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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Real-World Data Governance
Do-It-Yourself (DIY) Metadata Framework
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
May 20, 2021 – 11:00 a.m. PT / 2:00 p.m. ET
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
DIY Metadata Framework
Introduction – Bob Seiner
Real-World Data Governance – Monthly Webinar Series
June 17, 2021 – Data Governance Roles as the Backbone of Your Program
Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net
Non-Invasive Data Governance Book
ISBN 9781935504856 / Technics Publications / Amazon.com
Speaking @ DATAVERSITY Live and Virtual Events
Data Architecture Online – July 14, 2021
Non-Invasive Data Governance / Metadata Governance Online Learning Plans
Available Now: Business Glossaries, Data Dictionaries and Data Catalogs (6 course learning plan)
DATAVERSITY Training Center
https://training.dataversity.net
The Data Administration Newsletter (TDAN.com)
Twice Monthly – Data Articles, Columns, Blogs and Features
Produced by DATAVERSITY – Subscribe for emails
KIK Consulting & Educational Services
Updated Site: KIKConsulting.com (“Knowledge is King”)
Home of Non-Invasive Data Governance™
Carnegie Mellon University (CMU)
Adjunct Faculty – Heinz College CDataO Program
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• In the webinar, Bob will share:
– The Structure of a Reusable Metadata Framework
– The Effort Required to Implement the Framework
– The Value that Comes from Using the Metadata Framework
– How to Sell the Framework to the Organization
– A New Look for Your Organization’s Metadata
DIY Metadata Framework
Abstract
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData 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.
DIY Metadata Framework
Definitions
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5
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData 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.
DIY Metadata Framework
Definitions
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• [to] gov·ern [data]
v. gov·erned, gov·ern·ing, gov·erns
– To make and administer the public policy and affairs
– To exercise sovereign authority
– To control the speed or magnitude
– To regulate
– To control the actions or behavior
– To keep under control; to restrain
– To exercise a deciding or determining influence
– To exercise political authority
– To have or exercise a determining influence
FreeDictionary.com
DIY Metadata Framework
Definitions
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• What is a Metadata Framework?
• Tiers of Metadata
• Customize the Framework for Your Organization
• The Framework
• The Framework Extended
DIY Metadata Framework
The Structure of a Reusable Metadata Framework
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• What is a Metadata Framework?
– A framework is a skeletal structure designed to support or enclose
something. Echo Show
– Parts fitted and joined together. Echo Show
– Structure to support metadata and it’s understanding.
– Pieces fit together to improve usability.
– May become the face of metadata to your organization.
DIY Metadata Framework
The Structure of a Reusable Metadata Framework
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Tiers of Metadata
– Determine what is important to your organization.
– Four Levels of Metadata (shared in the past)
• Domains (Subject Areas)
• Business Glossary (Semantic Level)
• Data Dictionary (Data Resource Level)
• Data Catalog (Physical Data Level … or everything else)
– Expanding on the Levels in My Framework
DIY Metadata Framework
The Structure of a Reusable Metadata Framework
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Customize the Framework for Your Organization
– Include What You Want
– Call It and Label It What You Want
– Define Your Own Levels Including the Number of Levels
– Keep It Simple and Memorable
– Connect Them the Way It Makes Sense to You
DIY Metadata Framework
The Structure of a Reusable Metadata Framework
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• The Framework
– Standard Framework
– Framework Example
– Data Lineage
DIY Metadata Framework
The Structure of a Reusable Metadata Framework
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data
w/in
Resource
Data
w/in
Resource
Data Domains
Business Glossary
Data Dictionary
Data Catalog
Subject Areas
Data Topics
Business Areas
Semantic Metadata
Business Vocabulary
Common Terminology
Business Language
Business Metadata
Definition of Standard Data
Element and Associated
Context Specific Attributes
Technical Metadata
Inventory and Details of Data
in Specific Data Resource
COMPANY SEMANTIC FRAMEWORK
DATA ONTOLOGY DETAIL
Data Dictionary
Data Catalog
Business Metadata
Definition and attributes of Data
Element in a Specific Resource
Technical Metadata
Details of Data Element in
Specific Data Resource
Data Catalog
Technical Metadata
Details of Data Element in
Specific Data Resource
Data Dictionary
Logical
Alias
Physical
Alias
Where Data is
in Specific
Resources
COMPANY Semantic Framework Definitions
Data Domains – Groupings of data pertaining to a subject, topic or entity.
Business Glossary – Pieces of data that pertain to a specific Data Domain.
Data Standards – Guideline and specification for the data pieces that are included in the Glossary.
Data Dictionary – Use of the piece of data within a specific Data Resources.
Data Inventory – Register of available Data Resources.
Data Catalog – Details of Data Resources and data available in the Data Resources.
Data Resource – Information system, database or data store.
Attributes – Characteristics of the standards, systems and data within the systems.
Alias – Represented by a different name.
Topic
consists
of
terms.
Data
associated
with
terms
Data
located
in
resources
Business Metadata
Definition and attributes of Data
Element in a Specific Resource
Where Data is
in a Specific
Resources
Many
One
Relationships
Framework developed by KIK Consulting for use at COMPANY Last updated – May 14, 2021
Where Topic is in Specific Resources
Where Data is in Specific Resources
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
COMPANY Semantic Framework Definitions
Data Domains – Groupings of data pertaining to a subject, topic or entity.
Business Glossary – Pieces of data that pertain to a specific Data Domain.
Data Standards – Guideline and specification for the data pieces that are included in the Glossary.
Data Dictionary – Use of the piece of data within a specific Data Resources.
Data Inventory – Register of available Data Resources.
Data Catalog – Details of Data Resources and data available in the Data Resources.
Data Resource – Information system, database or data store.
Attributes – Characteristics of the standards, systems and data within the systems.
Alias – Represented by a different name.
Many
One
Relationships
Business Terminology
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data Domains
Business Glossary
Data Dictionary
Data Catalog
Subject Areas
Data Topics
Business Areas
Semantic Metadata
Business Vocabulary
Common Terminology
Business Language
Business Metadata
Definition of Standard Data
Element and Associated
Context Specific Attributes
Technical Metadata
Inventory and Details of Data
in Specific Data Resource
Topic
consists
of
terms.
Data
associated
with
terms
Data
located
in
resources
15
15
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data Domains
Business Glossary
Data Dictionary
Data Catalog
Subject Areas
Data Topics
Business Areas
Semantic Metadata
Business Vocabulary
Common Terminology
Business Language
Business Metadata
Definition of Standard Data
Element and Associated
Context Specific Attributes
Technical Metadata
Inventory and Details of Data
in Specific Data Resource
Topic
consists
of
terms.
Data
associated
with
terms
Data
located
in
resources
16
16
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data Domains
Business Glossary
Data Dictionary
Data Catalog
Subject Areas
Data Topics
Business Areas
Semantic Metadata
Business Vocabulary
Common Terminology
Business Language
Business Metadata
Definition of Standard Data
Element and Associated
Context Specific Attributes
Technical Metadata
Inventory and Details of Data
in Specific Data Resource
Topic
consists
of
terms.
Data
associated
with
terms
Data
located
in
resources
17
17
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data Domains
Business Glossary
Data Dictionary
Data Catalog
Subject Areas
Data Topics
Business Areas
Semantic Metadata
Business Vocabulary
Common Terminology
Business Language
Business Metadata
Definition of Standard Data
Element and Associated
Context Specific Attributes
Technical Metadata
Inventory and Details of Data
in Specific Data Resource
Topic
consists
of
terms.
Data
associated
with
terms
Data
located
in
resources
18
18
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
DIY Metadata Framework
The Structure of a Reusable Metadata Framework
Data Dictionary
Business Metadata
Definition of Standard Data
Element and Associated
Context Specific Attributes
Data Dictionary
Business Metadata
Definition and attributes of Data
Element in a Specific Resource
Data Dictionary
Logical
Alias
Where Data is
in Specific
Resources Business Metadata
Definition and attributes of Data
Element in a Specific Resource
19
19
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
DIY Metadata Framework
The Structure of a Reusable Metadata Framework
Data Dictionary
Business Metadata
Definition of Standard Data
Element and Associated
Context Specific Attributes
Data Dictionary
Business Metadata
Definition and attributes of Data
Element in a Specific Resource
Data Dictionary
Logical
Alias
Where Data is
in Specific
Resources Business Metadata
Definition and attributes of Data
Element in a Specific Resource
20
20
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
DIY Metadata Framework
The Structure of a Reusable Metadata Framework
Data Dictionary
Business Metadata
Definition of Standard Data
Element and Associated
Context Specific Attributes
Data Dictionary
Business Metadata
Definition and attributes of Data
Element in a Specific Resource
Data Dictionary
Logical
Alias
Where Data is
in Specific
Resources Business Metadata
Definition and attributes of Data
Element in a Specific Resource
21
21
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data Domains
Business Glossary
Data Dictionary
Data Catalog
COMPANY SEMANTIC FRAMEWORK
DATA ONTOLOGY EXAMPLE
Data Dictionary
Data Catalog Data Catalog
Data Dictionary
Framework developed by KIK Consulting for use at COMPANY Last updated – May 14, 2021
Opportunity
Opportunity Contact
Opportunity Contact Code
Opp-Contact-Cd
Prospect Contact Type
Pros-Ctct-Type
Data Lake Opp Contact Cd
DL-Opp-Contact-Cd
Many
One
Relationships
Standard
Standard Salesforce
Salesforce
Data Lake
Data Lake
Data Tool Standard Data Resource Reference
Standard
Standard
SUBJECT AREA
BUSINESS TERM
BUSINESS ATTRIBUTE
BUSINESS ELEMENT
RESOURCE ATTRIBUTE
RESOURCE ELEMENT
RESOURCE ATTRIBUTE
RESOURCE ELEMENT
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data Domains
Business Glossary
Data Dictionary
Data Catalog
Opportunity
Opportunity Contact
Opportunity Contact Code
Opp-Contact-Cd
Standard
Standard
Standard
Standard
SUBJECT AREA
BUSINESS TERM
BUSINESS ATTRIBUTE
BUSINESS ELEMENT
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23
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data Domains
Business Glossary
Data Dictionary
Data Catalog
Opportunity
Opportunity Contact
Opportunity Contact Code
Opp-Contact-Cd
Standard
Standard
Standard
Standard
SUBJECT AREA
BUSINESS TERM
BUSINESS ATTRIBUTE
BUSINESS ELEMENT
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24
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data Domains
Business Glossary
Data Dictionary
Data Catalog
Opportunity
Opportunity Contact
Opportunity Contact Code
Opp-Contact-Cd
Standard
Standard
Standard
Standard
SUBJECT AREA
BUSINESS TERM
BUSINESS ATTRIBUTE
BUSINESS ELEMENT
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25
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data Dictionary Data Dictionary Data Dictionary
Opportunity Contact Code Prospect Contact Type Data Lake Opp Contact Cd
Standard Salesforce Data Lake
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data Dictionary Data Dictionary Data Dictionary
Opportunity Contact Code Prospect Contact Type Data Lake Opp Contact Cd
Standard Salesforce Data Lake
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Test-Taker-Last-Name
Subject Area
Business Glossary
Data Dictionary
Data Catalog
COMPANY SEMANTIC FRAMEWORK
DATA ONTOLOGY ADDRESS ATTRIBUTES
Data Dictionary
Data Catalog Data Catalog
Data Dictionary
ADDRESS
ADDRESS*
ADDRESS LINE 1*
ADDRESS LINE 2*
CITY NAME*
STATE ABBREVIATION CODE*
COUNTRY CODE*
ZIP CODE*
ZIP+4 CODE*
ADDRESS-LINE-1
ADDRESS-LINE-2
CITY-NAME
STATE-CODE
COUNTRY-CODE
ZIP-5-CODE
ZIP-4-CODE
APPLICANT-STREET-ADDRESS-1
APPLICANT-STREET-ADDRESS-2
APPLICANT-STATE-CODE
ISO COUNTRYCODE
APPLICANT-ZIP-CODE-5
APPLICANT-ZIP-CODE-4
APPLICANT-STREET-ADDRESS-1
APPLICANT-STREET-ADDRESS-2
APPLICANT-STATE-CODE
ISO COUNTRYCODE
APPLICANT-ZIP-CODE-5
APPLICANT-ZIP-CODE-4
OTHER
APPLICANT-ZIP-CODE
INTERNATIONAL POSTAL CODE
ADDRESS-STREET3
RESIDENT-ADDRESS-LINE1
RESIDENT-ADDRESS-LINE2
RESIDENT ADDRESS CITY NAME
RESID... ADDRESS STATE PROVINCE CODE
RESIDENT ADDRESS ZIP CODE
RESIDENT-ADDRESS-LINE1
RESIDENT-ADDRESS-LINE2
RESIDENT ADDRESS CITY NAME
RESID... ADDRESS STATE PROVINCE CODE
RESIDENT ADDRESS ZIP CODE
Standard
Standard SYSTEM 1
SYSTEM 1
SYSTEM 2
SYSTEM 2
Standard
Standard
SUBJECT MATTER
BUSINESS TERM
BUSINESS ATTRIBUTE
BUSINESS ELEMENT
REPORT ATTRIBUTE**
REPORT ELEMENT**
REPORT ATTRIBUTE**
REPORT ELEMENT**
Data Catalog
Data Dictionary
RESIDENT ADDRESS LINE1
RESIDENT ADDRESS LINE2
RESIDENT ADDRESS CITY NAME
RESID... ADDRESS STATE PROVINCE CODE
RESIDENT ADDRESS ZIP CODE
RESIDENT ADDRESS-LINE1
RESIDENT ADDRESS-LINE2
RESIDENT ADDRESS CITY NAME
RESID... ADDRESS STATE PROVINCE CODE
RESIDENT ADDRESS ZIP CODE
SYSTEM 3
SYSTEM 3
REPORT ATTRIBUTE
REPORT ELEMENT
PRESENT STATE
STANDARD
Framework developed by KIK Consulting for use at COMPANY * Example Standard of Address Subject Area ** Actual Name from Resource - Can Be a Report or Database Last updated – May 14, 2021
Many
One
Relationships
THIS IS WHAT THE FIELDS ARE CALLED ON REPORTS
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data Dictionary Data Dictionary Data Dictionary
ADDRESS LINE 1*
ADDRESS LINE 2*
CITY NAME*
STATE ABBREVIATION CODE*
COUNTRY CODE*
ZIP CODE*
ZIP+4 CODE*
APPLICANT-STREET-ADDRESS-1
APPLICANT-STREET-ADDRESS-2
APPLICANT-STATE-CODE
ISO COUNTRYCODE
APPLICANT-ZIP-CODE-5
APPLICANT-ZIP-CODE-4
RESIDENT-ADDRESS-LINE1
RESIDENT-ADDRESS-LINE2
RESIDENT ADDRESS CITY NAME
RESID... ADDRESS STATE PROVINCE CODE
RESIDENT ADDRESS ZIP CODE
Standard SYSTEM 1 SYSTEM 2
REPORT ATTRIBUTE**
Data Dictionary
RESIDENT ADDRESS LINE1
RESIDENT ADDRESS LINE2
RESIDENT ADDRESS CITY NAME
RESID... ADDRESS STATE PROVINCE CODE
RESIDENT ADDRESS ZIP CODE
SYSTEM 3
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Test-Taker-Last-Name
Subject Area
Business Glossary
Data Dictionary
Data Catalog
COMPANY SEMANTIC FRAMEWORK
DATA ONTOLOGY ADDRESS ATTRIBUTES
Data Dictionary
Data Catalog Data Catalog
Data Dictionary
ADDRESS
ADDRESS*
ADDRESS LINE 1*
ADDRESS LINE 2*
CITY NAME*
STATE ABBREVIATION CODE*
COUNTRY CODE*
ZIP CODE*
ZIP+4 CODE*
ADDRESS-LINE-1
ADDRESS-LINE-2
CITY-NAME
STATE-CODE
COUNTRY-CODE
ZIP-5-CODE
ZIP-4-CODE
APPLICANT-STREET-ADDRESS-1
APPLICANT-STREET-ADDRESS-2
APPLICANT-STATE-CODE
ISO COUNTRYCODE
APPLICANT-ZIP-CODE-5
APPLICANT-ZIP-CODE-4
STEWARD IS GATHERING THIS INFO
RESIDENT-ADDRESS-LINE1
RESIDENT-ADDRESS-LINE2
RESIDENT ADDRESS CITY NAME
RESID... ADDRESS STATE PROVINCE CODE
RESIDENT ADDRESS ZIP CODE
STEWARD IS GATHERING THIS INFO
Standard
Standard SYSTEM 1
SYSTEM 1
SYSTEM 2
SYSTEM 2
Standard
Standard
SUBJECT MATTER
BUSINESS TERM
BUSINESS ATTRIBUTE
BUSINESS ELEMENT
REPORT ATTRIBUTE**
DATABASE ELEMENT**
REPORT ATTRIBUTE**
DATABASE ELEMENT**
Data Catalog
Data Dictionary
RESIDENT ADDRESS LINE1
RESIDENT ADDRESS LINE2
RESIDENT ADDRESS CITY NAME
RESID... ADDRESS STATE PROVINCE CODE
RESIDENT ADDRESS ZIP CODE
STEWARD IS GATHERING THIS INFO
SYSTEM 3
SYSTEM 3
REPORT ATTRIBUTE
DATABASE ELEMENT
PRESENT STATE
STANDARD
Framework developed by KIK Consulting for use at COMPANY * Example Standard of Address Subject Area ** Actual Name from Resource - Can Be a Report or Database Last updated – May 14, 2021
Many
One
Relationships
THIS IS WHAT THE FIELDS ARE CALLED ON REPORTS
THIS IS WHAT THE FIELDS ARE CALLED IN DATABASES
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data Catalog
Data Catalog
LINEAGE FRAMEWORK
DATA ONTOLOGY
Data Catalog Data Catalog
Framework developed by KIK Consulting Last updated – May 14, 2021
System 1
Critical-Data-Element-Name
System 2 System 3
CDE
Source Target / Source Target
Data Tool Standard Data Resource Reference
SYSTEM OBJECT
BUSINESS ELEMENT
SOURCE TO TARGET RELATIONSHIPS
Created through processing the Movement Indicator column of the Dictionary.
This would recreate the Blue Print-like diagrams without the elements.
SYSTEM OBJECT SYSTEM OBJECT
HOP 2 SOURCE TO TARGET
RELATIONSHIP
Created through Mov. Ind.
and element column.
HOP 1 SOURCE TO TARGET
RELATIONSHIP
Created through Mov. Ind.
and element column.
May include:
System Description
System Owner ...
May include:
System Description
System Owner ...
May include:
System Description
System Owner ...
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Data Catalog
Data Catalog
Data Catalog Data Catalog
System 1
Critical-Data-Element-Name
System 2 System 3
CDE
Source Target / Source Target
SYSTEM OBJECT
BUSINESS ELEMENT
SOURCE TO TARGET RELATIONSHIPS
Created through processing the Movement Indicator column of the Dictionary.
This would recreate the Blue Print-like diagrams without the elements.
SYSTEM OBJECT SYSTEM OBJECT
HOP 2 SOURCE TO TARGET
RELATIONSHIP
Created through Mov. Ind.
and element column.
HOP 1 SOURCE TO TARGET
RELATIONSHIP
Created through Mov. Ind.
and element column.
May include:
System Description
System Owner ...
May include:
System Description
System Owner ...
May include:
System Description
System Owner ...
32
32
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• How Will You Use the Framework
• Build the Framework to Match Requirements
• What to Include in Your Framework
• Who Should Develop / Participate in the Framework
• How to Size the Effort
DIY Metadata Framework
The Effort Required to Implement the Framework
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• How Will You Use the Framework
– To improve the understanding of the data.
– To enable a data marketplace.
– To provide self-service capabilities.
– To rationalize the most critical of data elements.
– To standardize data moving forward.
DIY Metadata Framework
The Effort Required to Implement the Framework
34
34
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Build the Framework to Match Requirements
– Include an appropriate number of levels.
– Connect standards to reality.
– Provide a construct for the management of valuable metadata.
– Provide answers why you receive unmatching results.
– Navigate from terminology to the data.
– Record where data comes from and where it is going.
DIY Metadata Framework
The Effort Required to Implement the Framework
35
35
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• What to Include in Your Framework
– Metadata Associated with Domains
– Metadata Associated with Glossaries
– Metadata Associated with Data Dictionaries
– Metadata Associated with Data Catalogs
– Anything else that will improve the value you get from your data.
DIY Metadata Framework
The Effort Required to Implement the Framework
36
36
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Who Should Develop / Participate in the Framework
– People involved in:
• Data Governance & Data Management
• Data Modeling & Data Movement
• Data Scientists & Data Analysts
• Data Standards & Certification
• Business Analysts & Users
• Anybody that will provide or gain value from the metadata.
DIY Metadata Framework
The Effort Required to Implement the Framework
37
37
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• How to Size the Effort
– Depends on …
• Breadth of Business Covered
• Data Investments That Are Being Documented
• Amount of Time You Have
• Number of People That Need to Be Involved
• What You Want to Accomplish
– Business Glossary
– Data Dictionary
– Data Catalog
DIY Metadata Framework
The Effort Required to Implement the Framework
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Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Value to the ”Data People”
• Value to the Technical Community
• Value to the Business Community
• Value to Internal Customers
• Value to External Customers
DIY Metadata Framework
The Value that Comes from Using the Metadata Framework
39
39
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Selling to Other “Data People”
• Selling to the Technical Community
• Selling to the Business Community
• Selling to Internal Customers
• Selling to External Customers
DIY Metadata Framework
How to Sell the Framework to the Organization
40
40
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• The Current Face of Your Metadata
• The New Face of Your Metadata
• Putting Your Best Face Forward
• Get Feedback on Your Metadata Framework
• Good Luck With Your Metadata Framework
DIY Metadata Framework
A New Look for Your Organization’s Metadata
41
41
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• The Current Face of Your Metadata
– Is there a current face?
– Existing Business Glossaries
– Existing Data Dictionaries
– Existing Metadata Repositories
– Existing Websites or SharePoint Folders or Shared Drives
DIY Metadata Framework
A New Look for Your Organization’s Metadata
42
42
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• The New Face of Your Metadata
– Connected Metadata Resources
– Single Front End
– Easy to Navigate
– Easy to Link Together
– Data Marketplace
DIY Metadata Framework
A New Look for Your Organization’s Metadata
43
43
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Putting Your Best Face Forward
– Provide Connected Metadata Resources
– Provide a Single Front End
– Provide Easy Navigation
– Provide an Environment That is Easy to Link Together
– Provide and Internal (and External) Data Marketplace
DIY Metadata Framework
A New Look for Your Organization’s Metadata
44
44
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Get Feedback on Your Metadata Framework
– Interact With the User Base of Your Metadata Solution
– Provide a Simple Way to Provide Feedback
– Provide the Ability to Maintain the Metadata
– Provide a Process for People to Request New Metadata
– Respond to Enhancement Requests and Customer Satisfaction
DIY Metadata Framework
A New Look for Your Organization’s Metadata
45
45
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Good Luck With Your Metadata Framework
– The Metadata Will Not Govern Itself !
– Recognize People as Metadata Stewards !
– Stay as Non-Invasive as Possible !
– Budget for Time and Resources !
– Reach Out for Assistance from Vendors and People w/Experience !
DIY Metadata Framework
A New Look for Your Organization’s Metadata
46
46
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• In the webinar, Bob shared:
– The Structure of a Reusable Metadata Framework
– The Effort Required to Implement the Framework
– The Value that Comes from Using the Metadata Framework
– How to Sell the Framework to the Organization
– A New Look for Your Organization’s Metadata
DIY Metadata Framework
Summary
47
47
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Real-World Data Governance
Questions and Answers
48
48
Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com
Non-InvasiveData 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
rseiner@tdan.com @RSeiner
Real-World Data Governance
Contact Information

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Do-It-Yourself Metadata Framework

  • 1. 1 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Real-World Data Governance Do-It-Yourself (DIY) Metadata Framework Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com May 20, 2021 – 11:00 a.m. PT / 2:00 p.m. ET
  • 2. 2 2 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner DIY Metadata Framework Introduction – Bob Seiner Real-World Data Governance – Monthly Webinar Series June 17, 2021 – Data Governance Roles as the Backbone of Your Program Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net Non-Invasive Data Governance Book ISBN 9781935504856 / Technics Publications / Amazon.com Speaking @ DATAVERSITY Live and Virtual Events Data Architecture Online – July 14, 2021 Non-Invasive Data Governance / Metadata Governance Online Learning Plans Available Now: Business Glossaries, Data Dictionaries and Data Catalogs (6 course learning plan) DATAVERSITY Training Center https://training.dataversity.net The Data Administration Newsletter (TDAN.com) Twice Monthly – Data Articles, Columns, Blogs and Features Produced by DATAVERSITY – Subscribe for emails KIK Consulting & Educational Services Updated Site: KIKConsulting.com (“Knowledge is King”) Home of Non-Invasive Data Governance™ Carnegie Mellon University (CMU) Adjunct Faculty – Heinz College CDataO Program
  • 3. 3 3 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • In the webinar, Bob will share: – The Structure of a Reusable Metadata Framework – The Effort Required to Implement the Framework – The Value that Comes from Using the Metadata Framework – How to Sell the Framework to the Organization – A New Look for Your Organization’s Metadata DIY Metadata Framework Abstract
  • 4. 4 4 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData 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. DIY Metadata Framework Definitions
  • 5. 5 5 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData 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. DIY Metadata Framework Definitions
  • 6. 6 6 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • [to] gov·ern [data] v. gov·erned, gov·ern·ing, gov·erns – To make and administer the public policy and affairs – To exercise sovereign authority – To control the speed or magnitude – To regulate – To control the actions or behavior – To keep under control; to restrain – To exercise a deciding or determining influence – To exercise political authority – To have or exercise a determining influence FreeDictionary.com DIY Metadata Framework Definitions
  • 7. 7 7 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • What is a Metadata Framework? • Tiers of Metadata • Customize the Framework for Your Organization • The Framework • The Framework Extended DIY Metadata Framework The Structure of a Reusable Metadata Framework
  • 8. 8 8 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • What is a Metadata Framework? – A framework is a skeletal structure designed to support or enclose something. Echo Show – Parts fitted and joined together. Echo Show – Structure to support metadata and it’s understanding. – Pieces fit together to improve usability. – May become the face of metadata to your organization. DIY Metadata Framework The Structure of a Reusable Metadata Framework
  • 9. 9 9 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Tiers of Metadata – Determine what is important to your organization. – Four Levels of Metadata (shared in the past) • Domains (Subject Areas) • Business Glossary (Semantic Level) • Data Dictionary (Data Resource Level) • Data Catalog (Physical Data Level … or everything else) – Expanding on the Levels in My Framework DIY Metadata Framework The Structure of a Reusable Metadata Framework
  • 10. 10 10 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Customize the Framework for Your Organization – Include What You Want – Call It and Label It What You Want – Define Your Own Levels Including the Number of Levels – Keep It Simple and Memorable – Connect Them the Way It Makes Sense to You DIY Metadata Framework The Structure of a Reusable Metadata Framework
  • 11. 11 11 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • The Framework – Standard Framework – Framework Example – Data Lineage DIY Metadata Framework The Structure of a Reusable Metadata Framework
  • 12. 12 12 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data w/in Resource Data w/in Resource Data Domains Business Glossary Data Dictionary Data Catalog Subject Areas Data Topics Business Areas Semantic Metadata Business Vocabulary Common Terminology Business Language Business Metadata Definition of Standard Data Element and Associated Context Specific Attributes Technical Metadata Inventory and Details of Data in Specific Data Resource COMPANY SEMANTIC FRAMEWORK DATA ONTOLOGY DETAIL Data Dictionary Data Catalog Business Metadata Definition and attributes of Data Element in a Specific Resource Technical Metadata Details of Data Element in Specific Data Resource Data Catalog Technical Metadata Details of Data Element in Specific Data Resource Data Dictionary Logical Alias Physical Alias Where Data is in Specific Resources COMPANY Semantic Framework Definitions Data Domains – Groupings of data pertaining to a subject, topic or entity. Business Glossary – Pieces of data that pertain to a specific Data Domain. Data Standards – Guideline and specification for the data pieces that are included in the Glossary. Data Dictionary – Use of the piece of data within a specific Data Resources. Data Inventory – Register of available Data Resources. Data Catalog – Details of Data Resources and data available in the Data Resources. Data Resource – Information system, database or data store. Attributes – Characteristics of the standards, systems and data within the systems. Alias – Represented by a different name. Topic consists of terms. Data associated with terms Data located in resources Business Metadata Definition and attributes of Data Element in a Specific Resource Where Data is in a Specific Resources Many One Relationships Framework developed by KIK Consulting for use at COMPANY Last updated – May 14, 2021 Where Topic is in Specific Resources Where Data is in Specific Resources
  • 13. 13 13 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner COMPANY Semantic Framework Definitions Data Domains – Groupings of data pertaining to a subject, topic or entity. Business Glossary – Pieces of data that pertain to a specific Data Domain. Data Standards – Guideline and specification for the data pieces that are included in the Glossary. Data Dictionary – Use of the piece of data within a specific Data Resources. Data Inventory – Register of available Data Resources. Data Catalog – Details of Data Resources and data available in the Data Resources. Data Resource – Information system, database or data store. Attributes – Characteristics of the standards, systems and data within the systems. Alias – Represented by a different name. Many One Relationships Business Terminology
  • 14. 14 14 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data Domains Business Glossary Data Dictionary Data Catalog Subject Areas Data Topics Business Areas Semantic Metadata Business Vocabulary Common Terminology Business Language Business Metadata Definition of Standard Data Element and Associated Context Specific Attributes Technical Metadata Inventory and Details of Data in Specific Data Resource Topic consists of terms. Data associated with terms Data located in resources
  • 15. 15 15 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data Domains Business Glossary Data Dictionary Data Catalog Subject Areas Data Topics Business Areas Semantic Metadata Business Vocabulary Common Terminology Business Language Business Metadata Definition of Standard Data Element and Associated Context Specific Attributes Technical Metadata Inventory and Details of Data in Specific Data Resource Topic consists of terms. Data associated with terms Data located in resources
  • 16. 16 16 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data Domains Business Glossary Data Dictionary Data Catalog Subject Areas Data Topics Business Areas Semantic Metadata Business Vocabulary Common Terminology Business Language Business Metadata Definition of Standard Data Element and Associated Context Specific Attributes Technical Metadata Inventory and Details of Data in Specific Data Resource Topic consists of terms. Data associated with terms Data located in resources
  • 17. 17 17 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data Domains Business Glossary Data Dictionary Data Catalog Subject Areas Data Topics Business Areas Semantic Metadata Business Vocabulary Common Terminology Business Language Business Metadata Definition of Standard Data Element and Associated Context Specific Attributes Technical Metadata Inventory and Details of Data in Specific Data Resource Topic consists of terms. Data associated with terms Data located in resources
  • 18. 18 18 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner DIY Metadata Framework The Structure of a Reusable Metadata Framework Data Dictionary Business Metadata Definition of Standard Data Element and Associated Context Specific Attributes Data Dictionary Business Metadata Definition and attributes of Data Element in a Specific Resource Data Dictionary Logical Alias Where Data is in Specific Resources Business Metadata Definition and attributes of Data Element in a Specific Resource
  • 19. 19 19 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner DIY Metadata Framework The Structure of a Reusable Metadata Framework Data Dictionary Business Metadata Definition of Standard Data Element and Associated Context Specific Attributes Data Dictionary Business Metadata Definition and attributes of Data Element in a Specific Resource Data Dictionary Logical Alias Where Data is in Specific Resources Business Metadata Definition and attributes of Data Element in a Specific Resource
  • 20. 20 20 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner DIY Metadata Framework The Structure of a Reusable Metadata Framework Data Dictionary Business Metadata Definition of Standard Data Element and Associated Context Specific Attributes Data Dictionary Business Metadata Definition and attributes of Data Element in a Specific Resource Data Dictionary Logical Alias Where Data is in Specific Resources Business Metadata Definition and attributes of Data Element in a Specific Resource
  • 21. 21 21 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data Domains Business Glossary Data Dictionary Data Catalog COMPANY SEMANTIC FRAMEWORK DATA ONTOLOGY EXAMPLE Data Dictionary Data Catalog Data Catalog Data Dictionary Framework developed by KIK Consulting for use at COMPANY Last updated – May 14, 2021 Opportunity Opportunity Contact Opportunity Contact Code Opp-Contact-Cd Prospect Contact Type Pros-Ctct-Type Data Lake Opp Contact Cd DL-Opp-Contact-Cd Many One Relationships Standard Standard Salesforce Salesforce Data Lake Data Lake Data Tool Standard Data Resource Reference Standard Standard SUBJECT AREA BUSINESS TERM BUSINESS ATTRIBUTE BUSINESS ELEMENT RESOURCE ATTRIBUTE RESOURCE ELEMENT RESOURCE ATTRIBUTE RESOURCE ELEMENT
  • 22. 22 22 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data Domains Business Glossary Data Dictionary Data Catalog Opportunity Opportunity Contact Opportunity Contact Code Opp-Contact-Cd Standard Standard Standard Standard SUBJECT AREA BUSINESS TERM BUSINESS ATTRIBUTE BUSINESS ELEMENT
  • 23. 23 23 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data Domains Business Glossary Data Dictionary Data Catalog Opportunity Opportunity Contact Opportunity Contact Code Opp-Contact-Cd Standard Standard Standard Standard SUBJECT AREA BUSINESS TERM BUSINESS ATTRIBUTE BUSINESS ELEMENT
  • 24. 24 24 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data Domains Business Glossary Data Dictionary Data Catalog Opportunity Opportunity Contact Opportunity Contact Code Opp-Contact-Cd Standard Standard Standard Standard SUBJECT AREA BUSINESS TERM BUSINESS ATTRIBUTE BUSINESS ELEMENT
  • 25. 25 25 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data Dictionary Data Dictionary Data Dictionary Opportunity Contact Code Prospect Contact Type Data Lake Opp Contact Cd Standard Salesforce Data Lake
  • 26. 26 26 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data Dictionary Data Dictionary Data Dictionary Opportunity Contact Code Prospect Contact Type Data Lake Opp Contact Cd Standard Salesforce Data Lake
  • 27. 27 27 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Test-Taker-Last-Name Subject Area Business Glossary Data Dictionary Data Catalog COMPANY SEMANTIC FRAMEWORK DATA ONTOLOGY ADDRESS ATTRIBUTES Data Dictionary Data Catalog Data Catalog Data Dictionary ADDRESS ADDRESS* ADDRESS LINE 1* ADDRESS LINE 2* CITY NAME* STATE ABBREVIATION CODE* COUNTRY CODE* ZIP CODE* ZIP+4 CODE* ADDRESS-LINE-1 ADDRESS-LINE-2 CITY-NAME STATE-CODE COUNTRY-CODE ZIP-5-CODE ZIP-4-CODE APPLICANT-STREET-ADDRESS-1 APPLICANT-STREET-ADDRESS-2 APPLICANT-STATE-CODE ISO COUNTRYCODE APPLICANT-ZIP-CODE-5 APPLICANT-ZIP-CODE-4 APPLICANT-STREET-ADDRESS-1 APPLICANT-STREET-ADDRESS-2 APPLICANT-STATE-CODE ISO COUNTRYCODE APPLICANT-ZIP-CODE-5 APPLICANT-ZIP-CODE-4 OTHER APPLICANT-ZIP-CODE INTERNATIONAL POSTAL CODE ADDRESS-STREET3 RESIDENT-ADDRESS-LINE1 RESIDENT-ADDRESS-LINE2 RESIDENT ADDRESS CITY NAME RESID... ADDRESS STATE PROVINCE CODE RESIDENT ADDRESS ZIP CODE RESIDENT-ADDRESS-LINE1 RESIDENT-ADDRESS-LINE2 RESIDENT ADDRESS CITY NAME RESID... ADDRESS STATE PROVINCE CODE RESIDENT ADDRESS ZIP CODE Standard Standard SYSTEM 1 SYSTEM 1 SYSTEM 2 SYSTEM 2 Standard Standard SUBJECT MATTER BUSINESS TERM BUSINESS ATTRIBUTE BUSINESS ELEMENT REPORT ATTRIBUTE** REPORT ELEMENT** REPORT ATTRIBUTE** REPORT ELEMENT** Data Catalog Data Dictionary RESIDENT ADDRESS LINE1 RESIDENT ADDRESS LINE2 RESIDENT ADDRESS CITY NAME RESID... ADDRESS STATE PROVINCE CODE RESIDENT ADDRESS ZIP CODE RESIDENT ADDRESS-LINE1 RESIDENT ADDRESS-LINE2 RESIDENT ADDRESS CITY NAME RESID... ADDRESS STATE PROVINCE CODE RESIDENT ADDRESS ZIP CODE SYSTEM 3 SYSTEM 3 REPORT ATTRIBUTE REPORT ELEMENT PRESENT STATE STANDARD Framework developed by KIK Consulting for use at COMPANY * Example Standard of Address Subject Area ** Actual Name from Resource - Can Be a Report or Database Last updated – May 14, 2021 Many One Relationships THIS IS WHAT THE FIELDS ARE CALLED ON REPORTS
  • 28. 28 28 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data Dictionary Data Dictionary Data Dictionary ADDRESS LINE 1* ADDRESS LINE 2* CITY NAME* STATE ABBREVIATION CODE* COUNTRY CODE* ZIP CODE* ZIP+4 CODE* APPLICANT-STREET-ADDRESS-1 APPLICANT-STREET-ADDRESS-2 APPLICANT-STATE-CODE ISO COUNTRYCODE APPLICANT-ZIP-CODE-5 APPLICANT-ZIP-CODE-4 RESIDENT-ADDRESS-LINE1 RESIDENT-ADDRESS-LINE2 RESIDENT ADDRESS CITY NAME RESID... ADDRESS STATE PROVINCE CODE RESIDENT ADDRESS ZIP CODE Standard SYSTEM 1 SYSTEM 2 REPORT ATTRIBUTE** Data Dictionary RESIDENT ADDRESS LINE1 RESIDENT ADDRESS LINE2 RESIDENT ADDRESS CITY NAME RESID... ADDRESS STATE PROVINCE CODE RESIDENT ADDRESS ZIP CODE SYSTEM 3
  • 29. 29 29 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Test-Taker-Last-Name Subject Area Business Glossary Data Dictionary Data Catalog COMPANY SEMANTIC FRAMEWORK DATA ONTOLOGY ADDRESS ATTRIBUTES Data Dictionary Data Catalog Data Catalog Data Dictionary ADDRESS ADDRESS* ADDRESS LINE 1* ADDRESS LINE 2* CITY NAME* STATE ABBREVIATION CODE* COUNTRY CODE* ZIP CODE* ZIP+4 CODE* ADDRESS-LINE-1 ADDRESS-LINE-2 CITY-NAME STATE-CODE COUNTRY-CODE ZIP-5-CODE ZIP-4-CODE APPLICANT-STREET-ADDRESS-1 APPLICANT-STREET-ADDRESS-2 APPLICANT-STATE-CODE ISO COUNTRYCODE APPLICANT-ZIP-CODE-5 APPLICANT-ZIP-CODE-4 STEWARD IS GATHERING THIS INFO RESIDENT-ADDRESS-LINE1 RESIDENT-ADDRESS-LINE2 RESIDENT ADDRESS CITY NAME RESID... ADDRESS STATE PROVINCE CODE RESIDENT ADDRESS ZIP CODE STEWARD IS GATHERING THIS INFO Standard Standard SYSTEM 1 SYSTEM 1 SYSTEM 2 SYSTEM 2 Standard Standard SUBJECT MATTER BUSINESS TERM BUSINESS ATTRIBUTE BUSINESS ELEMENT REPORT ATTRIBUTE** DATABASE ELEMENT** REPORT ATTRIBUTE** DATABASE ELEMENT** Data Catalog Data Dictionary RESIDENT ADDRESS LINE1 RESIDENT ADDRESS LINE2 RESIDENT ADDRESS CITY NAME RESID... ADDRESS STATE PROVINCE CODE RESIDENT ADDRESS ZIP CODE STEWARD IS GATHERING THIS INFO SYSTEM 3 SYSTEM 3 REPORT ATTRIBUTE DATABASE ELEMENT PRESENT STATE STANDARD Framework developed by KIK Consulting for use at COMPANY * Example Standard of Address Subject Area ** Actual Name from Resource - Can Be a Report or Database Last updated – May 14, 2021 Many One Relationships THIS IS WHAT THE FIELDS ARE CALLED ON REPORTS THIS IS WHAT THE FIELDS ARE CALLED IN DATABASES
  • 30. 30 30 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data Catalog Data Catalog LINEAGE FRAMEWORK DATA ONTOLOGY Data Catalog Data Catalog Framework developed by KIK Consulting Last updated – May 14, 2021 System 1 Critical-Data-Element-Name System 2 System 3 CDE Source Target / Source Target Data Tool Standard Data Resource Reference SYSTEM OBJECT BUSINESS ELEMENT SOURCE TO TARGET RELATIONSHIPS Created through processing the Movement Indicator column of the Dictionary. This would recreate the Blue Print-like diagrams without the elements. SYSTEM OBJECT SYSTEM OBJECT HOP 2 SOURCE TO TARGET RELATIONSHIP Created through Mov. Ind. and element column. HOP 1 SOURCE TO TARGET RELATIONSHIP Created through Mov. Ind. and element column. May include: System Description System Owner ... May include: System Description System Owner ... May include: System Description System Owner ...
  • 31. 31 31 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Data Catalog Data Catalog Data Catalog Data Catalog System 1 Critical-Data-Element-Name System 2 System 3 CDE Source Target / Source Target SYSTEM OBJECT BUSINESS ELEMENT SOURCE TO TARGET RELATIONSHIPS Created through processing the Movement Indicator column of the Dictionary. This would recreate the Blue Print-like diagrams without the elements. SYSTEM OBJECT SYSTEM OBJECT HOP 2 SOURCE TO TARGET RELATIONSHIP Created through Mov. Ind. and element column. HOP 1 SOURCE TO TARGET RELATIONSHIP Created through Mov. Ind. and element column. May include: System Description System Owner ... May include: System Description System Owner ... May include: System Description System Owner ...
  • 32. 32 32 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • How Will You Use the Framework • Build the Framework to Match Requirements • What to Include in Your Framework • Who Should Develop / Participate in the Framework • How to Size the Effort DIY Metadata Framework The Effort Required to Implement the Framework
  • 33. 33 33 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • How Will You Use the Framework – To improve the understanding of the data. – To enable a data marketplace. – To provide self-service capabilities. – To rationalize the most critical of data elements. – To standardize data moving forward. DIY Metadata Framework The Effort Required to Implement the Framework
  • 34. 34 34 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Build the Framework to Match Requirements – Include an appropriate number of levels. – Connect standards to reality. – Provide a construct for the management of valuable metadata. – Provide answers why you receive unmatching results. – Navigate from terminology to the data. – Record where data comes from and where it is going. DIY Metadata Framework The Effort Required to Implement the Framework
  • 35. 35 35 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • What to Include in Your Framework – Metadata Associated with Domains – Metadata Associated with Glossaries – Metadata Associated with Data Dictionaries – Metadata Associated with Data Catalogs – Anything else that will improve the value you get from your data. DIY Metadata Framework The Effort Required to Implement the Framework
  • 36. 36 36 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Who Should Develop / Participate in the Framework – People involved in: • Data Governance & Data Management • Data Modeling & Data Movement • Data Scientists & Data Analysts • Data Standards & Certification • Business Analysts & Users • Anybody that will provide or gain value from the metadata. DIY Metadata Framework The Effort Required to Implement the Framework
  • 37. 37 37 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • How to Size the Effort – Depends on … • Breadth of Business Covered • Data Investments That Are Being Documented • Amount of Time You Have • Number of People That Need to Be Involved • What You Want to Accomplish – Business Glossary – Data Dictionary – Data Catalog DIY Metadata Framework The Effort Required to Implement the Framework
  • 38. 38 38 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Value to the ”Data People” • Value to the Technical Community • Value to the Business Community • Value to Internal Customers • Value to External Customers DIY Metadata Framework The Value that Comes from Using the Metadata Framework
  • 39. 39 39 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Selling to Other “Data People” • Selling to the Technical Community • Selling to the Business Community • Selling to Internal Customers • Selling to External Customers DIY Metadata Framework How to Sell the Framework to the Organization
  • 40. 40 40 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • The Current Face of Your Metadata • The New Face of Your Metadata • Putting Your Best Face Forward • Get Feedback on Your Metadata Framework • Good Luck With Your Metadata Framework DIY Metadata Framework A New Look for Your Organization’s Metadata
  • 41. 41 41 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • The Current Face of Your Metadata – Is there a current face? – Existing Business Glossaries – Existing Data Dictionaries – Existing Metadata Repositories – Existing Websites or SharePoint Folders or Shared Drives DIY Metadata Framework A New Look for Your Organization’s Metadata
  • 42. 42 42 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • The New Face of Your Metadata – Connected Metadata Resources – Single Front End – Easy to Navigate – Easy to Link Together – Data Marketplace DIY Metadata Framework A New Look for Your Organization’s Metadata
  • 43. 43 43 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Putting Your Best Face Forward – Provide Connected Metadata Resources – Provide a Single Front End – Provide Easy Navigation – Provide an Environment That is Easy to Link Together – Provide and Internal (and External) Data Marketplace DIY Metadata Framework A New Look for Your Organization’s Metadata
  • 44. 44 44 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Get Feedback on Your Metadata Framework – Interact With the User Base of Your Metadata Solution – Provide a Simple Way to Provide Feedback – Provide the Ability to Maintain the Metadata – Provide a Process for People to Request New Metadata – Respond to Enhancement Requests and Customer Satisfaction DIY Metadata Framework A New Look for Your Organization’s Metadata
  • 45. 45 45 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Good Luck With Your Metadata Framework – The Metadata Will Not Govern Itself ! – Recognize People as Metadata Stewards ! – Stay as Non-Invasive as Possible ! – Budget for Time and Resources ! – Reach Out for Assistance from Vendors and People w/Experience ! DIY Metadata Framework A New Look for Your Organization’s Metadata
  • 46. 46 46 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • In the webinar, Bob shared: – The Structure of a Reusable Metadata Framework – The Effort Required to Implement the Framework – The Value that Comes from Using the Metadata Framework – How to Sell the Framework to the Organization – A New Look for Your Organization’s Metadata DIY Metadata Framework Summary
  • 47. 47 47 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Real-World Data Governance Questions and Answers
  • 48. 48 48 Copyright © 2021 Robert S. Seiner – KIK Consulting & EducationalServices / TDAN.com Non-InvasiveData 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 rseiner@tdan.com @RSeiner Real-World Data Governance Contact Information