Governance Working Teams to Improve Data Quality
DATAVERSITY
 
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
DATAVERSITY
 
How to Govern Your Master Data
How to Govern Your Master Data How to Govern Your Master Data
How to Govern Your Master Data
DATAVERSITY
 
Data Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your ProgramData Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your Program
DATAVERSITY
 
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJXDriving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
DATAVERSITY
 
Data Governance Best Practices and Lessons Learned
Data Governance Best Practices and Lessons LearnedData Governance Best Practices and Lessons Learned
Data Governance Best Practices and Lessons Learned
DATAVERSITY
 
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
 
The Role of Data Governance in a Data Strategy
The Role of Data Governance in a Data StrategyThe Role of Data Governance in a Data Strategy
The Role of Data Governance in a Data Strategy
DATAVERSITY
 
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
DATAVERSITY
 
RWDG: Data Governance and Three Levels of Metadata 
RWDG: Data Governance and Three Levels of Metadata RWDG: Data Governance and Three Levels of Metadata 
RWDG: Data Governance and Three Levels of Metadata 
DATAVERSITY
 
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
DATAVERSITY
 
RWDG Webinar: Build Your Own Data Governance Tools
RWDG Webinar: Build Your Own Data Governance ToolsRWDG Webinar: Build Your Own Data Governance Tools
RWDG Webinar: Build Your Own Data Governance Tools
DATAVERSITY
 
RWDG Slides: Data Governance Roles and Responsibilities
RWDG Slides: Data Governance Roles and ResponsibilitiesRWDG Slides: Data Governance Roles and Responsibilities
RWDG Slides: Data Governance Roles and Responsibilities
DATAVERSITY
 
RWDG Webinar: Big Data & BI Analytics Require Data Governance
RWDG Webinar: Big Data & BI Analytics Require Data GovernanceRWDG Webinar: Big Data & BI Analytics Require Data Governance
RWDG Webinar: Big Data & BI Analytics Require Data Governance
DATAVERSITY
 
RWDG Slides: Apply Data Governance to Agile Efforts
RWDG Slides: Apply Data Governance to Agile EffortsRWDG Slides: Apply Data Governance to Agile Efforts
RWDG Slides: Apply Data Governance to Agile Efforts
DATAVERSITY
 
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data DictionaryRWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
DATAVERSITY
 

Similar to RWDG: Measuring Data Governance Performance (20)

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...
 
The Non-Invasive Data Governance Framework
The Non-Invasive Data Governance FrameworkThe Non-Invasive Data Governance Framework
The Non-Invasive Data Governance Framework
 
RWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business OutcomesRWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business Outcomes
 
RWDG 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: 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
 
How to Govern Your Master Data
How to Govern Your Master Data How to Govern Your Master Data
How to Govern Your Master Data
 
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
 
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
 
Data Governance Best Practices and Lessons Learned
Data Governance Best Practices and Lessons LearnedData Governance Best Practices and Lessons Learned
Data Governance Best Practices and Lessons Learned
 
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...
 
The Role of Data Governance in a Data Strategy
The Role of Data Governance in a Data StrategyThe Role of Data Governance in a Data Strategy
The Role of Data Governance in a Data Strategy
 
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: Data Governance and Three Levels of Metadata 
RWDG: Data Governance and Three Levels of Metadata RWDG: Data Governance and Three Levels of Metadata 
RWDG: Data Governance and Three Levels of Metadata 
 
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 Webinar: Build Your Own Data Governance Tools
RWDG Webinar: Build Your Own Data Governance ToolsRWDG Webinar: Build Your Own Data Governance Tools
RWDG Webinar: Build Your Own Data Governance Tools
 
RWDG Slides: Data Governance Roles and Responsibilities
RWDG Slides: Data Governance Roles and ResponsibilitiesRWDG Slides: Data Governance Roles and Responsibilities
RWDG Slides: Data Governance Roles and Responsibilities
 
RWDG Webinar: Big Data & BI Analytics Require Data Governance
RWDG Webinar: Big Data & BI Analytics Require Data GovernanceRWDG Webinar: Big Data & BI Analytics Require Data Governance
RWDG Webinar: Big Data & BI Analytics Require Data Governance
 
RWDG Slides: Apply Data Governance to Agile Efforts
RWDG Slides: Apply Data Governance to Agile EffortsRWDG Slides: Apply Data Governance to Agile Efforts
RWDG Slides: Apply Data Governance to Agile Efforts
 
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data DictionaryRWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
RWDG Slides: Governing Your Data Catalog, Business Glossary, and Data Dictionary
 

More from DATAVERSITY

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

More from DATAVERSITY (20)

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

Recently uploaded

Machine learning and optimization techniques for electrical drives.pptx
Machine learning and optimization techniques for electrical drives.pptxMachine learning and optimization techniques for electrical drives.pptx
Machine learning and optimization techniques for electrical drives.pptx
balafet
 
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
oz8q3jxlp
 
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
u86oixdj
 
Everything you wanted to know about LIHTC
Everything you wanted to know about LIHTCEverything you wanted to know about LIHTC
Everything you wanted to know about LIHTC
Roger Valdez
 
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
slg6lamcq
 
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
g4dpvqap0
 
Learn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queriesLearn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queries
manishkhaire30
 
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
axoqas
 
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
mzpolocfi
 
Analysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performanceAnalysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performance
roli9797
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
Subhajit Sahu
 
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
NABLAS株式会社
 
Data_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptx
Data_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptxData_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptx
Data_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptx
AnirbanRoy608946
 
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
ahzuo
 
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
slg6lamcq
 
Adjusting OpenMP PageRank : SHORT REPORT / NOTES
Adjusting OpenMP PageRank : SHORT REPORT / NOTESAdjusting OpenMP PageRank : SHORT REPORT / NOTES
Adjusting OpenMP PageRank : SHORT REPORT / NOTES
Subhajit Sahu
 
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
John Andrews
 
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdfCh03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
haila53
 
Nanandann Nilekani's ppt On India's .pdf
Nanandann Nilekani's ppt On India's .pdfNanandann Nilekani's ppt On India's .pdf
Nanandann Nilekani's ppt On India's .pdf
eddie19851
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
Timothy Spann
 

Recently uploaded (20)

Machine learning and optimization techniques for electrical drives.pptx
Machine learning and optimization techniques for electrical drives.pptxMachine learning and optimization techniques for electrical drives.pptx
Machine learning and optimization techniques for electrical drives.pptx
 
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
 
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
 
Everything you wanted to know about LIHTC
Everything you wanted to know about LIHTCEverything you wanted to know about LIHTC
Everything you wanted to know about LIHTC
 
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
 
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
 
Learn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queriesLearn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queries
 
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
 
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
 
Analysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performanceAnalysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performance
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
 
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
 
Data_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptx
Data_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptxData_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptx
Data_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptx
 
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
 
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
 
Adjusting OpenMP PageRank : SHORT REPORT / NOTES
Adjusting OpenMP PageRank : SHORT REPORT / NOTESAdjusting OpenMP PageRank : SHORT REPORT / NOTES
Adjusting OpenMP PageRank : SHORT REPORT / NOTES
 
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
 
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdfCh03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
 
Nanandann Nilekani's ppt On India's .pdf
Nanandann Nilekani's ppt On India's .pdfNanandann Nilekani's ppt On India's .pdf
Nanandann Nilekani's ppt On India's .pdf
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
 

RWDG: Measuring Data Governance Performance

  • 1. 1 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Measuring Data Governance Performance Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com September 20, 2018 – 11:00 a.m. PT / 2:00 p.m. ET Real-World Data Governance
  • 2. 2 2 Copyright © 2018 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 Introduction • Real-World Data Governance – Monthly Webinar Series October 18, 2018 – Three Ways to Manage Your Data Stewards Third Thurs @ 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, IL – October 8-11, 2018 Data Governance Winter – Delray Beach, FL – December 3-7, 2018 • Online Learning Plan Non-Invasive Data Governance - DATAVERSITY Training Center https://training.dataversity.net • The Data Administration Newsletter (TDAN.com) Twice Monthly – Data Articles, Columns, Blogs and Features Produced by DATAVERSITY – Subscribe for emails • KIK Consulting & Educational Services KIKConsulting.com Home of Non-Invasive Data Governance™ KIKCONSULTING.COM CONSULTING & EDUCATIONAL SERVICES KNOWLEDGE IS KING
  • 3. 3 3 Copyright © 2018 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: – Two primary ways for measuring Data Governance program performance – How to measure the acceptability of Data Governance – How to measure the business value gained from Data Governance – When and where to report performance measurements to management – Improving performance based on the selected metrics Measuring Data Governance Performance Abstract
  • 4. 4 4 Copyright © 2018 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 – Data Governance is the Execution and Enforcement of Authority Over the Management of Data and Data-Related Resources. • Data Stewardship – Data Stewardship is the Formalization of Accountability Over the Management of Data and Data-Related Resources. Measuring Data Governance Performance Definitions
  • 5. 5 5 Copyright © 2018 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 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 • assures 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. Measuring Data Governance Performance Definitions
  • 6. 6 6 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Two Distinct Categories of Measures – Acceptability of Program by the Organization – Business Value Established by the Organization Measuring Data Governance Performance Ways to Measure Data Governance Program Performance
  • 7. 7 7 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Acceptability of Program by the Organization – Number of Groups / Percentage of the Organization – Internal Customer Satisfaction – Amount of Data Documentation Available / Used – Successful Completion of Working Team Activities – Number of Critical Data Elements (CDEs) Standardized … share other ways to measure Acceptability. Measuring Data Governance Performance Ways to Measure Data Governance Program Performance
  • 8. 8 8 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Business Value Established by the Organization – Data Documentation – Availability of Data Documentation – Use of Data Documentation – Improvement of Data Understanding – Data Standardization – Data Quality Improvement – Data Protection … share other ways to measure Business Value. Measuring Data Governance Performance Ways to Measure Data Governance Program Performance
  • 9. 9 9 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Measuring Data Governance Performance Ways to Measure Data Governance Program Performance NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Copyright © 2017 – Robert S. Seiner and KIK Consulting & Educational Services, LLC LEVEL EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS ROLES (AUTHORITY) – FORMAL RESPONSIBILITY PROCESSES – APPLICATION and ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED & DEVELOPED Levels Components ROLES(AUTHORITY) COMMUNICATIONS TOOLS METRICS PROCESSES
  • 10. 10 10 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Measuring Data Governance Performance Ways to Measure Data Governance Program Performance NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK Endorse Processes Resolution Processes EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Domain Processes Daily Processes Enforce Processes Metric Approval Act Metric Acceptance Domain Metrics Daily Measurements Collect Report Metrics Policy Directive Best Practice Guidelines Standards Requirements Workflow Glossary Dictionary Metadata KIK Artifacts (Common Data Activity Matrices) Support Sponsor Understand Meetings Status Subject Project Orientation On Boarding Ongoing Plan Develop Deliver Steering Committee (Delegate) Council (Decision) Domain Stewards Owners (Subject) Data Stewards (Daily) DG Lead Work Groups Partners (Function) Copyright © 2017 – Robert S. Seiner and KIK Consulting & Educational Services, LLC LEVEL EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS ROLES (AUTHORITY) – FORMAL RESPONSIBILITY PROCESSES – APPLICATION and ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED & DEVELOPED Levels Components ROLES(AUTHORITY) COMMUNICATIONS TOOLS METRICS PROCESSES
  • 11. 11 11 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Metrics as a Primary Component of a Data Governance Framework – Executive – Metric Approval and Act – Strategic – Metric Acceptance – Tactical – Domain Metrics – Operational – Daily Measurements – Support – Collect and Report Metrics NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK Endorse Processes Resolution Processes EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Domain Processes Daily Processes Enforce Processes Metric Approval Act Metric Acceptance Domain Metrics Daily Measurements Collect Report Metrics Policy Directive Best Practice Guidelines Standards Requirements Workflow Glossary Dictionary Metadata KIK Artifacts (Common Data Activity Matrices) Support Sponsor Understand Meetings Status Subject Project Orientation On Boarding Ongoing Plan Develop Deliver Steering Committee (Delegate) Council (Decision) Domain Stewards Owners (Subject) Data Stewards (Daily) DG Lead Work Groups Partners (Function) Copyright © 2017 – Robert S. Seiner and KIK Consulting & Educational Services, LLC LEVEL EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS ROLES (AUTHORITY) – FORMAL RESPONSIBILITY PROCESSES – APPLICATION and ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED & DEVELOPED Levels Components ROLES(AUTHORITY) COMMUNICATIONS TOOLS METRICS PROCESSES Measuring Data Governance Performance Ways to Measure Data Governance Program Performance
  • 12. 12 12 Copyright © 2018 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 Documentation / Data Understanding – Measure Data Documentation Available Now as a Benchmark – Measure Improved Availability of Data Documentation – Measure People’s Initial Data Understanding as a Benchmark – Measure People’s Improved Understanding of Data Measuring Data Governance Performance Ways to Measure Data Governance Program Performance
  • 13. 13 13 Copyright © 2018 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 Standardization / Data Quality – Number of … • Critical Data Elements (CDEs) • CDEs per Domain • Standard Names, Definitions, Metadata Measuring Data Governance Performance Ways to Measure Data Governance Program Performance
  • 14. 14 14 Copyright © 2018 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 Protection / Data Compliance – Steps to Measure Protection / Compliance • Data Associated with Rules • People that Know the Rules • People that Follow the Rules – Data Associated with Rules • Business Rules • Protection Rules • Data Handling Rules • Compliance Rules Measuring Data Governance Performance Ways to Measure Data Governance Program Performance
  • 15. 15 15 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Acceptability of Program by the Organization – Number of Groups / Percentage of the Organization … – Internal Customer Satisfaction – Amount of Data Documentation Available / Used – Successful Completion of Working Team Activities – Number of Critical Data Elements (CDEs) Standardized Measuring Data Governance Performance How to Measure the Acceptability of Data Governance
  • 16. 16 16 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Acceptability of Program by the Organization – Number of Groups / Percentage of the Organization … • That Have Been Put Through Orientation • Onboarded to Participate in Governance Activities • On the Receiving End of Ongoing Data Governance Activities • Participating in Data Governance Activities Measuring Data Governance Performance How to Measure the Acceptability of Data Governance
  • 17. 17 17 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Acceptability of Program by the Organization – Internal Customer Satisfaction • Ask them. • The Utopian Environment. • Do you have access to the data you need? • What data would you use if you could have that data? • Where do you spend your time when it could be spent more effectively? • Can we measure these things? Measuring Data Governance Performance How to Measure the Acceptability of Data Governance
  • 18. 18 18 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Acceptability of Program by the Organization – Amount of Data Documentation Available • Data Resources that are Documented • Critical Data Elements (CDEs) that are Documented. • CDEs that are Checked for Data Quality. • Improvement in Quality of CDEs. – Amount of Data Documentation Used • Documented Data Resources that are Used. • CDE Documentation that is Used. • CDE Quality that is Documented. Measuring Data Governance Performance How to Measure the Acceptability of Data Governance
  • 19. 19 19 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Acceptability of Program by the Organization – Successful Completion of Working Team Activities • Issues Addressed by these Activities • Improvements Based on Working Team Activities • People Engaged in these Activities • Time Spent on these Activities Measuring Data Governance Performance How to Measure the Acceptability of Data Governance
  • 20. 20 20 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Acceptability of Program by the Organization – Number of Critical Data Elements (CDEs) Standardized • CDEs Identified and Worked On • Information Collected About CDEs • Per Domain or Subject Area • Per Key Performance Indicators (KPIs) • Per Compliance Rules • Per Data Protection Rules • Per Data Resources Measuring Data Governance Performance How to Measure the Acceptability of Data Governance
  • 21. 21 21 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Business Value Established by the Organization – Dollars Saved as a Recognized Result of Data Governance – Dollars Earned as a Recognized Result of Data Governance – Data Documentation / Availability of Data Documentation – Use of Data Documentation – Improvement of Data Understanding – Data Standardization – Data Quality Improvement – Data Protection Measuring Data Governance Performance How to Measure the Business Value Gained from Data Governance
  • 22. 22 22 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Business Value Established by the Organization – Dollars Saved as a Recognized Result of Data Governance • A Penny Saved is a Penny Earned • Process Efficiency and Effectiveness • Reduce in Rework • Decrease in Resource Requirements – Dollars Earned as a Recognized Result of Data Governance • Increased Customer Lifetime Value • Increased Customer Retention • Increased Customer Interaction Measuring Data Governance Performance How to Measure the Business Value Gained from Data Governance
  • 23. 23 23 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Business Value Established by the Organization – Data Documentation / Availability of Data Documentation • Data Documentation that is Collected • Data Documentation that is Quality Checked • Data Documentation that is Made Available • How the Data Documentation is Made Available • Who is using the Data Documentation? • Why and How are they using the Data Documentation? • What is the result of using the Data Documentation? Measuring Data Governance Performance How to Measure the Business Value Gained from Data Governance
  • 24. 24 24 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Business Value Established by the Organization – Improvement of Data Understanding • Difficult to Quantify This / Test Them? • Customer Satisfaction in Improved Understanding • Efficiency and Effectiveness Improvements Due to Understanding • Things You Can Do Now that Understanding is Documented • Value Added to Data Analysts / Data Scientists Measuring Data Governance Performance How to Measure the Business Value Gained from Data Governance
  • 25. 25 25 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Business Value Established by the Organization – Data Standardization • Ability to Integrate Data • Ability to Report on Data • Ability to Perform Analytics on the Data • Confidence / Trust Levels for Data • Improvement of What is Contained in the Standard • Data that follows Industry Standards • Data that is being Compared to Data Standards Measuring Data Governance Performance How to Measure the Business Value Gained from Data Governance
  • 26. 26 26 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Business Value Established by the Organization – Data Quality Improvement • Number of Data Quality Issues Collected • Number of Issues Assigned • Number of Issues Resolved / Value of Issues Resolved • Number of Issues in Particular Status • Data Compared to Standards • Quality of the Data Compared to Standards / Delta Over Time Measuring Data Governance Performance How to Measure the Business Value Gained from Data Governance
  • 27. 27 27 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Business Value Established by the Organization – Data Protection • Classification Designations • Handling Rules Per Classification • Classification Applied to Data • Education / Training of Data Users • Number of Breaches • Amount of Awareness Materials Being Shared Measuring Data Governance Performance How to Measure the Business Value Gained from Data Governance
  • 28. 28 28 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Measuring Data Governance Performance How to Measure the Business Value Gained from Data Governance THINK BEFORE YOU _____ DATA ACME is implementing a Comprehensive Program to Protect Sensitive Data. Business Data Governance (BDG) begins with you – ACME Staff. There are policies, laws and rules associated with how we protect sensitive data. You already know most of the rules but BDG will make that certain. We must protect data in a way that will be auditable and make us most trustworthy. Think before you Access data. Think before you Print data. Think before you Store data. Think before you Mail / Email / Transmit data. Think before you Eliminate data. Think before you Discuss data. Call your local BDG Team Representative for more information.
  • 29. 29 29 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Ways to Report Performance – In Council Meetings – Through Dashboards – Through the Data Governance Webpage – Using Reports – Delivering Measures with the Data Measuring Data Governance Performance Report Performance Measurements to Management
  • 30. 30 30 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • When to Report Performance – At Meetings – At Timed Intervals – When Management Wants Them – When You Have Results – Delivering Measures with the Data Measuring Data Governance Performance Report Performance Measurements to Management
  • 31. 31 31 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Measuring Data Governance Performance Report Performance Measurements to Management A. Percentage Staff Received BDG Education (15%) C. Percentage Staff Scheduled for BDG Education (20%) B. Percentage Staff Certified for BDG Education (7% All, 33% A) A C B ACME BDG DASHBOARD FOCUSED ON PROTECTING SENSITIVE DATA Occurrences Reported (10) Occurrences Resolved (5) Occurrences Assigned (3) Occurrences On Deck (2) Change Behavior (3) Change Rule (2) BDGEDUCATIONBDGOCCURRENCES 76% H, 13% M, 11% L BDGSATISFACTION H L M
  • 32. 32 32 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Measuring Data Governance Performance Improving Performance Based on the Selected Metrics • Refer Back to the Data Governance Framework • Make Certain that you Address Each Framework Level • Tie Performance to Goals, Scope and Expectations for Data Governance – Data Quality Improvement – Analytical Capability Improvement – Protection of Data Improvement – Improvements in Data Understanding
  • 33. 33 33 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Measuring Data Governance Performance Improving Performance Based on the Selected Metrics NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Copyright © 2017 – Robert S. Seiner and KIK Consulting & Educational Services, LLC LEVEL EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS ROLES (AUTHORITY) – FORMAL RESPONSIBILITY PROCESSES – APPLICATION and ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED & DEVELOPED Levels Components ROLES(AUTHORITY) COMMUNICATIONS TOOLS METRICS PROCESSES
  • 34. 34 34 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Measuring Data Governance Performance Improving Performance Based on the Selected Metrics NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK Endorse Processes Resolution Processes EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Domain Processes Daily Processes Enforce Processes Metric Approval Act Metric Acceptance Domain Metrics Daily Measurements Collect Report Metrics Policy Directive Best Practice Guidelines Standards Requirements Workflow Glossary Dictionary Metadata KIK Artifacts (Common Data Activity Matrices) Support Sponsor Understand Meetings Status Subject Project Orientation On Boarding Ongoing Plan Develop Deliver Steering Committee (Delegate) Council (Decision) Domain Stewards Owners (Subject) Data Stewards (Daily) DG Lead Work Groups Partners (Function) Copyright © 2017 – Robert S. Seiner and KIK Consulting & Educational Services, LLC LEVEL EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS ROLES (AUTHORITY) – FORMAL RESPONSIBILITY PROCESSES – APPLICATION and ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED & DEVELOPED Levels Components ROLES(AUTHORITY) COMMUNICATIONS TOOLS METRICS PROCESSES
  • 35. 35 35 Copyright © 2018 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 DATA GOVERNANCE™ FRAMEWORK Endorse Processes Resolution Processes EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Domain Processes Daily Processes Enforce Processes Metric Approval Act Metric Acceptance Domain Metrics Daily Measurements Collect Report Metrics Policy Directive Best Practice Guidelines Standards Requirements Workflow Glossary Dictionary Metadata KIK Artifacts (Common Data Activity Matrices) Support Sponsor Understand Meetings Status Subject Project Orientation On Boarding Ongoing Plan Develop Deliver Steering Committee (Delegate) Council (Decision) Domain Stewards Owners (Subject) Data Stewards (Daily) DG Lead Work Groups Partners (Function) Copyright © 2017 – Robert S. Seiner and KIK Consulting & Educational Services, LLC LEVEL EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS ROLES (AUTHORITY) – FORMAL RESPONSIBILITY PROCESSES – APPLICATION and ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED & DEVELOPED Levels Components ROLES(AUTHORITY) COMMUNICATIONS TOOLS METRICS PROCESSES Measuring Data Governance Performance Improving Performance Based on the Selected Metrics • Metrics as a Primary Component of a Data Governance Framework – Executive – Metric Approval and Act – Strategic – Metric Acceptance – Tactical – Domain Metrics – Operational – Daily Measurements – Support – Collect and Report Metrics
  • 36. 36 36 Copyright © 2018 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: – Two primary ways for measuring Data Governance program performance – How to measure the acceptability of Data Governance – How to measure the business value gained from Data Governance – When and where to report performance measurements to management – Improving performance based on the selected metrics Measuring Data Governance Performance Summary
  • 37. 37 37 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Questions and Answers Real-World Data Governance Contact Information
  • 38. 38 38 Copyright © 2018 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