SlideShare a Scribd company logo
1 of 52
Download to read offline
1
Copyright © 2017 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
Data Governance Best Practices
and Lessons Learned
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
November 16, 2017 – 2:00 p.m. EST
2
2
Copyright © 2017 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 – Monthly Webinar Series
December 21, 2017 - Governing Big Data, Smart Data, Data Lakes, and the IOT
January 18, 2018 – Everybody is a Data Steward; Get Over It!
Third Thurs @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net
• Non-Invasive Data Governance Book
ISBN 9781935504856 / Technics Publishing / Amazon.com
• Speaking Events
Enterprise Data Governance Online – Virtual Conference – January 24
Enterprise Data World 2018 – San Diego, CA – April 22-27, 2018
• Online Learning Plan
Non-Invasive Data Governance - DATAVERSITY Training Center
Seven Online Courses with Evaluations
• The Data Administration Newsletter (TDAN.com)
Twice Monthly – Articles, Columns, Blogs and Feature
Produced by DATAVERSITY – Subscribe for emails
Real-World Data Governance
Current Events
3
3
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• During this webinar I will discuss:
– How to Define Data Governance Best Practices for Your Organization
– Criteria Used to Determine if a Practice is Best Practice
– How to Assess Your Organization Against Industry Best Practice
– Assessing Risks Associated with Best Practice Gaps
– Addressing Opportunities to Improve Gaps Uncovered in the Assessment
Data Governance Best Practices and Lessons Learned
Agenda for Today’s Webinar
4
4
Copyright © 2017 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.
Data Governance Best Practices and Lessons Learned
Definitions
5
5
Copyright © 2017 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.
Data Governance Best Practices and Lessons Learned
Definitions
6
6
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• [to] gov·ern [data]
v. gov·erned, gov·ern·ing, gov·erns
– To make and administer the public policy and affairs
– To exercise sovereign authority
– To control the speed or magnitude
– To regulate
– To control the actions or behavior
– To keep under control; to restrain
– To exercise a deciding or determining influence
– To exercise political authority
– To have or exercise a determining influence
FreeDictionary.com
Data Governance Best Practices and Lessons Learned
Definitions
7
7
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• What to Tell Management:
– We ARE already governing data (but we are doing it informally, inefficiently,
ineffectively).
– We CAN formalize how we govern data by putting structure around what we are
presently doing.
– We CAN Improve …
• How We Manage Data Risk & Protect Data
• Data Quality & Provide Quality Assurance
• Coordination & Cooperation Around Data
• Communications and Understanding Around Data
– We DO NOT Have to Spend a lot of Money.
In fact … Data Governance only costs the time we put into it.
– We NEED structure. We should consider a Non-Invasive approach.
Data Governance Best Practices and Lessons Learned
Messages for Management
8
8
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• What NOT to Tell Management
– Do NOT Sell Data Governance as being a Huge Challenge.
– Emphasize that Data Governance is NOT a Technical Solution.
– Emphasize again that People Behavior is Governed, NOT Data.
– Emphasize that Data Governance is an Evolution, NOT Revolution.
Data Governance Best Practices and Lessons Learned
Messages for Management
9
9
Copyright © 2017 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 Best Practices and Lessons Learned
Defining Data Governance Best Practices
• Best Practice Overview & Assessment Process
– Data Governance Best Practices and Lessons Learned are defined as the basis and
guideline for behavior to deliver Data Governance Programs.
10
10
Copyright © 2017 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 Best Practices and Lessons Learned
Defining Data Governance Best Practices
• Best Practice Overview & Assessment Process
– Data Governance Best Practices and Lessons Learned are defined as the basis and
guideline for behavior to deliver Data Governance Programs.
1. Organizations that successfully implement Data Governance Programs begin by
defining a limited series of best practice before assessing their present practices
in comparison to the best practice.
11
11
Copyright © 2017 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 Best Practices and Lessons Learned
Defining Data Governance Best Practices
• Best Practice Overview & Assessment Process
– Data Governance Best Practices and Lessons Learned are defined as the basis and
guideline for behavior to deliver Data Governance Programs.
1. Organizations that successfully implement Data Governance Programs begin by
defining a limited series of best practice before assessing their present practices
in comparison to the best practice.
2. Once the best practice is defined, an assessment must be completed to:
 Identify the GAP between the Best Practice and present practices.
 Identify the RISKS (and potential risks) associated with the gap.
12
12
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Criteria to Determining if a Statement is a Best Practice
– Is the Statement Practical, Do-able and will it Add Value?
Answer should be “Yes” or best practice should not be considered.
Data Governance Best Practices and Lessons Learned
Criteria used to Determine if a Practice is a Best Practice
13
13
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Criteria to Determining if a Statement is a Best Practice
– Is the Program At Risk if the practice is not achieved?
Answer should be “Yes” or best practice should not be considered.
Data Governance Best Practices and Lessons Learned
Criteria used to Determine if a Practice is a Best Practice
14
14
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Best Practice Around Creating a Best Practice Document
– First Document Created for Data Governance
– Basis of the Assessment
– Underline words to be defined elsewhere
– Present tense versus Future tense
– Typically 4-6 Best Practice
– Analyze from a Business and Technical Perspective
– Verbose versus To The Point
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
15
15
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• The Top Five Data Governance Program Best Practices are:
1. Senior Management Support, Sponsorship & Understanding
2. Resources Must Be Applied
3. Roles & Responsibilities Must Be Clearly Defined
4. Goals, Scope, Expectation, Measures Must Be Clearly Defined
5. Must Be Done Consistently
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
16
16
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Best Practice from an Insurance Company:
– There is a High-Level of Senior Management Support, Sponsorship, and
Understanding of the activities of the Program and Team.
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
17
17
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Best Practice from an Insurance Company:
– A team of cross-Departmental resources as well as a dedicated program manager
are accountable for the definition, development, implementation and sustainability
of the Program on a consistent and continual basis.
– This group will be known as the Planning Team during the program development
phase and as the Program Team upon deployment of the program.
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
18
18
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Best Practice from an Insurance Company:
– The Measurements of Success (and how they will be measured) of the program are
well defined and communicated with Senior Management and Stakeholders within
the organization.
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
19
19
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Best Practice from an Insurance Company:
– The Goals, Objectives, Scope, and Rules of Engagement of the Program and Team
are well defined and communicated.
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
20
20
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Best Practice from a Government Agency:
– There is a High-Level of Senior Management Support, Sponsorship and
Understanding, of the activities of Data Governance and the Data Governance
Office.
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
21
21
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Best Practice from a Government Agency:
– Data Governance is considered an ON-GOING PROGRAM rather than a PROJECT,
with a dedicated resource or group of resources responsible for the definition,
development, execution, and sustainability of the Data Governance Program on a
continual basis.
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
22
22
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Best Practice from a Government Agency:
– Data Governance Policy is required as the backbone of making the action and
assurance of governing data “not optional”. Data Governance is applied to
business data, technical data, master data and metadata consistently across the
organization.
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
23
23
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Best Practice from a Government Agency:
– The goals, scope, roles with expectations, and measurements of success of the
Data Governance Program are well defined and communicated with the Business
Units, the Functional Tracks (Teams), the Project Teams and the Information
Technology areas of the organization.
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
24
24
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Best Practice from an Education Company:
– For Data Governance to be successful there will need to be a High Level of Senior
Management Support and Understanding of the activities of the Data Governance
Team, the roles defined in the Data Governance Operating Model, and specific
examples of where Data Governance will add value.
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
25
25
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Best Practice from an Education Company:
– Select staff must be committed to the definition, development, execution and
sustainability of the Data Governance Program on a continual basis. This group will
be known as the Data Governance Team and will be lead by Information
Technology in partnership with Corporate Risk Governance with subject matter
expertise from Strategic Business Units and Shared Corporate Functions.
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
26
26
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Best Practice from an Education Company:
– The Data Governance Principles will be applied consistently and continuously to
data that is defined, produced and used for Enterprise Reporting. The initial focus
of the Data Governance Program will be directed at improving the quality,
understandability and value of data that drives metrics for Academics Reporting.
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
27
27
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• The Top Five Data Governance Program Best Practices are:
REPEATED
1. Senior Management Support, Sponsorship & Understanding
2. Resources Must Be Applied
3. Roles & Responsibilities Must Be Clearly Defined
4. Goals, Scope, Expectation, Measures Must Be Clearly Defined
5. Must Be Done Consistently
Data Governance Best Practices and Lessons Learned
Defining Data Governance Best Practices
28
28
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Steps to Assessing Your Organization Against Best Practices
– For each best practice:
• Define why the best practice is a best practice for your organization.
Data Governance Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
29
29
Copyright © 2017 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 Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
• Steps to Assessing Your Organization Against Best Practices
– For each best practice:
• Articulate the present actions that support to best practice.
30
30
Copyright © 2017 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 Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
• Steps to Assessing Your Organization Against Best Practices
– For each best practice:
• Articulate where there are opportunities to improve toward the best practice.
31
31
Copyright © 2017 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 Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
• Steps to Assessing Your Organization Against Best Practices
– For each best practice:
• Articulate the gaps between your present practices and best practice.
32
32
Copyright © 2017 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 Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
• Steps to Assessing Your Organization Against Best Practices
– For each best practice:
• Articulate the risks associated with the gap.
33
33
Copyright © 2017 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 Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
• Steps to Assessing Your Organization Against Best Practices
– For each best practice:
• Use this information to recommend steps toward the best practice.
34
34
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Sample Recommendations from a Best Practice Assessment
– Define, Recognize and Deploy the
Data Governance Operating Model of Roles & Responsibilities
Data Governance Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
35
35
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Sample Recommendations from a Best Practice Assessment
– Define, Recognize and Deploy the
Data Governance Operating Model of Roles & Responsibilities
Data Governance Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
36
36
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Sample Recommendations from a Best Practice Assessment
– Create, Deliver and Act on a Data Governance Communications Plan
Data Governance Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
37
37
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Sample Recommendations from a Best Practice Assessment
– Create, Deliver and Act on a Data Governance Communications Plan
Data Governance Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
38
38
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Sample Recommendations from a Best Practice Assessment
– Organize, Staff and Deploy the Data Governance Team
Data Governance Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
39
39
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Sample Recommendations from a Best Practice Assessment
– Organize, Staff and Deploy the Data Governance Team
Data Governance Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
DATA GOVERNANCE
OFFICE
DATA GOVERNANCE
PLANNING TEAM
DATA GOVERNANCE
EXECUTION COMMUNITIES
DATA GOVERNANCE
PARTICIPATION MODEL
40
40
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Sample Recommendations from a Best Practice Assessment
– Incrementally Roll Out the Data Governance Practice Into Business Areas by
Concisely Defining / Formalizing the Actions of Participants.
Data Governance Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
41
41
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Sample Recommendations from a Best Practice Assessment
– Incrementally Roll Out the Data Governance Practice Into Business Areas by
Concisely Defining / Formalizing the Actions of Participants.
Data Governance Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
DATA GOVERNANCE ROADMAP TIMELINE
DEVELOP AND COMMUNICATE METRICS ASSOCIATED WITH
PROTECTING DATA AND MAKING DATA AVAILABLE
IDENTIFY AND ENGAGE PROGRAMS
THAT ARE ACCOUNTABLE FOR GOVERNING DATA
DEVELOP AND COMMUNICATE DATA GOVERNANCE
POLICY AND MINIMUM GOVERNANCE STANDARDS
FOR PROGRAMS TO FOLLOW
REVIEW POLICIES AND
PROCEDURES FOR DATA
PROTECTION AND ACCESS
DEFINE ROLES AND IDENTIFY RESOURCE(S) TO
ADMINISTER THE PROGRAM
DEVELOP A DATA GOVERNANCE COMMUNICATION PLAN
AND DELIVER COMMUNICATIONS TO INCREASE AWARENESS
ACTIONABLESTREAMS
NOTIONAL TIMELINE
FEB 17 MAR 17 APR 17 MAY 17 JUN 17 JUL 17 AUG 17 SEP 17
1
3
2
4
5
6
FEB 17 MAR 17 APR 17 MAY 17 JUN 17 JUL 17 AUG 17 SEP 17
42
42
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Sample Recommendations from a Best Practice Assessment
– Deliver a Data Governance Documentation Platform
Data Governance Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
43
43
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Sample Recommendations from a Best Practice Assessment
– Deliver a Data Governance Documentation Platform
Data Governance Best Practices and Lessons Learned
Assess Your Organization Against Industry Best Practice
Data Dictionary
Business Metadata
Business Explanation of Data in Systems
Data
Systems, Databases, Reference (Code) Data, Technical Metadata
Vocabulary
Semantic Level
Terminology
Business Language We Use
MapstoHowUsed
Maps to
Multiple
Business Term
Standard Data Name System Data Name
Business System
Data Name
Business System
Data Name
Business System
Data Name
44
44
Copyright © 2017 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 Best Practices and Lessons Learned
Assessing Risks Associated with Best Practice Gaps
• Examples of Client Risks Associated with Gaps1
– The largest risk to the program is that priorities will change and that departments
may lose interest and representation will falter.
– The biggest risk is that there is not a commitment from Senior Management that
data governance will be communicated regularly to operation level staff for the
program to successfully protect sensitive data.
– A risk to this company is that the Data Governance Office is made up of people
“voluntold” to participate and that resources are not being applied to assure that
access to data will be efficient and effective.
– The Data Governance Planning Team identified potential budget issues and
changes in priorities as the largest risks to the successful and sustainable
implementation of a Data Governance program.
45
45
Copyright © 2017 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 Best Practices and Lessons Learned
Assessing Risks Associated with Best Practice Gaps
• Examples of Client Risks Associated with Gaps2
– The planning team stated data protection awareness training is limited, and not
currently monitored or enforced consistently across the organization.
– The planning team stated developing procedures for communicating and enforcing
policy take significant time and effort, and are inconsistently applied.
– It is a large risk that, without detailed policies and procedures in place to
communicate and enforce the policies, the Data Governance program will be at
risk of not achieving its goal of consistent data quality across the company.
46
46
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Get the Business to Tell You Where
Data Governance will Add Value for the Business.
Data Governance Best Practices and Lessons Learned
Addressing Opportunities to Improve
47
47
Copyright © 2017 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 Best Practices and Lessons Learned
Addressing Opportunities to Improve
• My Favorite Question to Get the Business to Speak Up
“What can’t you do that you want to do because you don’t have the data to do it?”
• What can’t you do …
• that you want to do …
• because you don’t have the data to do it …
48
48
Copyright © 2017 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 to Get the Business to Describe the Value Add1
1. What data / metadata do you use most often to achieve your objectives?
2. What is the primary source / system used by your area to obtain the data /
metadata? Who do go to get information about this source / system / data /
metadata?
3. What processes consume the data / metadata?
4. Do these processes have data / metadata challenges? If so, what are they?
5. What is the product or customer impact? How has this been tracked or measured?
Data Governance Best Practices and Lessons Learned
Addressing Opportunities to Improve
49
49
Copyright © 2017 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 to Get the Business to Describe the Value Add2
6. Is there an associated risk – brand, compliance, legal, etc.?
7. What is the operational impact (e.g. money, FTEs, manual work-around, etc.) of
the challenges? Have you tracked or quantified these impacts?
8. What other impacts should be noted?
9. Have you identified potential solutions? If so, what is the status of these
solutions – Scoped, Funded, Planned, In-Flight, etc.?
10. What data / information is on your “wish list” that would better enable your area
to deliver on our Core Competencies?
Data Governance Best Practices and Lessons Learned
Addressing Opportunities to Improve
50
50
Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• During this webinar I discussed:
– How to Define Data Governance Best Practices for Your Organization
– Criteria Used to Determine if a Practice is Best Practice
– How to Assess Your Organization Against Industry Best Practice
– Assessing Risks Associated with Best Practice Gaps
– Addressing Opportunities to Improve Gaps Uncovered in the Assessment
Data Governance Best Practices and Lessons Learned
Today’s Webinar
51
51
Copyright © 2017 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
Data Governance Best Practices and Lessons Learned
Summary
Happy
Thanksgiving!
52
52
Copyright © 2017 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,
rseiner@tdan.com
@RSeiner @TDAN_com
Data Governance Best Practices and Lessons Learned
Contact Information

More Related Content

What's hot

3 Keys To Successful Master Data Management - Final Presentation
3 Keys To Successful Master Data Management - Final Presentation3 Keys To Successful Master Data Management - Final Presentation
3 Keys To Successful Master Data Management - Final Presentation
James Chi
 
Selecting Data Management Tools - A practical approach
Selecting Data Management Tools - A practical approachSelecting Data Management Tools - A practical approach
Selecting Data Management Tools - A practical approach
Christopher Bradley
 

What's hot (20)

Introduction to Data Governance
Introduction to Data GovernanceIntroduction to Data Governance
Introduction to Data Governance
 
Data Governance Powerpoint Presentation Slides
Data Governance Powerpoint Presentation SlidesData Governance Powerpoint Presentation Slides
Data Governance Powerpoint Presentation Slides
 
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
 
Data Governance
Data GovernanceData Governance
Data Governance
 
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
 
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?
 
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
 
3 Keys To Successful Master Data Management - Final Presentation
3 Keys To Successful Master Data Management - Final Presentation3 Keys To Successful Master Data Management - Final Presentation
3 Keys To Successful Master Data Management - Final Presentation
 
Data Governance Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best Practices
 
Data Quality Best Practices
Data Quality Best PracticesData Quality Best Practices
Data Quality Best Practices
 
Improving Data Literacy Around Data Architecture
Improving Data Literacy Around Data ArchitectureImproving Data Literacy Around Data Architecture
Improving Data Literacy Around Data Architecture
 
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...
 
Master Data Management - Practical Strategies for Integrating into Your Data ...
Master Data Management - Practical Strategies for Integrating into Your Data ...Master Data Management - Practical Strategies for Integrating into Your Data ...
Master Data Management - Practical Strategies for Integrating into Your Data ...
 
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?
 
Master Data Management methodology
Master Data Management methodologyMaster Data Management methodology
Master Data Management methodology
 
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
 
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
 
Collibra - Forrester Presentation : Data Governance 2.0
Collibra - Forrester Presentation : Data Governance 2.0Collibra - Forrester Presentation : Data Governance 2.0
Collibra - Forrester Presentation : Data Governance 2.0
 
Overcoming the Challenges of your Master Data Management Journey
Overcoming the Challenges of your Master Data Management JourneyOvercoming the Challenges of your Master Data Management Journey
Overcoming the Challenges of your Master Data Management Journey
 
Selecting Data Management Tools - A practical approach
Selecting Data Management Tools - A practical approachSelecting Data Management Tools - A practical approach
Selecting Data Management Tools - A practical approach
 

Similar to Data Governance Best Practices and Lessons Learned

Similar to Data Governance Best Practices and Lessons Learned (20)

RWDG Webinar: How to Construct a Data Governance Policy
RWDG Webinar: How to Construct a Data Governance PolicyRWDG Webinar: How to Construct a Data Governance Policy
RWDG Webinar: How to Construct a Data Governance Policy
 
Data Governance Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best Practices
 
Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success
 
Real-World Data Governance Webinar: Data Governance Framework Components
Real-World Data Governance Webinar: Data Governance Framework ComponentsReal-World Data Governance Webinar: Data Governance Framework Components
Real-World Data Governance Webinar: Data Governance Framework Components
 
Comparing Approaches to Data Governance
Comparing Approaches to Data GovernanceComparing Approaches to Data Governance
Comparing Approaches to Data Governance
 
The Data Model as a Data Governance Artifact
The Data Model as a Data Governance ArtifactThe Data Model as a Data Governance Artifact
The Data Model as a Data Governance Artifact
 
RWDG Webinar: Writing Data Governance Policies & Procedures
RWDG Webinar: Writing Data Governance Policies & ProceduresRWDG Webinar: Writing Data Governance Policies & Procedures
RWDG Webinar: Writing Data Governance Policies & Procedures
 
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
 
Real-World Data Governance: Selecting the Right Data Governance Approach
Real-World Data Governance: Selecting the Right Data Governance ApproachReal-World Data Governance: Selecting the Right Data Governance Approach
Real-World Data Governance: Selecting the Right Data Governance Approach
 
RWDG Webinar: Align Data Modeling with Data Governance
RWDG Webinar: Align Data Modeling with Data GovernanceRWDG Webinar: Align Data Modeling with Data Governance
RWDG Webinar: Align Data Modeling with Data Governance
 
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: 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 Webinar: Data Steward Definition and Other Data Governance Roles
RWDG Webinar: Data Steward Definition and Other Data Governance RolesRWDG Webinar: Data Steward Definition and Other Data Governance Roles
RWDG Webinar: Data Steward Definition and Other Data Governance Roles
 
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...
 
RWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance PerformanceRWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance Performance
 
Improving Data Analytics with Data Governance
Improving Data Analytics with Data GovernanceImproving Data Analytics with Data Governance
Improving Data Analytics with Data Governance
 
Real-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance ExpectationsReal-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance Expectations
 
Real-World Data Governance Webinar: Data Governance and Metadata Best Practice
Real-World Data Governance Webinar: Data Governance and Metadata Best PracticeReal-World Data Governance Webinar: Data Governance and Metadata Best Practice
Real-World Data Governance Webinar: Data Governance and Metadata Best Practice
 
Successful Data Governance Models and Frameworks
Successful Data Governance Models and FrameworksSuccessful Data Governance Models and Frameworks
Successful Data Governance Models and Frameworks
 
Data Governance and Data Science to Improve Data Quality
Data Governance and Data Science to Improve Data QualityData Governance and Data Science to Improve Data Quality
Data Governance and Data Science to Improve Data Quality
 

More from DATAVERSITY

The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
DATAVERSITY
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best Practices
DATAVERSITY
 

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...
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and Governance
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data Literacy
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business Goals
 
Make Data Work for You
Make Data Work for YouMake Data Work for You
Make Data Work for You
 
Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?
 
Data 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...
 

Recently uploaded

Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan CytotecJual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
ZurliaSoop
 

Recently uploaded (20)

Nashik Call Girl Just Call 7091819311 Top Class Call Girl Service Available
Nashik Call Girl Just Call 7091819311 Top Class Call Girl Service AvailableNashik Call Girl Just Call 7091819311 Top Class Call Girl Service Available
Nashik Call Girl Just Call 7091819311 Top Class Call Girl Service Available
 
joint cost.pptx COST ACCOUNTING Sixteenth Edition ...
joint cost.pptx  COST ACCOUNTING  Sixteenth Edition                          ...joint cost.pptx  COST ACCOUNTING  Sixteenth Edition                          ...
joint cost.pptx COST ACCOUNTING Sixteenth Edition ...
 
Falcon Invoice Discounting: Unlock Your Business Potential
Falcon Invoice Discounting: Unlock Your Business PotentialFalcon Invoice Discounting: Unlock Your Business Potential
Falcon Invoice Discounting: Unlock Your Business Potential
 
Organizational Transformation Lead with Culture
Organizational Transformation Lead with CultureOrganizational Transformation Lead with Culture
Organizational Transformation Lead with Culture
 
Berhampur Call Girl Just Call 8084732287 Top Class Call Girl Service Available
Berhampur Call Girl Just Call 8084732287 Top Class Call Girl Service AvailableBerhampur Call Girl Just Call 8084732287 Top Class Call Girl Service Available
Berhampur Call Girl Just Call 8084732287 Top Class Call Girl Service Available
 
Buy gmail accounts.pdf buy Old Gmail Accounts
Buy gmail accounts.pdf buy Old Gmail AccountsBuy gmail accounts.pdf buy Old Gmail Accounts
Buy gmail accounts.pdf buy Old Gmail Accounts
 
Falcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investorsFalcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investors
 
Unveiling Falcon Invoice Discounting: Leading the Way as India's Premier Bill...
Unveiling Falcon Invoice Discounting: Leading the Way as India's Premier Bill...Unveiling Falcon Invoice Discounting: Leading the Way as India's Premier Bill...
Unveiling Falcon Invoice Discounting: Leading the Way as India's Premier Bill...
 
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan CytotecJual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
 
How to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League CityHow to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League City
 
Kalyan Call Girl 98350*37198 Call Girls in Escort service book now
Kalyan Call Girl 98350*37198 Call Girls in Escort service book nowKalyan Call Girl 98350*37198 Call Girls in Escort service book now
Kalyan Call Girl 98350*37198 Call Girls in Escort service book now
 
Escorts in Nungambakkam Phone 8250092165 Enjoy 24/7 Escort Service Enjoy Your...
Escorts in Nungambakkam Phone 8250092165 Enjoy 24/7 Escort Service Enjoy Your...Escorts in Nungambakkam Phone 8250092165 Enjoy 24/7 Escort Service Enjoy Your...
Escorts in Nungambakkam Phone 8250092165 Enjoy 24/7 Escort Service Enjoy Your...
 
PARK STREET 💋 Call Girl 9827461493 Call Girls in Escort service book now
PARK STREET 💋 Call Girl 9827461493 Call Girls in  Escort service book nowPARK STREET 💋 Call Girl 9827461493 Call Girls in  Escort service book now
PARK STREET 💋 Call Girl 9827461493 Call Girls in Escort service book now
 
JAJPUR CALL GIRL ❤ 82729*64427❤ CALL GIRLS IN JAJPUR ESCORTS
JAJPUR CALL GIRL ❤ 82729*64427❤ CALL GIRLS IN JAJPUR  ESCORTSJAJPUR CALL GIRL ❤ 82729*64427❤ CALL GIRLS IN JAJPUR  ESCORTS
JAJPUR CALL GIRL ❤ 82729*64427❤ CALL GIRLS IN JAJPUR ESCORTS
 
Arti Languages Pre Seed Teaser Deck 2024.pdf
Arti Languages Pre Seed Teaser Deck 2024.pdfArti Languages Pre Seed Teaser Deck 2024.pdf
Arti Languages Pre Seed Teaser Deck 2024.pdf
 
Getting Real with AI - Columbus DAW - May 2024 - Nick Woo from AlignAI
Getting Real with AI - Columbus DAW - May 2024 - Nick Woo from AlignAIGetting Real with AI - Columbus DAW - May 2024 - Nick Woo from AlignAI
Getting Real with AI - Columbus DAW - May 2024 - Nick Woo from AlignAI
 
Chennai Call Gril 80022//12248 Only For Sex And High Profile Best Gril Sex Av...
Chennai Call Gril 80022//12248 Only For Sex And High Profile Best Gril Sex Av...Chennai Call Gril 80022//12248 Only For Sex And High Profile Best Gril Sex Av...
Chennai Call Gril 80022//12248 Only For Sex And High Profile Best Gril Sex Av...
 
Paradip CALL GIRL❤7091819311❤CALL GIRLS IN ESCORT SERVICE WE ARE PROVIDING
Paradip CALL GIRL❤7091819311❤CALL GIRLS IN ESCORT SERVICE WE ARE PROVIDINGParadip CALL GIRL❤7091819311❤CALL GIRLS IN ESCORT SERVICE WE ARE PROVIDING
Paradip CALL GIRL❤7091819311❤CALL GIRLS IN ESCORT SERVICE WE ARE PROVIDING
 
Dr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdfDr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdf
 
GUWAHATI 💋 Call Girl 9827461493 Call Girls in Escort service book now
GUWAHATI 💋 Call Girl 9827461493 Call Girls in  Escort service book nowGUWAHATI 💋 Call Girl 9827461493 Call Girls in  Escort service book now
GUWAHATI 💋 Call Girl 9827461493 Call Girls in Escort service book now
 

Data Governance Best Practices and Lessons Learned

  • 1. 1 Copyright © 2017 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 Data Governance Best Practices and Lessons Learned Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com November 16, 2017 – 2:00 p.m. EST
  • 2. 2 2 Copyright © 2017 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 – Monthly Webinar Series December 21, 2017 - Governing Big Data, Smart Data, Data Lakes, and the IOT January 18, 2018 – Everybody is a Data Steward; Get Over It! Third Thurs @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net • Non-Invasive Data Governance Book ISBN 9781935504856 / Technics Publishing / Amazon.com • Speaking Events Enterprise Data Governance Online – Virtual Conference – January 24 Enterprise Data World 2018 – San Diego, CA – April 22-27, 2018 • Online Learning Plan Non-Invasive Data Governance - DATAVERSITY Training Center Seven Online Courses with Evaluations • The Data Administration Newsletter (TDAN.com) Twice Monthly – Articles, Columns, Blogs and Feature Produced by DATAVERSITY – Subscribe for emails Real-World Data Governance Current Events
  • 3. 3 3 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • During this webinar I will discuss: – How to Define Data Governance Best Practices for Your Organization – Criteria Used to Determine if a Practice is Best Practice – How to Assess Your Organization Against Industry Best Practice – Assessing Risks Associated with Best Practice Gaps – Addressing Opportunities to Improve Gaps Uncovered in the Assessment Data Governance Best Practices and Lessons Learned Agenda for Today’s Webinar
  • 4. 4 4 Copyright © 2017 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. Data Governance Best Practices and Lessons Learned Definitions
  • 5. 5 5 Copyright © 2017 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. Data Governance Best Practices and Lessons Learned Definitions
  • 6. 6 6 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • [to] gov·ern [data] v. gov·erned, gov·ern·ing, gov·erns – To make and administer the public policy and affairs – To exercise sovereign authority – To control the speed or magnitude – To regulate – To control the actions or behavior – To keep under control; to restrain – To exercise a deciding or determining influence – To exercise political authority – To have or exercise a determining influence FreeDictionary.com Data Governance Best Practices and Lessons Learned Definitions
  • 7. 7 7 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • What to Tell Management: – We ARE already governing data (but we are doing it informally, inefficiently, ineffectively). – We CAN formalize how we govern data by putting structure around what we are presently doing. – We CAN Improve … • How We Manage Data Risk & Protect Data • Data Quality & Provide Quality Assurance • Coordination & Cooperation Around Data • Communications and Understanding Around Data – We DO NOT Have to Spend a lot of Money. In fact … Data Governance only costs the time we put into it. – We NEED structure. We should consider a Non-Invasive approach. Data Governance Best Practices and Lessons Learned Messages for Management
  • 8. 8 8 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • What NOT to Tell Management – Do NOT Sell Data Governance as being a Huge Challenge. – Emphasize that Data Governance is NOT a Technical Solution. – Emphasize again that People Behavior is Governed, NOT Data. – Emphasize that Data Governance is an Evolution, NOT Revolution. Data Governance Best Practices and Lessons Learned Messages for Management
  • 9. 9 9 Copyright © 2017 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 Best Practices and Lessons Learned Defining Data Governance Best Practices • Best Practice Overview & Assessment Process – Data Governance Best Practices and Lessons Learned are defined as the basis and guideline for behavior to deliver Data Governance Programs.
  • 10. 10 10 Copyright © 2017 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 Best Practices and Lessons Learned Defining Data Governance Best Practices • Best Practice Overview & Assessment Process – Data Governance Best Practices and Lessons Learned are defined as the basis and guideline for behavior to deliver Data Governance Programs. 1. Organizations that successfully implement Data Governance Programs begin by defining a limited series of best practice before assessing their present practices in comparison to the best practice.
  • 11. 11 11 Copyright © 2017 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 Best Practices and Lessons Learned Defining Data Governance Best Practices • Best Practice Overview & Assessment Process – Data Governance Best Practices and Lessons Learned are defined as the basis and guideline for behavior to deliver Data Governance Programs. 1. Organizations that successfully implement Data Governance Programs begin by defining a limited series of best practice before assessing their present practices in comparison to the best practice. 2. Once the best practice is defined, an assessment must be completed to:  Identify the GAP between the Best Practice and present practices.  Identify the RISKS (and potential risks) associated with the gap.
  • 12. 12 12 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Criteria to Determining if a Statement is a Best Practice – Is the Statement Practical, Do-able and will it Add Value? Answer should be “Yes” or best practice should not be considered. Data Governance Best Practices and Lessons Learned Criteria used to Determine if a Practice is a Best Practice
  • 13. 13 13 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Criteria to Determining if a Statement is a Best Practice – Is the Program At Risk if the practice is not achieved? Answer should be “Yes” or best practice should not be considered. Data Governance Best Practices and Lessons Learned Criteria used to Determine if a Practice is a Best Practice
  • 14. 14 14 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Best Practice Around Creating a Best Practice Document – First Document Created for Data Governance – Basis of the Assessment – Underline words to be defined elsewhere – Present tense versus Future tense – Typically 4-6 Best Practice – Analyze from a Business and Technical Perspective – Verbose versus To The Point Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 15. 15 15 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • The Top Five Data Governance Program Best Practices are: 1. Senior Management Support, Sponsorship & Understanding 2. Resources Must Be Applied 3. Roles & Responsibilities Must Be Clearly Defined 4. Goals, Scope, Expectation, Measures Must Be Clearly Defined 5. Must Be Done Consistently Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 16. 16 16 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Best Practice from an Insurance Company: – There is a High-Level of Senior Management Support, Sponsorship, and Understanding of the activities of the Program and Team. Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 17. 17 17 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Best Practice from an Insurance Company: – A team of cross-Departmental resources as well as a dedicated program manager are accountable for the definition, development, implementation and sustainability of the Program on a consistent and continual basis. – This group will be known as the Planning Team during the program development phase and as the Program Team upon deployment of the program. Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 18. 18 18 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Best Practice from an Insurance Company: – The Measurements of Success (and how they will be measured) of the program are well defined and communicated with Senior Management and Stakeholders within the organization. Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 19. 19 19 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Best Practice from an Insurance Company: – The Goals, Objectives, Scope, and Rules of Engagement of the Program and Team are well defined and communicated. Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 20. 20 20 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Best Practice from a Government Agency: – There is a High-Level of Senior Management Support, Sponsorship and Understanding, of the activities of Data Governance and the Data Governance Office. Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 21. 21 21 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Best Practice from a Government Agency: – Data Governance is considered an ON-GOING PROGRAM rather than a PROJECT, with a dedicated resource or group of resources responsible for the definition, development, execution, and sustainability of the Data Governance Program on a continual basis. Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 22. 22 22 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Best Practice from a Government Agency: – Data Governance Policy is required as the backbone of making the action and assurance of governing data “not optional”. Data Governance is applied to business data, technical data, master data and metadata consistently across the organization. Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 23. 23 23 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Best Practice from a Government Agency: – The goals, scope, roles with expectations, and measurements of success of the Data Governance Program are well defined and communicated with the Business Units, the Functional Tracks (Teams), the Project Teams and the Information Technology areas of the organization. Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 24. 24 24 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Best Practice from an Education Company: – For Data Governance to be successful there will need to be a High Level of Senior Management Support and Understanding of the activities of the Data Governance Team, the roles defined in the Data Governance Operating Model, and specific examples of where Data Governance will add value. Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 25. 25 25 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Best Practice from an Education Company: – Select staff must be committed to the definition, development, execution and sustainability of the Data Governance Program on a continual basis. This group will be known as the Data Governance Team and will be lead by Information Technology in partnership with Corporate Risk Governance with subject matter expertise from Strategic Business Units and Shared Corporate Functions. Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 26. 26 26 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Best Practice from an Education Company: – The Data Governance Principles will be applied consistently and continuously to data that is defined, produced and used for Enterprise Reporting. The initial focus of the Data Governance Program will be directed at improving the quality, understandability and value of data that drives metrics for Academics Reporting. Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 27. 27 27 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • The Top Five Data Governance Program Best Practices are: REPEATED 1. Senior Management Support, Sponsorship & Understanding 2. Resources Must Be Applied 3. Roles & Responsibilities Must Be Clearly Defined 4. Goals, Scope, Expectation, Measures Must Be Clearly Defined 5. Must Be Done Consistently Data Governance Best Practices and Lessons Learned Defining Data Governance Best Practices
  • 28. 28 28 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Steps to Assessing Your Organization Against Best Practices – For each best practice: • Define why the best practice is a best practice for your organization. Data Governance Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice
  • 29. 29 29 Copyright © 2017 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 Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice • Steps to Assessing Your Organization Against Best Practices – For each best practice: • Articulate the present actions that support to best practice.
  • 30. 30 30 Copyright © 2017 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 Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice • Steps to Assessing Your Organization Against Best Practices – For each best practice: • Articulate where there are opportunities to improve toward the best practice.
  • 31. 31 31 Copyright © 2017 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 Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice • Steps to Assessing Your Organization Against Best Practices – For each best practice: • Articulate the gaps between your present practices and best practice.
  • 32. 32 32 Copyright © 2017 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 Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice • Steps to Assessing Your Organization Against Best Practices – For each best practice: • Articulate the risks associated with the gap.
  • 33. 33 33 Copyright © 2017 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 Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice • Steps to Assessing Your Organization Against Best Practices – For each best practice: • Use this information to recommend steps toward the best practice.
  • 34. 34 34 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Sample Recommendations from a Best Practice Assessment – Define, Recognize and Deploy the Data Governance Operating Model of Roles & Responsibilities Data Governance Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice
  • 35. 35 35 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Sample Recommendations from a Best Practice Assessment – Define, Recognize and Deploy the Data Governance Operating Model of Roles & Responsibilities Data Governance Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice
  • 36. 36 36 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Sample Recommendations from a Best Practice Assessment – Create, Deliver and Act on a Data Governance Communications Plan Data Governance Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice
  • 37. 37 37 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Sample Recommendations from a Best Practice Assessment – Create, Deliver and Act on a Data Governance Communications Plan Data Governance Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice
  • 38. 38 38 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Sample Recommendations from a Best Practice Assessment – Organize, Staff and Deploy the Data Governance Team Data Governance Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice
  • 39. 39 39 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Sample Recommendations from a Best Practice Assessment – Organize, Staff and Deploy the Data Governance Team Data Governance Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice DATA GOVERNANCE OFFICE DATA GOVERNANCE PLANNING TEAM DATA GOVERNANCE EXECUTION COMMUNITIES DATA GOVERNANCE PARTICIPATION MODEL
  • 40. 40 40 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Sample Recommendations from a Best Practice Assessment – Incrementally Roll Out the Data Governance Practice Into Business Areas by Concisely Defining / Formalizing the Actions of Participants. Data Governance Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice
  • 41. 41 41 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Sample Recommendations from a Best Practice Assessment – Incrementally Roll Out the Data Governance Practice Into Business Areas by Concisely Defining / Formalizing the Actions of Participants. Data Governance Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice DATA GOVERNANCE ROADMAP TIMELINE DEVELOP AND COMMUNICATE METRICS ASSOCIATED WITH PROTECTING DATA AND MAKING DATA AVAILABLE IDENTIFY AND ENGAGE PROGRAMS THAT ARE ACCOUNTABLE FOR GOVERNING DATA DEVELOP AND COMMUNICATE DATA GOVERNANCE POLICY AND MINIMUM GOVERNANCE STANDARDS FOR PROGRAMS TO FOLLOW REVIEW POLICIES AND PROCEDURES FOR DATA PROTECTION AND ACCESS DEFINE ROLES AND IDENTIFY RESOURCE(S) TO ADMINISTER THE PROGRAM DEVELOP A DATA GOVERNANCE COMMUNICATION PLAN AND DELIVER COMMUNICATIONS TO INCREASE AWARENESS ACTIONABLESTREAMS NOTIONAL TIMELINE FEB 17 MAR 17 APR 17 MAY 17 JUN 17 JUL 17 AUG 17 SEP 17 1 3 2 4 5 6 FEB 17 MAR 17 APR 17 MAY 17 JUN 17 JUL 17 AUG 17 SEP 17
  • 42. 42 42 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Sample Recommendations from a Best Practice Assessment – Deliver a Data Governance Documentation Platform Data Governance Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice
  • 43. 43 43 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Sample Recommendations from a Best Practice Assessment – Deliver a Data Governance Documentation Platform Data Governance Best Practices and Lessons Learned Assess Your Organization Against Industry Best Practice Data Dictionary Business Metadata Business Explanation of Data in Systems Data Systems, Databases, Reference (Code) Data, Technical Metadata Vocabulary Semantic Level Terminology Business Language We Use MapstoHowUsed Maps to Multiple Business Term Standard Data Name System Data Name Business System Data Name Business System Data Name Business System Data Name
  • 44. 44 44 Copyright © 2017 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 Best Practices and Lessons Learned Assessing Risks Associated with Best Practice Gaps • Examples of Client Risks Associated with Gaps1 – The largest risk to the program is that priorities will change and that departments may lose interest and representation will falter. – The biggest risk is that there is not a commitment from Senior Management that data governance will be communicated regularly to operation level staff for the program to successfully protect sensitive data. – A risk to this company is that the Data Governance Office is made up of people “voluntold” to participate and that resources are not being applied to assure that access to data will be efficient and effective. – The Data Governance Planning Team identified potential budget issues and changes in priorities as the largest risks to the successful and sustainable implementation of a Data Governance program.
  • 45. 45 45 Copyright © 2017 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 Best Practices and Lessons Learned Assessing Risks Associated with Best Practice Gaps • Examples of Client Risks Associated with Gaps2 – The planning team stated data protection awareness training is limited, and not currently monitored or enforced consistently across the organization. – The planning team stated developing procedures for communicating and enforcing policy take significant time and effort, and are inconsistently applied. – It is a large risk that, without detailed policies and procedures in place to communicate and enforce the policies, the Data Governance program will be at risk of not achieving its goal of consistent data quality across the company.
  • 46. 46 46 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Get the Business to Tell You Where Data Governance will Add Value for the Business. Data Governance Best Practices and Lessons Learned Addressing Opportunities to Improve
  • 47. 47 47 Copyright © 2017 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 Best Practices and Lessons Learned Addressing Opportunities to Improve • My Favorite Question to Get the Business to Speak Up “What can’t you do that you want to do because you don’t have the data to do it?” • What can’t you do … • that you want to do … • because you don’t have the data to do it …
  • 48. 48 48 Copyright © 2017 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 to Get the Business to Describe the Value Add1 1. What data / metadata do you use most often to achieve your objectives? 2. What is the primary source / system used by your area to obtain the data / metadata? Who do go to get information about this source / system / data / metadata? 3. What processes consume the data / metadata? 4. Do these processes have data / metadata challenges? If so, what are they? 5. What is the product or customer impact? How has this been tracked or measured? Data Governance Best Practices and Lessons Learned Addressing Opportunities to Improve
  • 49. 49 49 Copyright © 2017 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 to Get the Business to Describe the Value Add2 6. Is there an associated risk – brand, compliance, legal, etc.? 7. What is the operational impact (e.g. money, FTEs, manual work-around, etc.) of the challenges? Have you tracked or quantified these impacts? 8. What other impacts should be noted? 9. Have you identified potential solutions? If so, what is the status of these solutions – Scoped, Funded, Planned, In-Flight, etc.? 10. What data / information is on your “wish list” that would better enable your area to deliver on our Core Competencies? Data Governance Best Practices and Lessons Learned Addressing Opportunities to Improve
  • 50. 50 50 Copyright © 2017 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • During this webinar I discussed: – How to Define Data Governance Best Practices for Your Organization – Criteria Used to Determine if a Practice is Best Practice – How to Assess Your Organization Against Industry Best Practice – Assessing Risks Associated with Best Practice Gaps – Addressing Opportunities to Improve Gaps Uncovered in the Assessment Data Governance Best Practices and Lessons Learned Today’s Webinar
  • 51. 51 51 Copyright © 2017 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 Data Governance Best Practices and Lessons Learned Summary Happy Thanksgiving!
  • 52. 52 52 Copyright © 2017 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, rseiner@tdan.com @RSeiner @TDAN_com Data Governance Best Practices and Lessons Learned Contact Information