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
How to Govern Your Master Data
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
December 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
January 17, 2019 – What’s a Data Steward to do?
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
Enterprise Data Governance Online 2019 (EDGO) – Virtual Conference – January 23, 2019
Enterprise Data World 2019 (EDW) – Boston, MA – March 17-22, 2019
Data Governance and Information Quality Conference 2019 (DGIQ) – San Diego, CA – June 3-7, 2019
• Non-Invasive Data Governance Online Learning Plan
DATAVERSITY Training Center
https://training.dataversity.net
• The Data Administration Newsletter (TDAN.com)
Twice Monthly – Articles, Columns, Blogs and Features
Produced by DATAVERSITY – Subscribe for emails
• KIK Consulting & Educational Services
KIKConsulting.com
Home of Non-Invasive Data Governance™
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 this webinar I will discuss:
– The Connection between Master Data and Data Governance
– Why and How Master Data needs to be Governed
– Applying Governance Roles and Actions to Master Data Processes
– Whether there is Such a Thing as Master Data Governance
– The Value Data Governance Brings to Master Data
How to Govern Your Master Data
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.
How to Govern Your Master Data
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.
How to Govern Your Master Data
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
• The connection between DG and MDM is very explainable.
• Governance is authority.
• Master data is the authoritative data.
• Governance is the activity that assures that the Master Data is authoritative.
• Without Data Governance can Master Data be the authoritative source?
How to Govern Your Master Data
The Connection between Master Data and Data Governance
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
• What does it mean to “Master” something?
– To become very skilled in or knowledgeable about.
– To overcome or defeat.
– To become the “Go To” version of something that everybody can trust.
How to Govern Your Master Data
The Connection between Master Data and Data Governance
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
• What does it mean to “Master” data?
– To provide data a single authoritative source and use it across multiple
systems, applications, and/or processes.
– To provide a single source of business data used across all systems,
applications, and processes for an entire enterprise.
How to Govern Your Master Data
The Connection between Master Data and Data Governance
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
• The top avoidable mistakes of Data Governance and MDM are quite similar.
How to Govern Your Master Data
The Connection between Master Data and Data Governance
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
• Top Avoidable Governance & MDM Mistakes:
– Lack of Executive & Strategic Level Understanding & Support
– Lack of Program Accountability & Responsibility
– Lack of Definition of Best Practices as a Target Behavior
– Lack of Critical Analysis of Present Environment
– Inability to Select & Follow Suitable Approach
How to Govern Your Master Data
The Connection between Master Data and Data Governance
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
• More Top Avoidable Governance & MDM Mistakes:
– Lack of Planning and Ability to Support Meaningful Initiatives
– Framework of Roles & Responsibilities
– Making Data Governance & Data Quality Optional
– Lack of Focus on Communications
– Improper Expectations of the Quality of the Data
– Failure to Stay Iterative and Incremental in the Approach
How to Govern Your Master Data
The Connection between Master Data and Data Governance
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
• Master Data as Data
– Data by Master Subject Area
– Data by Domain and Sub-Domain
– Data as System of Record or Single Point of Truth
• Master Data as a Process
– Process of Defining Data
– Process of Producing Data
– Process of Using Data
How to Govern Your Master Data
Why and How Master Data needs to be Governed
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
• Master Data as Data focused:
– Data Quality
– Data Security
– Data Usage
– Data Structure and Design (logical data model)
– Data Storage (volume requirements)
– Data Movement (extraction, transformation, load)
– Data Function Requirements
– Data System Requirements
How to Govern Your Master Data
Why and How Master Data needs to be Governed
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
• Master Data as Process focused:
• Governing the Process associated with Master …
– Data Structure and Design (logical data model)
– Data Storage (volume requirements)
– Data Movement (extraction, transformation, load)
– Data Security
– Data Quality
– Data Usage
– Data Function Requirements
– Data System Requirements
How to Govern Your Master Data
Why and How Master Data needs to be Governed
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
• Data Structure and Design (logical data model)
• Governing the …
– Design and the Structure of the Master Data
– Meta-Data Associated w/the Master Data (Definition, Rules, …)
– Accessibility to the Meta-Data
– Validation and Approval of the Structure and Design
How to Govern Your Master Data
Why and How Master Data needs to be Governed
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
• Data Storage (volume requirements)
• Governing the …
– Master Data Storage
– Volume Present and for Growth (Future Requirements)
– Security of the Master Data Resource
– Retention and Life Cycle of the Master Data
– Backup and Recovery of the Master Data
How to Govern Your Master Data
Why and How Master Data needs to be Governed
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
• Data Movement (extraction, transformation, load)
• Governing the …
– Movement of the Master Data
– Selection of Data to be Master Data
– Transformation of Data
– Loading of Data into the Master Data Resource
– Migration and Conversion of the Data
How to Govern Your Master Data
Why and How Master Data needs to be Governed
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
• Data Security
• Governing the …
– Security of the Master Data
– Classification and Handling of the Master Data
– Accessibility of the Data
– Risk Associated with Master Data
How to Govern Your Master Data
Why and How Master Data needs to be Governed
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
• Data Quality
• Governing the …
– Quality and Certification of Master Data
– Definition of Standards and Values
– Collection and Publication of Standards
– Process of Recording Data Quality Issues
– Process of Resolving Data Quality Issues
How to Govern Your Master Data
Why and How Master Data needs to be Governed
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
• Data Usage
• Governing the …
– Use of Master Data
– Definition and Production of the Master Data
– Who Can Access and See the Data
– Understanding of the Master Data
– Production and Distribution of Reports and Data
– Audit and Compliance of the Data
How to Govern Your Master Data
Why and How Master Data needs to be Governed
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
• Data Function Requirements
• Governing the …
– Process of Defining Functional Requirements for Master Data
– Documentation of the Requirements
– Approval of the Requirements
– Process of Meeting Functional Requirements
How to Govern Your Master Data
Why and How Master Data needs to be Governed
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
• Data System Requirements
• Governing the …
– Process of Defining System Requirements for Master Data
– Documentation of the Requirements
– Approval of the Requirements
– Process of Meeting System Requirements
– Design Constraints
– Performance Requirements
– Data Quality and Production Support Requirements
– Usability Requirements
How to Govern Your Master Data
Why and How Master Data needs to be Governed
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
• The Components of Master Data Governance Roles:
– The Levels
– The Domains
– The Diagrams
– The Roles
– The Responsibilities
How to Govern Your Master Data
Applying Governance Roles and Actions to Master Data Processes
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
• The Levels of Master Data Governance Roles:
– Executive Level – Enterprise Leadership
– Strategic Level – Business Area Leadership
– Tactical Level – Cross Business Area Accountability
– Operational Level – Per Business Area Accountability
– Support Level – Sustenance & Supportive Accountability
How to Govern Your Master Data
Applying Governance Roles and Actions to Master Data Processes
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
How to Govern Your Master Data
Applying Governance Roles and Actions to Master Data Processes
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
• Govern Domains of Master Data
– Focus on a specific subject areas
– Usage of subject area in the name of the program indicates MDM
• Customer Data Governance
• Supplier Data Governance
• Financial Data Governance
• Medical Data Governance
How to Govern Your Master Data
Applying Governance Roles and Actions to Master Data Processes
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
• Sample Domains
– Subject Areas
• Customer
• Supplier
• Product
• Material
• Finance
• Employee
• Student
• Facility
How to Govern Your Master Data
Applying Governance Roles and Actions to Master Data Processes
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
How to Govern Your Master Data
Applying Governance Roles and Actions to Master Data Processes
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
How to Govern Your Master Data
Applying Governance Roles and Actions to Master Data Processes
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
• So … Is there such a thing as Master Data Governance?
– Yes!
– Master Data Governance is when you focus your Data Governance
program on improving the value of your organization’s Master Data.
– Master Data Governance is the discipline of assuring the data that is
provided as part of the MDM solution is of high value.
– Master Data Governance focuses on the steps of the process that we
follow to master our data.
How to Govern Your Master Data
Whether there is Such a Thing as Master Data Governance
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
• So … Is there such a thing as Master Data Governance?
– No!
– There is a single discipline called Data Governance.
– The discipline does not require the adjective that specifies which data is
being governed.
– The roles & responsibilities of the program and how data governance is
applied to process is the same (at least similar) for all types of data.
– Master Data Governance is not a separate program.
How to Govern Your Master Data
Whether there is Such a Thing as Master Data Governance
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
• How do I go about Mastering Data Governance?
– Not a single institution that can certify you in MDG.
– Learn from information available from the multitude of sources.
– Follow a Best Practice approach to implementing Data Governance.
– Share experiences with other practitioners.
– Attend future webinars and conferences that address the topic.
– Learn from experience.
How to Govern Your Master Data
Whether there is Such a Thing as Master Data Governance
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
• Is it important that YOU “Master” your Data Governance skills?
– Many organizations are focusing their initial implementations of Data
Governance on a single domain (subject area) of data.
– The development of Master Data Governance skills are repeatable and
transferrable across different Master Data subject areas.
– The development of Master Data Governance skills can also be applied to
Data Governance implementations that target different behaviors.
• Bottom Line:
– Master Data Governance is a very valuable skill to have.
How to Govern Your Master Data
Whether there is Such a Thing as Master Data Governance
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
• Pro-Active Master Data Governance
– Build application of stewards into existing project management methodology
• Reactive Master Data Governance
– Build application of stewards into data quality methodology
– Build application of stewards into issue resolution process
34
How to Govern Your Master Data
The Value Data Governance Brings to Master Data
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
How to Govern Your Master Data
The Value Data Governance Brings to Master Data
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
How to Govern Your Master Data
The Value Data Governance Brings to Master Data
36
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
• Master Data Metadata Change Management in …
– Semantic Layer – Vocabulary – Pure Business Terminology
– Business Metadata – Dictionaries & Standards
– Technical Metadata – Technical Environment (DBMS Catalog, ETL …)
How to Govern Your Master Data
The Value Data Governance Brings to Master Data
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
MapstoHowUsed
How to Govern Your Master Data
The Value Data Governance Brings to Master Data
39
39
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
DataGovernanceMetadataPlatform
(artifact)
How to Govern Your Master Data
The Value Data Governance Brings to Master Data
40
40
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 this webinar I discussed:
– The connection between Master Data and Data Governance
– Why and how Master Data needs to be governed
– Applying Governance Roles and Actions to Master Data Processes
– Whether there is Such a Thing as Master Data Governance
– The Value Data Governance Brings to Master Data
How to Govern Your Master Data
Summary
41
41
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
Summary
• Reminder – Next Month – Real-World Data Governance Webinar Series
What’s a Data Steward to do?
January 17th, 2018 – 2 pm ET
Sign up at TDAN.com, Dataversity.net, KIKConulting.com
42
42
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 #RWDG
Real-World Data Governance
Contact Information

More Related Content

What's hot

The Missing Link in Enterprise Data Governance - Automated Metadata Management
The Missing Link in Enterprise Data Governance - Automated Metadata ManagementThe Missing Link in Enterprise Data Governance - Automated Metadata Management
The Missing Link in Enterprise Data Governance - Automated Metadata Management
DATAVERSITY
 
Data Management vs Data Strategy
Data Management vs Data StrategyData Management vs Data Strategy
Data Management vs Data Strategy
DATAVERSITY
 
Webinar: Maximizing Your Potential with Data Leadership
Webinar: Maximizing Your Potential with Data LeadershipWebinar: Maximizing Your Potential with Data Leadership
Webinar: Maximizing Your Potential with Data Leadership
DATAVERSITY
 
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 ...
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
 
The Missed Promise of Hadoop and New and Emerging Technologies
The Missed Promise of Hadoop and New and Emerging TechnologiesThe Missed Promise of Hadoop and New and Emerging Technologies
The Missed Promise of Hadoop and New and Emerging Technologies
DATAVERSITY
 
Balancing Data and Processes to Achieve Organizational Maturity
Balancing Data and Processes to Achieve Organizational MaturityBalancing Data and Processes to Achieve Organizational Maturity
Balancing Data and Processes to Achieve Organizational Maturity
DATAVERSITY
 
RWDG Slides: Stay Non-Invasive in Your Data Governance Approach
RWDG Slides: Stay Non-Invasive in Your Data Governance ApproachRWDG Slides: Stay Non-Invasive in Your Data Governance Approach
RWDG Slides: Stay Non-Invasive in Your Data Governance Approach
DATAVERSITY
 
Data Governance Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best Practices
DATAVERSITY
 
RWDG Slides: Corporate Data Governance - The CDO is the Data Governance Chief
RWDG Slides: Corporate Data Governance - The CDO is the Data Governance ChiefRWDG Slides: Corporate Data Governance - The CDO is the Data Governance Chief
RWDG Slides: Corporate Data Governance - The CDO is the Data Governance Chief
DATAVERSITY
 
Building Effective Data Visualizations
Building Effective Data VisualizationsBuilding Effective Data Visualizations
Building Effective Data Visualizations
DATAVERSITY
 
RWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance PerformanceRWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance Performance
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
 
Data Quality Strategies
Data Quality StrategiesData Quality Strategies
Data Quality Strategies
DATAVERSITY
 
RWDG Slides: Building a Data Governance Roadmap
RWDG Slides: Building a Data Governance RoadmapRWDG Slides: Building a Data Governance Roadmap
RWDG Slides: Building a Data Governance Roadmap
DATAVERSITY
 
Advanced Databases and Knowledge Management
Advanced Databases and Knowledge ManagementAdvanced Databases and Knowledge Management
Advanced Databases and Knowledge Management
DATAVERSITY
 
Accelerate Your Move to the Cloud with Data Catalogs and Governance
Accelerate Your Move to the Cloud with Data Catalogs and GovernanceAccelerate Your Move to the Cloud with Data Catalogs and Governance
Accelerate Your Move to the Cloud with Data Catalogs and Governance
DATAVERSITY
 
Data-Centric Analytics and Understanding the Full Data Supply Chain
Data-Centric Analytics and Understanding the Full Data Supply ChainData-Centric Analytics and Understanding the Full Data Supply Chain
Data-Centric Analytics and Understanding the Full Data Supply Chain
DATAVERSITY
 
Seiner dataversity-rwdg2017-05-operating modelofdatagovernanceroles-20170518f...
Seiner dataversity-rwdg2017-05-operating modelofdatagovernanceroles-20170518f...Seiner dataversity-rwdg2017-05-operating modelofdatagovernanceroles-20170518f...
Seiner dataversity-rwdg2017-05-operating modelofdatagovernanceroles-20170518f...
DATAVERSITY
 
Formalize Data Governance with Policies and Procedures
Formalize Data Governance with Policies and ProceduresFormalize Data Governance with Policies and Procedures
Formalize Data Governance with Policies and Procedures
DATAVERSITY
 

What's hot (20)

The Missing Link in Enterprise Data Governance - Automated Metadata Management
The Missing Link in Enterprise Data Governance - Automated Metadata ManagementThe Missing Link in Enterprise Data Governance - Automated Metadata Management
The Missing Link in Enterprise Data Governance - Automated Metadata Management
 
Data Management vs Data Strategy
Data Management vs Data StrategyData Management vs Data Strategy
Data Management vs Data Strategy
 
Webinar: Maximizing Your Potential with Data Leadership
Webinar: Maximizing Your Potential with Data LeadershipWebinar: Maximizing Your Potential with Data Leadership
Webinar: Maximizing Your Potential with Data Leadership
 
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 ...
 
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
 
The Missed Promise of Hadoop and New and Emerging Technologies
The Missed Promise of Hadoop and New and Emerging TechnologiesThe Missed Promise of Hadoop and New and Emerging Technologies
The Missed Promise of Hadoop and New and Emerging Technologies
 
Balancing Data and Processes to Achieve Organizational Maturity
Balancing Data and Processes to Achieve Organizational MaturityBalancing Data and Processes to Achieve Organizational Maturity
Balancing Data and Processes to Achieve Organizational Maturity
 
RWDG Slides: Stay Non-Invasive in Your Data Governance Approach
RWDG Slides: Stay Non-Invasive in Your Data Governance ApproachRWDG Slides: Stay Non-Invasive in Your Data Governance Approach
RWDG Slides: Stay Non-Invasive in Your Data Governance Approach
 
Data Governance Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best Practices
 
RWDG Slides: Corporate Data Governance - The CDO is the Data Governance Chief
RWDG Slides: Corporate Data Governance - The CDO is the Data Governance ChiefRWDG Slides: Corporate Data Governance - The CDO is the Data Governance Chief
RWDG Slides: Corporate Data Governance - The CDO is the Data Governance Chief
 
Building Effective Data Visualizations
Building Effective Data VisualizationsBuilding Effective Data Visualizations
Building Effective Data Visualizations
 
RWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance PerformanceRWDG: Measuring Data Governance Performance
RWDG: Measuring Data Governance Performance
 
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
 
Data Quality Strategies
Data Quality StrategiesData Quality Strategies
Data Quality Strategies
 
RWDG Slides: Building a Data Governance Roadmap
RWDG Slides: Building a Data Governance RoadmapRWDG Slides: Building a Data Governance Roadmap
RWDG Slides: Building a Data Governance Roadmap
 
Advanced Databases and Knowledge Management
Advanced Databases and Knowledge ManagementAdvanced Databases and Knowledge Management
Advanced Databases and Knowledge Management
 
Accelerate Your Move to the Cloud with Data Catalogs and Governance
Accelerate Your Move to the Cloud with Data Catalogs and GovernanceAccelerate Your Move to the Cloud with Data Catalogs and Governance
Accelerate Your Move to the Cloud with Data Catalogs and Governance
 
Data-Centric Analytics and Understanding the Full Data Supply Chain
Data-Centric Analytics and Understanding the Full Data Supply ChainData-Centric Analytics and Understanding the Full Data Supply Chain
Data-Centric Analytics and Understanding the Full Data Supply Chain
 
Seiner dataversity-rwdg2017-05-operating modelofdatagovernanceroles-20170518f...
Seiner dataversity-rwdg2017-05-operating modelofdatagovernanceroles-20170518f...Seiner dataversity-rwdg2017-05-operating modelofdatagovernanceroles-20170518f...
Seiner dataversity-rwdg2017-05-operating modelofdatagovernanceroles-20170518f...
 
Formalize Data Governance with Policies and Procedures
Formalize Data Governance with Policies and ProceduresFormalize Data Governance with Policies and Procedures
Formalize Data Governance with Policies and Procedures
 

Similar to How to Govern Your Master Data

RWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data GovernanceRWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data Governance
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 Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in ActionRWDG Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in Action
DATAVERSITY
 
RWDG Webinar: Metadata to Support Data Governance
RWDG Webinar: Metadata to Support Data GovernanceRWDG Webinar: Metadata to Support Data Governance
RWDG Webinar: Metadata to Support Data Governance
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 Slides: The Stewardship Approach to Data Governance
RWDG Slides: The Stewardship Approach to Data GovernanceRWDG Slides: The Stewardship Approach to Data Governance
RWDG Slides: The Stewardship Approach to Data Governance
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: Three Ways to Manage Your Data Stewards
RWDG Slides: Three Ways to Manage Your Data StewardsRWDG Slides: Three Ways to Manage Your Data Stewards
RWDG Slides: Three Ways to Manage Your Data Stewards
DATAVERSITY
 
RWDG Webinar Everybody is a Data Steward
RWDG Webinar Everybody is a Data StewardRWDG Webinar Everybody is a Data Steward
RWDG Webinar Everybody is a Data Steward
DATAVERSITY
 
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
DATAVERSITY
 
RWDG Slides: Using Agile to Justify Data Governance
RWDG Slides: Using Agile to Justify Data GovernanceRWDG Slides: Using Agile to Justify Data Governance
RWDG Slides: Using Agile to Justify Data Governance
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
 
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
DATAVERSITY
 
Using Data Governance to Protect Sensitive Data
Using Data Governance to Protect Sensitive DataUsing Data Governance to Protect Sensitive Data
Using Data Governance to Protect Sensitive Data
DATAVERSITY
 
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
DATAVERSITY
 
Everybody is a Data Steward – Get Over It!
Everybody is a Data Steward – Get Over It!Everybody is a Data Steward – Get Over It!
Everybody is a Data Steward – Get Over It!
DATAVERSITY
 
RWDG Slides: Activate Your Data Governance Policy
RWDG Slides: Activate Your Data Governance PolicyRWDG Slides: Activate Your Data Governance Policy
RWDG Slides: Activate Your Data Governance Policy
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 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
DATAVERSITY
 
Activate Data Governance Using the Data Catalog
Activate Data Governance Using the Data CatalogActivate Data Governance Using the Data Catalog
Activate Data Governance Using the Data Catalog
DATAVERSITY
 

Similar to How to Govern Your Master Data (20)

RWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data GovernanceRWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data Governance
 
RWDG Slides: Applying Governance to Business Processes
RWDG Slides: Applying Governance to Business ProcessesRWDG Slides: Applying Governance to Business Processes
RWDG Slides: Applying Governance to Business Processes
 
RWDG Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in ActionRWDG Slides: Master Data Governance in Action
RWDG Slides: Master Data Governance in Action
 
RWDG Webinar: Metadata to Support Data Governance
RWDG Webinar: Metadata to Support Data GovernanceRWDG Webinar: Metadata to Support Data Governance
RWDG Webinar: Metadata to Support Data Governance
 
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 Slides: The Stewardship Approach to Data Governance
RWDG Slides: The Stewardship Approach to Data GovernanceRWDG Slides: The Stewardship Approach to Data Governance
RWDG Slides: The Stewardship Approach to Data Governance
 
RWDG 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: Three Ways to Manage Your Data Stewards
RWDG Slides: Three Ways to Manage Your Data StewardsRWDG Slides: Three Ways to Manage Your Data Stewards
RWDG Slides: Three Ways to Manage Your Data Stewards
 
RWDG Webinar Everybody is a Data Steward
RWDG Webinar Everybody is a Data StewardRWDG Webinar Everybody is a Data Steward
RWDG Webinar Everybody is a Data Steward
 
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 Slides: Using Agile to Justify Data Governance
RWDG Slides: Using Agile to Justify Data GovernanceRWDG Slides: Using Agile to Justify Data Governance
RWDG Slides: Using Agile to Justify Data Governance
 
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
 
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
 
Using Data Governance to Protect Sensitive Data
Using Data Governance to Protect Sensitive DataUsing Data Governance to Protect Sensitive Data
Using Data Governance to Protect Sensitive Data
 
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
 
Everybody is a Data Steward – Get Over It!
Everybody is a Data Steward – Get Over It!Everybody is a Data Steward – Get Over It!
Everybody is a Data Steward – Get Over It!
 
RWDG Slides: Activate Your Data Governance Policy
RWDG Slides: Activate Your Data Governance PolicyRWDG Slides: Activate Your Data Governance Policy
RWDG Slides: Activate Your Data Governance Policy
 
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
 
Activate Data Governance Using the Data Catalog
Activate Data Governance Using the Data CatalogActivate Data Governance Using the Data Catalog
Activate Data Governance Using the Data Catalog
 

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
 
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
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data Literacy
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
 
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 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
 

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 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
 

Recently uploaded

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
 
Global Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headedGlobal Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headed
vikram sood
 
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
 
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
 
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
 
The Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series DatabaseThe Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series Database
javier ramirez
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
74nqk8xf
 
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
一比一原版(UofS毕业证书)萨省大学毕业证如何办理一比一原版(UofS毕业证书)萨省大学毕业证如何办理
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
v3tuleee
 
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
 
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
Walaa Eldin Moustafa
 
Influence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business PlanInfluence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business Plan
jerlynmaetalle
 
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
 
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
 
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
 
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdf
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdfEnhanced Enterprise Intelligence with your personal AI Data Copilot.pdf
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdf
GetInData
 
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
 
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
 
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
 
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdf
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdfUnleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdf
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdf
Enterprise Wired
 
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
 

Recently uploaded (20)

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
 
Global Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headedGlobal Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headed
 
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...
 
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
 
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
 
The Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series DatabaseThe Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series Database
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
 
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
一比一原版(UofS毕业证书)萨省大学毕业证如何办理一比一原版(UofS毕业证书)萨省大学毕业证如何办理
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
 
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
 
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
 
Influence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business PlanInfluence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business Plan
 
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
 
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...
 
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
 
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdf
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdfEnhanced Enterprise Intelligence with your personal AI Data Copilot.pdf
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdf
 
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
 
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
 
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
 
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdf
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdfUnleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdf
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdf
 
Adjusting OpenMP PageRank : SHORT REPORT / NOTES
Adjusting OpenMP PageRank : SHORT REPORT / NOTESAdjusting OpenMP PageRank : SHORT REPORT / NOTES
Adjusting OpenMP PageRank : SHORT REPORT / NOTES
 

How to Govern Your Master Data

  • 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 How to Govern Your Master Data Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com December 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 January 17, 2019 – What’s a Data Steward to do? 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 Enterprise Data Governance Online 2019 (EDGO) – Virtual Conference – January 23, 2019 Enterprise Data World 2019 (EDW) – Boston, MA – March 17-22, 2019 Data Governance and Information Quality Conference 2019 (DGIQ) – San Diego, CA – June 3-7, 2019 • Non-Invasive Data Governance Online Learning Plan DATAVERSITY Training Center https://training.dataversity.net • The Data Administration Newsletter (TDAN.com) Twice Monthly – Articles, Columns, Blogs and Features Produced by DATAVERSITY – Subscribe for emails • KIK Consulting & Educational Services KIKConsulting.com Home of Non-Invasive Data Governance™
  • 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 this webinar I will discuss: – The Connection between Master Data and Data Governance – Why and How Master Data needs to be Governed – Applying Governance Roles and Actions to Master Data Processes – Whether there is Such a Thing as Master Data Governance – The Value Data Governance Brings to Master Data How to Govern Your Master Data 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. How to Govern Your Master Data 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. How to Govern Your Master Data 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 • The connection between DG and MDM is very explainable. • Governance is authority. • Master data is the authoritative data. • Governance is the activity that assures that the Master Data is authoritative. • Without Data Governance can Master Data be the authoritative source? How to Govern Your Master Data The Connection between Master Data and Data Governance
  • 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 • What does it mean to “Master” something? – To become very skilled in or knowledgeable about. – To overcome or defeat. – To become the “Go To” version of something that everybody can trust. How to Govern Your Master Data The Connection between Master Data and Data Governance
  • 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 • What does it mean to “Master” data? – To provide data a single authoritative source and use it across multiple systems, applications, and/or processes. – To provide a single source of business data used across all systems, applications, and processes for an entire enterprise. How to Govern Your Master Data The Connection between Master Data and Data Governance
  • 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 • The top avoidable mistakes of Data Governance and MDM are quite similar. How to Govern Your Master Data The Connection between Master Data and Data Governance
  • 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 • Top Avoidable Governance & MDM Mistakes: – Lack of Executive & Strategic Level Understanding & Support – Lack of Program Accountability & Responsibility – Lack of Definition of Best Practices as a Target Behavior – Lack of Critical Analysis of Present Environment – Inability to Select & Follow Suitable Approach How to Govern Your Master Data The Connection between Master Data and Data Governance
  • 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 • More Top Avoidable Governance & MDM Mistakes: – Lack of Planning and Ability to Support Meaningful Initiatives – Framework of Roles & Responsibilities – Making Data Governance & Data Quality Optional – Lack of Focus on Communications – Improper Expectations of the Quality of the Data – Failure to Stay Iterative and Incremental in the Approach How to Govern Your Master Data The Connection between Master Data and Data Governance
  • 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 • Master Data as Data – Data by Master Subject Area – Data by Domain and Sub-Domain – Data as System of Record or Single Point of Truth • Master Data as a Process – Process of Defining Data – Process of Producing Data – Process of Using Data How to Govern Your Master Data Why and How Master Data needs to be Governed
  • 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 • Master Data as Data focused: – Data Quality – Data Security – Data Usage – Data Structure and Design (logical data model) – Data Storage (volume requirements) – Data Movement (extraction, transformation, load) – Data Function Requirements – Data System Requirements How to Govern Your Master Data Why and How Master Data needs to be Governed
  • 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 • Master Data as Process focused: • Governing the Process associated with Master … – Data Structure and Design (logical data model) – Data Storage (volume requirements) – Data Movement (extraction, transformation, load) – Data Security – Data Quality – Data Usage – Data Function Requirements – Data System Requirements How to Govern Your Master Data Why and How Master Data needs to be Governed
  • 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 • Data Structure and Design (logical data model) • Governing the … – Design and the Structure of the Master Data – Meta-Data Associated w/the Master Data (Definition, Rules, …) – Accessibility to the Meta-Data – Validation and Approval of the Structure and Design How to Govern Your Master Data Why and How Master Data needs to be Governed
  • 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 • Data Storage (volume requirements) • Governing the … – Master Data Storage – Volume Present and for Growth (Future Requirements) – Security of the Master Data Resource – Retention and Life Cycle of the Master Data – Backup and Recovery of the Master Data How to Govern Your Master Data Why and How Master Data needs to be Governed
  • 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 • Data Movement (extraction, transformation, load) • Governing the … – Movement of the Master Data – Selection of Data to be Master Data – Transformation of Data – Loading of Data into the Master Data Resource – Migration and Conversion of the Data How to Govern Your Master Data Why and How Master Data needs to be Governed
  • 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 • Data Security • Governing the … – Security of the Master Data – Classification and Handling of the Master Data – Accessibility of the Data – Risk Associated with Master Data How to Govern Your Master Data Why and How Master Data needs to be Governed
  • 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 • Data Quality • Governing the … – Quality and Certification of Master Data – Definition of Standards and Values – Collection and Publication of Standards – Process of Recording Data Quality Issues – Process of Resolving Data Quality Issues How to Govern Your Master Data Why and How Master Data needs to be Governed
  • 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 • Data Usage • Governing the … – Use of Master Data – Definition and Production of the Master Data – Who Can Access and See the Data – Understanding of the Master Data – Production and Distribution of Reports and Data – Audit and Compliance of the Data How to Govern Your Master Data Why and How Master Data needs to be Governed
  • 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 • Data Function Requirements • Governing the … – Process of Defining Functional Requirements for Master Data – Documentation of the Requirements – Approval of the Requirements – Process of Meeting Functional Requirements How to Govern Your Master Data Why and How Master Data needs to be Governed
  • 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 • Data System Requirements • Governing the … – Process of Defining System Requirements for Master Data – Documentation of the Requirements – Approval of the Requirements – Process of Meeting System Requirements – Design Constraints – Performance Requirements – Data Quality and Production Support Requirements – Usability Requirements How to Govern Your Master Data Why and How Master Data needs to be Governed
  • 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 • The Components of Master Data Governance Roles: – The Levels – The Domains – The Diagrams – The Roles – The Responsibilities How to Govern Your Master Data Applying Governance Roles and Actions to Master Data Processes
  • 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 • The Levels of Master Data Governance Roles: – Executive Level – Enterprise Leadership – Strategic Level – Business Area Leadership – Tactical Level – Cross Business Area Accountability – Operational Level – Per Business Area Accountability – Support Level – Sustenance & Supportive Accountability How to Govern Your Master Data Applying Governance Roles and Actions to Master Data Processes
  • 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 How to Govern Your Master Data Applying Governance Roles and Actions to Master Data Processes
  • 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 • Govern Domains of Master Data – Focus on a specific subject areas – Usage of subject area in the name of the program indicates MDM • Customer Data Governance • Supplier Data Governance • Financial Data Governance • Medical Data Governance How to Govern Your Master Data Applying Governance Roles and Actions to Master Data Processes
  • 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 • Sample Domains – Subject Areas • Customer • Supplier • Product • Material • Finance • Employee • Student • Facility How to Govern Your Master Data Applying Governance Roles and Actions to Master Data Processes
  • 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 How to Govern Your Master Data Applying Governance Roles and Actions to Master Data Processes
  • 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 How to Govern Your Master Data Applying Governance Roles and Actions to Master Data Processes
  • 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 • So … Is there such a thing as Master Data Governance? – Yes! – Master Data Governance is when you focus your Data Governance program on improving the value of your organization’s Master Data. – Master Data Governance is the discipline of assuring the data that is provided as part of the MDM solution is of high value. – Master Data Governance focuses on the steps of the process that we follow to master our data. How to Govern Your Master Data Whether there is Such a Thing as Master Data Governance
  • 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 • So … Is there such a thing as Master Data Governance? – No! – There is a single discipline called Data Governance. – The discipline does not require the adjective that specifies which data is being governed. – The roles & responsibilities of the program and how data governance is applied to process is the same (at least similar) for all types of data. – Master Data Governance is not a separate program. How to Govern Your Master Data Whether there is Such a Thing as Master Data Governance
  • 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 • How do I go about Mastering Data Governance? – Not a single institution that can certify you in MDG. – Learn from information available from the multitude of sources. – Follow a Best Practice approach to implementing Data Governance. – Share experiences with other practitioners. – Attend future webinars and conferences that address the topic. – Learn from experience. How to Govern Your Master Data Whether there is Such a Thing as Master Data Governance
  • 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 • Is it important that YOU “Master” your Data Governance skills? – Many organizations are focusing their initial implementations of Data Governance on a single domain (subject area) of data. – The development of Master Data Governance skills are repeatable and transferrable across different Master Data subject areas. – The development of Master Data Governance skills can also be applied to Data Governance implementations that target different behaviors. • Bottom Line: – Master Data Governance is a very valuable skill to have. How to Govern Your Master Data Whether there is Such a Thing as Master Data Governance
  • 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 • Pro-Active Master Data Governance – Build application of stewards into existing project management methodology • Reactive Master Data Governance – Build application of stewards into data quality methodology – Build application of stewards into issue resolution process 34 How to Govern Your Master Data The Value Data Governance Brings to Master Data
  • 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 How to Govern Your Master Data The Value Data Governance Brings to Master Data
  • 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 How to Govern Your Master Data The Value Data Governance Brings to Master Data 36
  • 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 • Master Data Metadata Change Management in … – Semantic Layer – Vocabulary – Pure Business Terminology – Business Metadata – Dictionaries & Standards – Technical Metadata – Technical Environment (DBMS Catalog, ETL …) How to Govern Your Master Data The Value Data Governance Brings to Master Data
  • 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 MapstoHowUsed How to Govern Your Master Data The Value Data Governance Brings to Master Data
  • 39. 39 39 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 DataGovernanceMetadataPlatform (artifact) How to Govern Your Master Data The Value Data Governance Brings to Master Data
  • 40. 40 40 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 this webinar I discussed: – The connection between Master Data and Data Governance – Why and how Master Data needs to be governed – Applying Governance Roles and Actions to Master Data Processes – Whether there is Such a Thing as Master Data Governance – The Value Data Governance Brings to Master Data How to Govern Your Master Data Summary
  • 41. 41 41 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 Summary • Reminder – Next Month – Real-World Data Governance Webinar Series What’s a Data Steward to do? January 17th, 2018 – 2 pm ET Sign up at TDAN.com, Dataversity.net, KIKConulting.com
  • 42. 42 42 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 #RWDG Real-World Data Governance Contact Information