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Copyright © 2021 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
The Data and Metadata Will Not Govern Themselves
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
January 21, 2021 – 11:00 a.m. PT / 2:00 p.m. ET
Sustainable Data Governance
Through Data Intelligence
SPOILER ALERT: AUTOMATION IS THE KEY
Data Intelligence Solves the Data Dilemma
Harvest Data
2
Organize Data Curate Data Supervise Data Socialize Data
Data
Development
Data
Operations
Data
Governance
Data
Consumption
Data Intelligence Is the Functional Canvas Required to
Create Your Data Governance Masterpiece
© 2020 erwin, Inc. All rights reserved. 3
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Maintaining Fresh Data Intelligence Is No Small Task
© 2020 erwin, Inc. All rights reserved.
Documenting complete
data lineage (62%)
Understanding the quality
of source data (58%)
Finding, identifying and
harvesting data (55%)
Curating data assets with
business context (52%)
Key Automation Points for Data Intelligence
Enable Sustainable Data Governance
5
Auto Document
Data Sources
Data Models
Data Movement Processes
Data Consumption Points
Auto Configure & Classify
Technical Asset Associations
Business Asset Associations
Business-Technical
Associations
Sensitivity Classifications
Auto Render & Navigate
End-to-End Lineage
Impact Analysis
Visual Mind Maps
Dashboards
Auto Generate
Data Pipelines
Data Workloads
Data Movement Code
Platform Orchestration
Reduce: Time, Cost, Latency, Risk
Increase: Agility, Accuracy, Portability, Scalability
Automation Case Study: Global Pharma Leader
© 2019 erwin, Inc. All rights reserved.
6
End Result: Created a sustainable approach to Data Vault deployment and data governance, ensuring the agile,
adaptable and timely delivery of actionable insights to the business in line with regulatory requirements with full
transparency and ease of auditability.
.
• erwin automated the creation of Data Vault structures and ETL
operations.
• 200+ tables, jobs and processes were generated with 10-12
scripts, dramatically accelerating Data Vault projects and
optimizing data warehouse management.
• Reduced manual development costs by 70%.
• 95% of production code is generated with “zero touch,”
improving time to value by reducing errors and costly re-work
associated with manual processes.
• Data integrity is assured, the warehouse is well-documented, and
traceability from the marts back to the operational data speeds
the investigation of issues and impact analysis.
Creating Data Vault hubs and satellites for its
massive data warehouse was laborious. The
company wanted to increase development
speed, aggregate data from different systems
for enterprise collaboration, and trace data
lineage to safeguard personal health
information associated with clinical trials.
The erwin EDGE Platform
© 2020 erwin, Inc. All rights reserved. 7
1
Copyright © 2021 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
The Data and Metadata Will Not Govern Themselves
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
January 21, 2021 – 11:00 a.m. PT / 2:00 p.m. ET
2
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Copyright © 2021 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 and Metadata Will Not Govern Themselves
Introduction
Real-World Data Governance – Monthly Webinar Series
February 18, 2021 – Data Architecture Is Data Governance – with Special Guest Anthony J. Algmin
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
Enterprise Data Governance Online – Virtual Conference – January 27, 2021
Live Online Training – A Complete Set of Data Governance Roles and Responsibilities – March 12, 2021
Enterprise Data World 2021 – April 18-23, 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™
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• In the webinar I will share:
– How Governance Applies Equally to Data and Metadata
– The Meaning of a “Resolute Effort” to Govern Important Assets
– How the Governance of Data and Metadata Increases Their Value
– The People Who Must Be Held Accountable for Data and Metadata
– Communicating the Webinar’s Title with People Who Make a Difference
Data and Metadata Will Not Govern Themselves
Abstract
4
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Copyright © 2021 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 and Metadata Will Not Govern Themselves
Definitions
• 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.
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Copyright © 2021 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 and Metadata Will Not Govern Themselves
Definitions
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• [to] gov·ern [data]
v. gov·erned, gov·ern·ing, gov·erns
– To make and administer the public policy and affairs
– To exercise sovereign authority
– To control the speed or magnitude
– To regulate
– To control the actions or behavior
– To keep under control; to restrain
– To exercise a deciding or determining influence
– To exercise political authority
– To have or exercise a determining influence
FreeDictionary.com
Data and Metadata Will Not Govern Themselves
Definitions
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Copyright © 2021 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 is an Asset. Must be managed and governed that way.
• Data is worthless without context. Metadata provides the context.
• Metadata is an Asset too. Must also be managed and governed that way.
• Stewardship is required to govern data and metadata.
• Metadata Governance is a real thing.
Data and Metadata Will Not Govern Themselves
How Governance Applies Equally to Data and Metadata
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Copyright © 2021 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 is an Asset. Must be managed and governed that way.
– Data is an economic asset that can help organizations …
• improve operations
• increase revenue
• solidify relationships with stakeholders
• produce new revenue streams
• improve the quality of current products
• establish competitive differentiation
• allow innovation
• reduce risks. CPA Journal 2019
Data and Metadata Will Not Govern Themselves
How Governance Applies Equally to Data and Metadata
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Copyright © 2021 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 is an Asset? Must it be managed and governed that way as well?
– Metadata is an economic asset that can help organizations …
• improve operations
• increase revenue
• solidify relationships with stakeholders
• produce new revenue streams
• improve the quality of current products
• establish competitive differentiation
• allow innovation
• reduce risks. CPA Journal 2019 (about data)
Data and Metadata Will Not Govern Themselves
How Governance Applies Equally to Data and Metadata
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Copyright © 2021 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 is worthless without context.
– Example of data --- 00001299 is a piece of data.
– Is it a dollar amount? An address? A quantity? A measurement?
Data and Metadata Will Not Govern Themselves
How Governance Applies Equally to Data and Metadata
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Copyright © 2021 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 is worthless without context.
– Example of data --- 00001299 is a piece of data.
– Is it a dollar amount? An address? A quantity? A measurement?
– Or is it … something completely different.
Data and Metadata Will Not Govern Themselves
How Governance Applies Equally to Data and Metadata
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Copyright © 2021 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 is worthless without context.
– Data by itself is meaningless.
– Value businesses derive from data without metadata is minimal.
– Data and metadata must be connected at the hip.
– The better the metadata, the better the value.
– Therefore, the metadata must be governed as well as the data.
Data and Metadata Will Not Govern Themselves
How Governance Applies Equally to Data and Metadata
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Stewardship is required to govern data and metadata.
– We all know that the data will not govern itself.
– But is the same thing understood for metadata?
– What does it take to govern metadata?
– It takes having a plan.
– It takes having people accountable for the metadata.
– It takes having metadata stewards.
Data and Metadata Will Not Govern Themselves
How Governance Applies Equally to Data and Metadata
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Copyright © 2021 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 is a real thing.
– Metadata management requires data.
– Metadata management requires roles.
– Metadata management requires processes.
– Metadata management requires communications.
– Metadata management requires metrics.
– Metadata management requires tools.
Data and Metadata Will Not Govern Themselves
How Governance Applies Equally to Data and Metadata
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Copyright © 2021 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 is a real thing.
– Metadata management requires data.
– Metadata management requires roles.
– Metadata management requires processes.
– Metadata management requires communications.
– Metadata management requires metrics.
– Metadata management requires tools.
Data and Metadata Will Not Govern Themselves
How Governance Applies Equally to Data and Metadata
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
Levels
Components
ROLES
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK
DATA
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
DATA – ASSETS BEING GOVERNED
ROLES – FORMAL ACCOUNTABILITY
PROCESSES – APPLICATION / ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED / DEVELOPED
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Definition of “Resolute”.
• Resolute requires management commitment and understanding.
• Resolute requires resources.
• Tooling will become part of the effort.
Data and Metadata Will Not Govern Themselves
The Meaning of a “Resolute Effort” to Govern Important Assets
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Definition of “Resolute”.
– Admirably purposeful, determined, unwavering, unswerving Oxford Dictionary
– All these words can be used for the metadata governance.
– People (read management) will need to be sold on the investment.
– People will need to be led down the path.
– Don’t let
anything get
in your way.
Data and Metadata Will Not Govern Themselves
The Meaning of a “Resolute Effort” to Govern Important Assets
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Resolute requires management commitment and understanding.
• If you think data governance teeters on the brink of “must haves” …
• Best practices for data governance apply to metadata governance.
1. Senior leadership support, sponsor and understand …
2. Resource must be allocated to the discipline of …
3. Goals, scope, expectations, measure must be …
4. Roles must be clearly defined, approved, communicated …
5. Consistent in the way the discipline is applied …
Data and Metadata Will Not Govern Themselves
The Meaning of a “Resolute Effort” to Govern Important Assets
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Resolute requires resources.
– A resource is a source or supply from which a benefit is produced and
that has some utility. Wikipedia
– Everybody is a data steward. Get over it!
– Is everybody a metadata steward?
– Resources take these forms …
• People
• Time
• Money
Data and Metadata Will Not Govern Themselves
The Meaning of a “Resolute Effort” to Govern Important Assets
20
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Tooling will become part of the effort.
– Business glossaries, data dictionaries and data catalogs
– D.I.Y. tools like the Common Data Matrix
– Build requirements from D.I.Y. tools before acquiring tools
– Resources required for tooling:
• System “Owner”
• System Administrator
• System Analyst(s)
Data and Metadata Will Not Govern Themselves
The Meaning of a “Resolute Effort” to Govern Important Assets
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Common Data Matrix
Data and Metadata Will Not Govern Themselves
The Meaning of a “Resolute Effort” to Govern Important Assets
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Increased value from:
– formal data and metadata definition
– formal data and metadata production
– formal data and metadata usage
– formal data and metadata stewardship
Data and Metadata Will Not Govern Themselves
How the Governance of Data and Metadata Increases Their Value
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Increased value from formal data and metadata definition.
– People will …
• know what data and metadata are available.
• know what the data and metadata mean.
• have confidence in the data and the metadata.
• make more informed decisions.
• get more value from the data and the metadata.
Data and Metadata Will Not Govern Themselves
How the Governance of Data and Metadata Increases Their Value
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24
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Increased value from formal data and metadata production.
– People will …
• produce the data closer to the data’s specifications.
• produce the metadata closer to the metadata’s specifications.
• be held more accountable for both data and metadata production.
• produce the metadata on a more regular basis.
• know where the data and metadata came from.
Data and Metadata Will Not Govern Themselves
How the Governance of Data and Metadata Increases Their Value
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25
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Increased value from formal data and metadata usage.
– People will …
• gain more efficient and effective access to the data and metadata.
• have improved confidence in the data they require to do their job.
• make better decisions based on their confidence in the data.
• understand the importance of glossaries, dictionaries and catalog.
• be more likely to participate in data and metadata-based initiatives.
Data and Metadata Will Not Govern Themselves
How the Governance of Data and Metadata Increases Their Value
26
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Increased value from formal data and metadata stewardship.
– People will be held accountable for data.
– People will be held accountable for metadata.
– Definition, production and use of data and metadata will be governed.
Data and Metadata Will Not Govern Themselves
How the Governance of Data and Metadata Increases Their Value
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Increased value from formal data and metadata stewardship.
– Without formal accountability for data and metadata …
• data and metadata definition will stay the way it is.
• data and metadata production will stay the way it is.
• data and metadata usage will stay the way it is.
– If your organization is successfully governing your data and metadata
then this is perfectly fine (no harm … no foul).
• If not, please remember that the data and metadata will not govern
themselves. Governance requires stewardship.
Data and Metadata Will Not Govern Themselves
How the Governance of Data and Metadata Increases Their Value
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• People who are accountable for:
– data and metadata definition
– data and metadata production
– data and metadata usage
Data and Metadata Will Not Govern Themselves
The People Who Must Be Held Accountable for Data and Metadata
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29
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• People who are accountable for data and metadata definition.
– People who participate in:
• defining which business and technical data is necessary.
• defining which business and technical metadata is necessary.
• providing business definition to the data and metadata.
• providing feedback on the available data and metadata .
Data and Metadata Will Not Govern Themselves
The People Who Must Be Held Accountable for Data and Metadata
Formalized accountability is
the definition of stewardship.
30
30
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• People who are accountable for data and metadata definition.
– People who participate in:
• defining which metadata will be collected.
• providing definition of technical data.
• providing a means of collecting business and technical definition.
• providing access to the definition of data and the metadata.
Data and Metadata Will Not Govern Themselves
The People Who Must Be Held Accountable for Data and Metadata
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• People who are accountable for data and metadata production.
– People who participate in:
• producing data to meet the defined requirements.
• validating data that is brought in from external sources.
• recording metadata through data modeling, quality, science practices.
• collecting the appropriate metadata to improve data confidence.
Data and Metadata Will Not Govern Themselves
The People Who Must Be Held Accountable for Data and Metadata
32
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• People who are accountable for data and metadata usage.
– People who participate in:
• using the data to perform their job function.
• using the data to make decisions based on data knowledge.
• using the data to improve operational efficiency and effectiveness
• using data that is classified as sensitive or that must be protected.
Data and Metadata Will Not Govern Themselves
The People Who Must Be Held Accountable for Data and Metadata
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• People that make a difference:
– Executive sponsorship
– Governance management
– Data and metadata stewards
– Data and metadata stakeholders
Data and Metadata Will Not Govern Themselves
Communicating with People Who Make a Difference
34
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Executive Sponsors make a difference.
– Support, sponsor and understand data and metadata governance.
– Approve the efforts and hold the appropriate people accountable.
– Recognize the value that comes from governed data and metadata.
– Provide the appropriate human and other resources.
– Approve funding the effort to start and maintain the program.
– Approve funding for the acquisition of enabling technology.
Data and Metadata Will Not Govern Themselves
Communicating with People Who Make a Difference
35
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Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Governance Management makes a difference.
– Support, sponsor and understand data and metadata governance.
– Approve the efforts and hold the appropriate people responsible.
– Recognize the value that comes from governed data and metadata.
– Provide the appropriate human and other resources.
– Request the funding the effort to start and maintain the program.
– Request the funding for the acquisition of enabling technology.
Data and Metadata Will Not Govern Themselves
Communicating with People Who Make a Difference
36
36
Copyright © 2021 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 and Metadata Stewards make a difference.
– Understand the value of governed data and metadata.
– Recognize benefits they are getting from governed data and metadata.
– Communicate the requirement of improved data and metadata.
– Participate in the definition, production and use of data and metadata.
– Measure the effectiveness of governed data data and metadata.
Data and Metadata Will Not Govern Themselves
Communicating with People Who Make a Difference
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Copyright © 2021 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 and Metadata Stakeholders make a difference.
– Answer the two critical questions associated with governance.
• What can’t they do now because of the lack of confidence …
• What would they be able to do with improved confidence …
– Understand how governance relates to the two questions.
– Share the value they receive from governed data and metadata.
– Participate in the conversation about “before and after” governance.
Data and Metadata Will Not Govern Themselves
Communicating with People Who Make a Difference
38
38
Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• In the webinar I shared:
– How Governance Applies Equally to Data and Metadata
– The Meaning of a “Resolute Effort” to Govern Important Assets
– How the Governance of Data and Metadata Increases Their Value
– The People Who Must Be Held Accountable for Data and Metadata
– Communicating the Webinar’s Title with People Who Make a Difference
Data and Metadata Will Not Govern Themselves
Summary
39
39
Copyright © 2021 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
Questions and Answers
40
40
Copyright © 2021 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
412.220.9643 rseiner@tdan.com @RSeiner
Real-World Data Governance
Contact Information

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RWDG Slides: Data and Metadata Will Not Govern Themselves

  • 1. 1 Copyright © 2021 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 The Data and Metadata Will Not Govern Themselves Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com January 21, 2021 – 11:00 a.m. PT / 2:00 p.m. ET
  • 2. Sustainable Data Governance Through Data Intelligence SPOILER ALERT: AUTOMATION IS THE KEY
  • 3. Data Intelligence Solves the Data Dilemma Harvest Data 2 Organize Data Curate Data Supervise Data Socialize Data Data Development Data Operations Data Governance Data Consumption
  • 4. Data Intelligence Is the Functional Canvas Required to Create Your Data Governance Masterpiece © 2020 erwin, Inc. All rights reserved. 3
  • 5. 4 Maintaining Fresh Data Intelligence Is No Small Task © 2020 erwin, Inc. All rights reserved. Documenting complete data lineage (62%) Understanding the quality of source data (58%) Finding, identifying and harvesting data (55%) Curating data assets with business context (52%)
  • 6. Key Automation Points for Data Intelligence Enable Sustainable Data Governance 5 Auto Document Data Sources Data Models Data Movement Processes Data Consumption Points Auto Configure & Classify Technical Asset Associations Business Asset Associations Business-Technical Associations Sensitivity Classifications Auto Render & Navigate End-to-End Lineage Impact Analysis Visual Mind Maps Dashboards Auto Generate Data Pipelines Data Workloads Data Movement Code Platform Orchestration Reduce: Time, Cost, Latency, Risk Increase: Agility, Accuracy, Portability, Scalability
  • 7. Automation Case Study: Global Pharma Leader © 2019 erwin, Inc. All rights reserved. 6 End Result: Created a sustainable approach to Data Vault deployment and data governance, ensuring the agile, adaptable and timely delivery of actionable insights to the business in line with regulatory requirements with full transparency and ease of auditability. . • erwin automated the creation of Data Vault structures and ETL operations. • 200+ tables, jobs and processes were generated with 10-12 scripts, dramatically accelerating Data Vault projects and optimizing data warehouse management. • Reduced manual development costs by 70%. • 95% of production code is generated with “zero touch,” improving time to value by reducing errors and costly re-work associated with manual processes. • Data integrity is assured, the warehouse is well-documented, and traceability from the marts back to the operational data speeds the investigation of issues and impact analysis. Creating Data Vault hubs and satellites for its massive data warehouse was laborious. The company wanted to increase development speed, aggregate data from different systems for enterprise collaboration, and trace data lineage to safeguard personal health information associated with clinical trials.
  • 8. The erwin EDGE Platform © 2020 erwin, Inc. All rights reserved. 7
  • 9. 1 Copyright © 2021 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 The Data and Metadata Will Not Govern Themselves Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com January 21, 2021 – 11:00 a.m. PT / 2:00 p.m. ET
  • 10. 2 2 Copyright © 2021 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 and Metadata Will Not Govern Themselves Introduction Real-World Data Governance – Monthly Webinar Series February 18, 2021 – Data Architecture Is Data Governance – with Special Guest Anthony J. Algmin 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 Enterprise Data Governance Online – Virtual Conference – January 27, 2021 Live Online Training – A Complete Set of Data Governance Roles and Responsibilities – March 12, 2021 Enterprise Data World 2021 – April 18-23, 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™
  • 11. 3 3 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • In the webinar I will share: – How Governance Applies Equally to Data and Metadata – The Meaning of a “Resolute Effort” to Govern Important Assets – How the Governance of Data and Metadata Increases Their Value – The People Who Must Be Held Accountable for Data and Metadata – Communicating the Webinar’s Title with People Who Make a Difference Data and Metadata Will Not Govern Themselves Abstract
  • 12. 4 4 Copyright © 2021 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 and Metadata Will Not Govern Themselves Definitions • 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.
  • 13. 5 5 Copyright © 2021 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 and Metadata Will Not Govern Themselves Definitions
  • 14. 6 6 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • [to] gov·ern [data] v. gov·erned, gov·ern·ing, gov·erns – To make and administer the public policy and affairs – To exercise sovereign authority – To control the speed or magnitude – To regulate – To control the actions or behavior – To keep under control; to restrain – To exercise a deciding or determining influence – To exercise political authority – To have or exercise a determining influence FreeDictionary.com Data and Metadata Will Not Govern Themselves Definitions
  • 15. 7 7 Copyright © 2021 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 is an Asset. Must be managed and governed that way. • Data is worthless without context. Metadata provides the context. • Metadata is an Asset too. Must also be managed and governed that way. • Stewardship is required to govern data and metadata. • Metadata Governance is a real thing. Data and Metadata Will Not Govern Themselves How Governance Applies Equally to Data and Metadata
  • 16. 8 8 Copyright © 2021 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 is an Asset. Must be managed and governed that way. – Data is an economic asset that can help organizations … • improve operations • increase revenue • solidify relationships with stakeholders • produce new revenue streams • improve the quality of current products • establish competitive differentiation • allow innovation • reduce risks. CPA Journal 2019 Data and Metadata Will Not Govern Themselves How Governance Applies Equally to Data and Metadata
  • 17. 9 9 Copyright © 2021 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 is an Asset? Must it be managed and governed that way as well? – Metadata is an economic asset that can help organizations … • improve operations • increase revenue • solidify relationships with stakeholders • produce new revenue streams • improve the quality of current products • establish competitive differentiation • allow innovation • reduce risks. CPA Journal 2019 (about data) Data and Metadata Will Not Govern Themselves How Governance Applies Equally to Data and Metadata
  • 18. 10 10 Copyright © 2021 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 is worthless without context. – Example of data --- 00001299 is a piece of data. – Is it a dollar amount? An address? A quantity? A measurement? Data and Metadata Will Not Govern Themselves How Governance Applies Equally to Data and Metadata
  • 19. 11 11 Copyright © 2021 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 is worthless without context. – Example of data --- 00001299 is a piece of data. – Is it a dollar amount? An address? A quantity? A measurement? – Or is it … something completely different. Data and Metadata Will Not Govern Themselves How Governance Applies Equally to Data and Metadata
  • 20. 12 12 Copyright © 2021 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 is worthless without context. – Data by itself is meaningless. – Value businesses derive from data without metadata is minimal. – Data and metadata must be connected at the hip. – The better the metadata, the better the value. – Therefore, the metadata must be governed as well as the data. Data and Metadata Will Not Govern Themselves How Governance Applies Equally to Data and Metadata
  • 21. 13 13 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Stewardship is required to govern data and metadata. – We all know that the data will not govern itself. – But is the same thing understood for metadata? – What does it take to govern metadata? – It takes having a plan. – It takes having people accountable for the metadata. – It takes having metadata stewards. Data and Metadata Will Not Govern Themselves How Governance Applies Equally to Data and Metadata
  • 22. 14 14 Copyright © 2021 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 is a real thing. – Metadata management requires data. – Metadata management requires roles. – Metadata management requires processes. – Metadata management requires communications. – Metadata management requires metrics. – Metadata management requires tools. Data and Metadata Will Not Govern Themselves How Governance Applies Equally to Data and Metadata
  • 23. 15 15 Copyright © 2021 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 is a real thing. – Metadata management requires data. – Metadata management requires roles. – Metadata management requires processes. – Metadata management requires communications. – Metadata management requires metrics. – Metadata management requires tools. Data and Metadata Will Not Govern Themselves How Governance Applies Equally to Data and Metadata EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC Levels Components ROLES COMMUNICATIONS TOOLS METRICS PROCESSES NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK DATA LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS DATA – ASSETS BEING GOVERNED ROLES – FORMAL ACCOUNTABILITY PROCESSES – APPLICATION / ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED / DEVELOPED
  • 24. 16 16 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Definition of “Resolute”. • Resolute requires management commitment and understanding. • Resolute requires resources. • Tooling will become part of the effort. Data and Metadata Will Not Govern Themselves The Meaning of a “Resolute Effort” to Govern Important Assets
  • 25. 17 17 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Definition of “Resolute”. – Admirably purposeful, determined, unwavering, unswerving Oxford Dictionary – All these words can be used for the metadata governance. – People (read management) will need to be sold on the investment. – People will need to be led down the path. – Don’t let anything get in your way. Data and Metadata Will Not Govern Themselves The Meaning of a “Resolute Effort” to Govern Important Assets
  • 26. 18 18 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Resolute requires management commitment and understanding. • If you think data governance teeters on the brink of “must haves” … • Best practices for data governance apply to metadata governance. 1. Senior leadership support, sponsor and understand … 2. Resource must be allocated to the discipline of … 3. Goals, scope, expectations, measure must be … 4. Roles must be clearly defined, approved, communicated … 5. Consistent in the way the discipline is applied … Data and Metadata Will Not Govern Themselves The Meaning of a “Resolute Effort” to Govern Important Assets
  • 27. 19 19 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Resolute requires resources. – A resource is a source or supply from which a benefit is produced and that has some utility. Wikipedia – Everybody is a data steward. Get over it! – Is everybody a metadata steward? – Resources take these forms … • People • Time • Money Data and Metadata Will Not Govern Themselves The Meaning of a “Resolute Effort” to Govern Important Assets
  • 28. 20 20 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Tooling will become part of the effort. – Business glossaries, data dictionaries and data catalogs – D.I.Y. tools like the Common Data Matrix – Build requirements from D.I.Y. tools before acquiring tools – Resources required for tooling: • System “Owner” • System Administrator • System Analyst(s) Data and Metadata Will Not Govern Themselves The Meaning of a “Resolute Effort” to Govern Important Assets
  • 29. 21 21 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Common Data Matrix Data and Metadata Will Not Govern Themselves The Meaning of a “Resolute Effort” to Govern Important Assets
  • 30. 22 22 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Increased value from: – formal data and metadata definition – formal data and metadata production – formal data and metadata usage – formal data and metadata stewardship Data and Metadata Will Not Govern Themselves How the Governance of Data and Metadata Increases Their Value
  • 31. 23 23 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Increased value from formal data and metadata definition. – People will … • know what data and metadata are available. • know what the data and metadata mean. • have confidence in the data and the metadata. • make more informed decisions. • get more value from the data and the metadata. Data and Metadata Will Not Govern Themselves How the Governance of Data and Metadata Increases Their Value
  • 32. 24 24 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Increased value from formal data and metadata production. – People will … • produce the data closer to the data’s specifications. • produce the metadata closer to the metadata’s specifications. • be held more accountable for both data and metadata production. • produce the metadata on a more regular basis. • know where the data and metadata came from. Data and Metadata Will Not Govern Themselves How the Governance of Data and Metadata Increases Their Value
  • 33. 25 25 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Increased value from formal data and metadata usage. – People will … • gain more efficient and effective access to the data and metadata. • have improved confidence in the data they require to do their job. • make better decisions based on their confidence in the data. • understand the importance of glossaries, dictionaries and catalog. • be more likely to participate in data and metadata-based initiatives. Data and Metadata Will Not Govern Themselves How the Governance of Data and Metadata Increases Their Value
  • 34. 26 26 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Increased value from formal data and metadata stewardship. – People will be held accountable for data. – People will be held accountable for metadata. – Definition, production and use of data and metadata will be governed. Data and Metadata Will Not Govern Themselves How the Governance of Data and Metadata Increases Their Value
  • 35. 27 27 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Increased value from formal data and metadata stewardship. – Without formal accountability for data and metadata … • data and metadata definition will stay the way it is. • data and metadata production will stay the way it is. • data and metadata usage will stay the way it is. – If your organization is successfully governing your data and metadata then this is perfectly fine (no harm … no foul). • If not, please remember that the data and metadata will not govern themselves. Governance requires stewardship. Data and Metadata Will Not Govern Themselves How the Governance of Data and Metadata Increases Their Value
  • 36. 28 28 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • People who are accountable for: – data and metadata definition – data and metadata production – data and metadata usage Data and Metadata Will Not Govern Themselves The People Who Must Be Held Accountable for Data and Metadata
  • 37. 29 29 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • People who are accountable for data and metadata definition. – People who participate in: • defining which business and technical data is necessary. • defining which business and technical metadata is necessary. • providing business definition to the data and metadata. • providing feedback on the available data and metadata . Data and Metadata Will Not Govern Themselves The People Who Must Be Held Accountable for Data and Metadata Formalized accountability is the definition of stewardship.
  • 38. 30 30 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • People who are accountable for data and metadata definition. – People who participate in: • defining which metadata will be collected. • providing definition of technical data. • providing a means of collecting business and technical definition. • providing access to the definition of data and the metadata. Data and Metadata Will Not Govern Themselves The People Who Must Be Held Accountable for Data and Metadata
  • 39. 31 31 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • People who are accountable for data and metadata production. – People who participate in: • producing data to meet the defined requirements. • validating data that is brought in from external sources. • recording metadata through data modeling, quality, science practices. • collecting the appropriate metadata to improve data confidence. Data and Metadata Will Not Govern Themselves The People Who Must Be Held Accountable for Data and Metadata
  • 40. 32 32 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • People who are accountable for data and metadata usage. – People who participate in: • using the data to perform their job function. • using the data to make decisions based on data knowledge. • using the data to improve operational efficiency and effectiveness • using data that is classified as sensitive or that must be protected. Data and Metadata Will Not Govern Themselves The People Who Must Be Held Accountable for Data and Metadata
  • 41. 33 33 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • People that make a difference: – Executive sponsorship – Governance management – Data and metadata stewards – Data and metadata stakeholders Data and Metadata Will Not Govern Themselves Communicating with People Who Make a Difference
  • 42. 34 34 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Executive Sponsors make a difference. – Support, sponsor and understand data and metadata governance. – Approve the efforts and hold the appropriate people accountable. – Recognize the value that comes from governed data and metadata. – Provide the appropriate human and other resources. – Approve funding the effort to start and maintain the program. – Approve funding for the acquisition of enabling technology. Data and Metadata Will Not Govern Themselves Communicating with People Who Make a Difference
  • 43. 35 35 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Governance Management makes a difference. – Support, sponsor and understand data and metadata governance. – Approve the efforts and hold the appropriate people responsible. – Recognize the value that comes from governed data and metadata. – Provide the appropriate human and other resources. – Request the funding the effort to start and maintain the program. – Request the funding for the acquisition of enabling technology. Data and Metadata Will Not Govern Themselves Communicating with People Who Make a Difference
  • 44. 36 36 Copyright © 2021 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 and Metadata Stewards make a difference. – Understand the value of governed data and metadata. – Recognize benefits they are getting from governed data and metadata. – Communicate the requirement of improved data and metadata. – Participate in the definition, production and use of data and metadata. – Measure the effectiveness of governed data data and metadata. Data and Metadata Will Not Govern Themselves Communicating with People Who Make a Difference
  • 45. 37 37 Copyright © 2021 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 and Metadata Stakeholders make a difference. – Answer the two critical questions associated with governance. • What can’t they do now because of the lack of confidence … • What would they be able to do with improved confidence … – Understand how governance relates to the two questions. – Share the value they receive from governed data and metadata. – Participate in the conversation about “before and after” governance. Data and Metadata Will Not Govern Themselves Communicating with People Who Make a Difference
  • 46. 38 38 Copyright © 2021 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • In the webinar I shared: – How Governance Applies Equally to Data and Metadata – The Meaning of a “Resolute Effort” to Govern Important Assets – How the Governance of Data and Metadata Increases Their Value – The People Who Must Be Held Accountable for Data and Metadata – Communicating the Webinar’s Title with People Who Make a Difference Data and Metadata Will Not Govern Themselves Summary
  • 47. 39 39 Copyright © 2021 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 Questions and Answers
  • 48. 40 40 Copyright © 2021 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 412.220.9643 rseiner@tdan.com @RSeiner Real-World Data Governance Contact Information