Mais conteúdo relacionado Semelhante a RWDG: Data Governance and Three Levels of Metadata (20) RWDG: Data Governance and Three Levels of Metadata 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
Data Governance and Three Levels of Metadata
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
November 15, 2018 – 11:00 a.m. PT / 2:00 p.m. ET
Real-World Data Governance
2. erwin Inc. Snapshot
1
Founded March
2016
Combined erwin
with Corso, Casewise,
A&P Technology and
AnalytiX DS
Developed
new technologies
including data
governance and NoSQL
3,500+
customers with more
than 50,000 users
~300
employees in 7 offices
around the world
Industry-leading
NPS
satisfaction scores
3. The erwin
EDGE Platform
2
The industry’s most connected,
persona-based data management
and governance solution
Data Stewardship & Governance
Data Preparation & Automation
Modeling & Metadata Management
4. A Critical “Self Service” Enabler: Metadata Cataloging
© 2018 erwin, Inc. All rights reserved. 3
Delivers these data assets within
a business context, tracking their
physical existence and lineage,
and maximizing their security,
quality and value.
THE ENTERPRISE METADATA LANDSCAPE
DATA GOVERNANCE
Drives the design, deployment
and operation of systems that
deliver operational and analytical
data assets
DATA MANAGEMENT
Data Catalog
Harvested Metadata Representing
“Data At Rest” - Data Stores and Data Models
“Data In Motion” - Data Movement Processes
5. BI Reporting
ERP
Data Modeling Cloud
ETLRelational Databases
File-based systems
Script
Big Data
Big Data Code Generation
The
industry’s
broadest set
of connectors
6. Benefits for Every Stakeholder in the Data Value Chain
© 2018 erwin, Inc. All rights reserved. 5
Data Analyst ETL Developer Data Architect BI Developer
Business Analyst Data Steward Data Scientist Data Owner
INTELLIGENT AUTOMATION
Enhanced Capability Increased Efficiency Effective Collaboration
All Others
…
7. 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
December 20, 2018 – How to Govern Your Master Data
Third Thurs @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net
• Non-Invasive Data Governance Book
ISBN 9781935504856 / Technics Publishing / Amazon.com
• Speaking @ Dataversity Events
Data Governance Winter Conference – Delray Beach, FL – December 3-7, 2018
Enterprise Data Governance Online – Virtual Conference – January 23, 2019
Enterprise Data World 2018 – Boston, MA – March 17-22, 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™
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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 three levels of metadata and how they differ
– Sources of the metadata at each level
– Metadata linkage between the levels
– Processes to govern the all levels of metadata
– Institutionalizing policy to assure quality metadata at all levels
Data Governance and Three Levels of Metadata
Abstract
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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.
Data Governance and Three Levels of Metadata
Definitions
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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.
Data Governance and Three Levels of Metadata
Definitions
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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
• Metadata
– Data about Data.
– Data recorded in IT tools that improves the business and technical
understanding of the definition, production and usage of data.
Data Governance and Three Levels of Metadata
Definitions
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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
• Metadata
– Data
– Recorded in IT tools
– Improves the business and technical
– Understanding
– Definition, production and usage of data
Data Governance and Three Levels of Metadata
Definitions
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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 and Three Levels of Metadata
The Three Levels
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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
• Three Tiers to Govern Metadata
– Semantic Layer – “Vocabulary”
– Business Language We Use / Terminology
– Metadata includes:
• Business Term
• Business Definition
• Business Domain
• Business Steward [or Business Ownership (sic)]
• Associated Metrics
• How term should be used or not used
• Related Terms
• Terms this term replace
Data Governance and Three Levels of Metadata
The Three Levels
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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
• Three Tiers to Govern Metadata
– Business Metadata – “Data Dictionary”
– Data in the Business Intelligence Environment
– Metadata includes:
• Data Element Name
• Data Element Definition
• Data Element Domain – Subject Area
• Data Domain Steward
• Date / Time Stamp
Data Governance and Three Levels of Metadata
The Three Levels
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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
• Three Tiers to Govern Metadata
– Technical Metadata – “Data”
– Physical Data Structures, Reference Data Values
– Metadata includes:
• Database, Table, Column Names
• View Names
• Reference Data Element Names, Values, Descriptions, Ranges
• Lineage – Extraction, Transformation, Load Metadata
• Technical Steward
• Date / Time Stamp
Data Governance and Three Levels of Metadata
The Three Levels
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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 and Three Levels of Metadata
The Three Levels
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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
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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
• Relationships Between
– Vocabulary & Vocabulary
• Business Term to Business Term
– Vocabulary & Data Dictionary
• Term to Business Data
Data Governance and Three Levels of Metadata
Linkage between the Levels
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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
• Relationships Between
– Data Dictionary & Data Dictionary
• Business Metadata to Business Metadata
– Data Dictionary & Data
• Business Metadata to Data
– Data & Data
Data Governance and Three Levels of Metadata
Linkage between the Levels
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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
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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
• Metadata at the Semantic Tier
– Vocabulary Level
– Business Terminology
– Subject Areas (Domains)
– Not data focused.
– “Language we use.”
Data Governance and Three Levels of Metadata
Sources of the Metadata
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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
• Metadata at the Semantic Tier
– Sources of Business Terms
• Corporate Documents
– Policies
– Guidelines
– Communications
• Handbooks
• Catalogs
• Contracts
Data Governance and Three Levels of Metadata
Sources of the Metadata
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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
• Metadata at the Semantic Tier
– Focused on “things” that are important to the business.
– Names for things:
• Objects – may be too general
• Entities – may be too data
• Terms – may be just right
• Most basic components of your business
Data Governance and Three Levels of Metadata
Sources of the Metadata
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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
• Metadata at the Semantic Tier
– Examples of things:
• Health Care
– Provider
– Subscriber
– Covered Individual
– Claim
– Policy
– Procedure …
Data Governance and Three Levels of Metadata
Sources of the Metadata
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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
• Metadata at the Semantic Tier
– Not a lot of metadata needs to be collected about terms
– Examples of metadata at the Semantic Tier
• Term (Name)
• Term Definition
• Term Subject Area
• Term Business Area
• Term Usage
Data Governance and Three Levels of Metadata
Sources of the Metadata
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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
• Metadata at the Business Tier
– Often referred to as the Data Dictionary Level
– Business Data Elements
– Can Be Associated with Terms
Data Governance and Three Levels of Metadata
Sources of the Metadata
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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
• Metadata at the Business Tier
– Two Categories Associated with Business Tier
• Standard Elements – Accepted to be used and linked-to
• System Elements – What something is called in a system
Data Governance and Three Levels of Metadata
Sources of the Metadata
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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
• Metadata at the Business Tier
– Business Data Elements
• Data Element Name (Standard and System)
• Data Definition
• Data Attributes (Type, Size, Null …)
• Acceptable Values
• Relationships
• Business Rules
• Classification
• …
Data Governance and Three Levels of Metadata
Sources of the Metadata
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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
• Metadata at the Technical Tier
– Physical Data
• System Name
• Database Name
• Table / View Name
• Column Name
• Physical Attributes
• …
Data Governance and Three Levels of Metadata
Sources of the Metadata
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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 are some of the metadata processes that need to be governed?
– Metadata Change Management – will share a case study example
– Metadata Development Requests
– Selection of Critical Data Elements
– Standardization of Critical Data Elements
Data Governance and Three Levels of Metadata
Processes to Govern
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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 and Three Levels of Metadata
Processes to Govern
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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 and Three Levels of Metadata
Processes to Govern
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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 and Three Levels of Metadata
Processes to Govern
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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 and Three Levels of Metadata
Processes to Govern
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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 and Three Levels of Metadata
Processes to Govern
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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 and Three Levels of Metadata
Processes to Govern
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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
Metadata Governance
Policies and Procedures Associated with Metadata Governance
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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 resources will be required for Data Governance …
– Senior Leadership Sponsor
– Data Governance Manager
– Data Governance Council
– Data Stewards
– Working Team(s)
– Information Technology (IT)
– Requestors
Data Governance and Three Levels of Metadata
Assure Quality Metadata
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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 resources will be required for Metadata Governance …
– Senior Leadership Sponsor
– Data Governance Manager
– Data Governance Council
– Data Stewards
– Working Team(s)
– Information Technology (IT)
– Requestors
Data Governance and Three Levels of Metadata
Assure Quality Metadata
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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
• Resource Expectations to Assure Quality Metadata
– Senior Leadership Sponsor
• Support, Sponsor and Understand
• Very Limited Time Involvement
• Lead Approval Committee
Data Governance and Three Levels of Metadata
Assure Quality Metadata
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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
• Resource Expectations to Assure Quality Metadata
– Senior Leadership Sponsor
• The truth is that Business Glossary efforts barely ever succeed
unless there is a high level of Senior Leadership desire to approve
the business understanding of the data.
• When Senior Leadership decides that improving business
understanding of the data is important, the glossary focuses on:
– Business Intelligence Data
– Master Data
– Big Data – Data used for analytical purposes.
Data Governance and Three Levels of Metadata
Assure Quality Metadata
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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
• Resource Expectations to Assure Quality Metadata
– Data Governance Manager
• Manage the Business Glossary Processes
• Facilitate Business Glossary Resources
• Develop and Gain Approval of Business Glossary Policy
• Facilitate Change Management (Add/Change) Process
• Report Results to Management.
Data Governance and Three Levels of Metadata
Assure Quality Metadata
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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
• Resource Expectations to Assure Quality Metadata
– Data Governance Council
• Limited Time Commitment Required.
• Assign (sic) People to Research Vocabulary and Data Dictionary terms.
• Involvement in Validation and Approval Proceses.
• Recommend Changes to Semantic and Business Metadata.
Data Governance and Three Levels of Metadata
Assure Quality Metadata
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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
• Resource Expectations to Assure Quality Metadata
– Data Stewards
• Vested Interest in All Three Tiers
– Semantic
– Business
– Technical
• Provide Business Definitions at the Data Dictionary Tier
• Involved in Validation Processes Before Approval
• Biggest User of the Business Glossary
Data Governance and Three Levels of Metadata
Assure Quality Metadata
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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
• Resource Expectations to Assure Quality Metadata
– Working Team(s)
• Often the Critical Resources Associated with Business Glossary
• Given the responsibility to develop the first cut at the:
– Semantic Tier
– Business Tier
• Significant Time Commitment When Building the Business Glossary
• Involved in Researching Business Glossary Change Requests
• Less Time Commitment Once the Business Glossary is Developed
Data Governance and Three Levels of Metadata
Assure Quality Metadata
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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
• Resource Expectations to Assure Quality Metadata
– Information Technology (IT)
• Changes to Physical DB and Data Must Follow Add/Change Process
• Changes to Logical Data Models Must Follow Add/Change Process
• Time Commitment Required to Make Physical Changes
• May be Involved in Validation of Business Tier
• Follow Standards for Data and Database Design
Data Governance and Three Levels of Metadata
Assure Quality Metadata
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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
• Resource Expectations to Assure Quality Metadata
– Requestors
• Can be anybody.
• Formal requests for adds/changes must have manager signature.
• Responsible for completing forms and submitting to DGM.
Data Governance and Three Levels of Metadata
Assure Quality Metadata
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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 three levels of metadata and how they differ
– Sources of the metadata at each level
– Metadata linkage between the levels
– Processes to govern the all levels of metadata
– Institutionalizing policy to assure quality metadata at all levels
Data Governance and Three Levels of Metadata
Summary
50. 45
45
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
How to Govern Your Master Data
December 20th, 2018 – 2 pm ET
Sign up at TDAN.com, Dataversity.net, KIKConulting.com
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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