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RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and Data

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Metadata Governance is the execution and enforcement of authority over the management of Metadata and other data documentation. Organizations that govern their data documentation find it easier to govern their data as a result. There is direct correlation between the use of Data Catalogs, Business Glossaries and Data Dictionaries and successful governance of data and Metadata.

This month’s RWDG webinar with Bob Seiner will focus on governing the use of the mentioned tools and the Metadata that can be managed inside each one. Bob will talk about governing Metadata in existing Metadata resources versus using new tools to handle this function.

In this webinar, Bob will discuss:
- The relationship between Data Governance and Metadata Governance
- Metadata collected in Data Catalogs, Business Glossaries, and Data Dictionaries
- How to maximize use the data documentation in each resource
- Governing data documentation in Catalogs, Glossaries, and Dictionaries
- Measuring the effectiveness of governed Metadata

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RWDG Slides: Metadata Governance for Catalogs, Glossaries, Dictionaries, and Data

  1. 1. 1 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner Metadata Governance for Catalogs, Glossaries,  Dictionaries and Data Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com February 21, 2019 – 11:00 a.m. PT / 2:00 p.m. ET Real‐World Data Governance
  2. 2. erwin EDGE February 25, 2019
  3. 3. The erwin EDGE Platform 2 The industry’s most connected, role‐ based data management and  governance solution  Data Cataloging & Automation Data Literacy & Collaboration Enterprise Modeling © 2019 erwin, Inc. All rights reserved.
  4. 4. Data Capability, Intelligence & Control Offense • Enable Agility • Optimize Insights • Assure Sustainability Defense • Enable Compliance • Optimize Privacy/Security • Assure Fitness © 2019 erwin. All rights reserved. 3
  5. 5. A Critical Enabler: Data Cataloging Using Activated Metadata © 2019 erwin, Inc. All rights reserved. 4 Delivers these data assets within a business context, tracking their physical existence and lineage and maximizing their security, quality and value. THE ENTERPRISE METADATA LANDSCAPE DATA GOVERNANCE Drives the design, deployment and operation of systems that deliver operational and analytical data assets DATA MANAGEMENT HARVESTED METADATA REPRESENTS: “Data at Rest” - Data Stores and Data Models “Data in Motion” - Data Movement Processes Data Catalog
  6. 6. BI Reporting ERP Data Modeling Cloud ETLRelational Databases File-based systems Script Big Data Big Data Code Generation The industry’s broadest set of connectors © 2019 erwin, Inc. All rights reserved.
  7. 7. Natural Language Data Mapping To Harness “Data In Motion” © 2019 erwin, Inc. All rights reserved. 6 Link And Sync With Data Governance Automated Lineage Capture Business-Oriented Visualizations Business-Driven Data Integration Standardized & Reusable Mappings Easily Understood Transformations Round-Trip Engineering Across Platforms Multi-Platform Code Generation and Migration Automated Data Mapping Discovery DATA LINEAGE DATA MAPPING DATA MOVEMENT
  8. 8. Intelligent Automation: Creating A Sustainable Operating Framework © 2019 erwin, Inc. All rights reserved. 7 • Central control of data movement • Automated lineage discovery and impact analysis • Discovery and categorization of critical data elements • Accelerated compliance and audit response • Metadata-driven engineering of data management code • Automated deployment and maintenance of data management infrastructure • Automated scanning and integration of metadata assets • Scheduling and versioning of metadata updates Improved Visibility Code Automation & Lifecycle Integration and Metadata Lifecycle Management & Integration
  9. 9. Activated Metadata Drives the Data Value Chain © 2018 erwin, Inc. All rights reserved. 8 Data Analyst ETL Developer Data Architect BI Developer Business Analyst Data Steward Data Scientist Data Owner INTELLIGENT AUTOMATION Enhanced Capability Increased Efficiency Effective Collaboration All Others … © 2019 erwin, Inc. All rights reserved.
  10. 10. 2 2 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Real‐World Data Governance – Monthly Webinar Series March 21, 2019 – Activate Your Data Governance Policy – w/special guest Len Silverston (Zen w/Len) Third Thurs @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net • Non‐Invasive Data Governance Book ISBN 9781935504856 / Technics Publishing / Amazon.com • Speaking @ Dataversity Events Enterprise Data World 2019 (EDW) – Boston, MA – March 17‐22, 2019 Data Governance and Information Quality Conference 2019 (DGIQ) – San Diego, CA – June 3‐7, 2019 • Non‐Invasive Data Governance Online Learning Plan New: Non‐Invasive Metadata Governance Online 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 KIKConsulting.com Home of Non‐Invasive Data Governance™ Home of Non‐Invasive Metadata Governance™ Real‐World Data Governance Introduction
  11. 11. 3 3 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • In this webinar, I will discuss: – Relationship between Data Governance and Metadata Governance – Metadata Collected in Catalogs, Glossaries and Dictionaries – How to Maximize the Use of Data Documentation in each Resource – Governing Documentation in Catalogs, Glossaries and Dictionaries – Measuring the Effectiveness of Governed Metadata Metadata Governance Abstract
  12. 12. 4 4 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Data Governance – Data Governance is the Execution and Enforcement of Authority  Over the Management of Data and Data‐Related Resources. • Data Stewardship – Data Stewardship is the Formalization of Accountability Over the Management of Data and Data‐Related Resources. – A Data Steward is a person that is held formally accountable for their  relationship to the data they define, produce and use. • Metadata – Data, stored in IT tools, that improves both the business & technical understanding of Data and Data‐Related Resources.  Metadata Governance Definitions
  13. 13. 5 5 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • 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. – A Data Steward is a person that is held formally accountable for their  relationship to the data they define, produce and use. • Metadata – Data, stored in IT tools, that improves both the business & technical understanding of Data and Data‐Related Resources.  Metadata Governance Definitions
  14. 14. 6 6 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • 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. Metadata Governance Definitions
  15. 15. 7 7 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • 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. Metadata Governance Definitions
  16. 16. 8 8 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Non‐Invasive Metadata 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 metadata • assures regulatory compliance, security, privacy, protection & quality. – Non‐Invasive describes how governance is applied to assure non‐threatening management of valuable metadata assets. – The goal is to be » Transparent » Supportive » Collaborative. Metadata Governance Relationship between Data Governance and Metadata Governance
  17. 17. 9 9 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Framework for Data Governance Metadata Governance Relationship between Data Governance and Metadata Governance
  18. 18. 10 10 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Framework for Data Governance Metadata Governance Relationship between Data Governance and Metadata Governance
  19. 19. 11 11 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Framework for Data Governance Metadata Governance Relationship between Data Governance and Metadata Governance
  20. 20. 12 12 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Framework for Data Governance – Components • Data Roles (Authority) • Data Process • Data Communications • Data Metrics • Data Tools Metadata Governance Relationship between Data Governance and Metadata Governance
  21. 21. 13 13 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Framework for Metadata Governance – Components • Metadata Roles (Authority) • Metadata Process • Metadata Communications • Metadata Metrics • Metadata Tools Metadata Governance Relationship between Data Governance and Metadata Governance
  22. 22. 14 14 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Are these components handled in exactly the same way? – Components • Metadata Roles (Authority) • Metadata Process • Metadata Communications • Metadata Metrics • Metadata Tools Metadata Governance Relationship between Data Governance and Metadata Governance Not really!
  23. 23. 15 15 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Are these components handled in exactly the same way? – There are distinct differences! • Metadata Roles (Authority) • Metadata Process • Metadata Communications • Metadata Metrics • Metadata Tools Metadata Governance Relationship between Data Governance and Metadata Governance Not really!
  24. 24. 16 16 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Data Governance/Metadata Governance (“DG/MG”) Roles – DG/MG Administrator – Oversee Data/Metadata (“D/M”) governance – D/M Stewards – Formally responsible for metadata. – Definers – Define D/M requirements – Producers – Makers of D/M – Users – Benefit from D/M Metadata Governance Relationship between Data Governance and Metadata Governance
  25. 25. 17 17 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • DG/MG Process – Process of defining DG/MG requirements – Process of producing D/M – Process of using D/M to benefit performance Metadata Governance Relationship between Data Governance and Metadata Governance
  26. 26. 18 18 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • DG/MG Communications – Orientation Communications – On‐boarding Communications – On‐going Communications Metadata Governance Relationship between Data Governance and Metadata Governance
  27. 27. 19 19 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • DG/MG Metrics – Improvements in Efficiency – Improvements in Effectiveness – Improvements in Understanding / Confidence – Improvements in Data Documentation Availability – Improvements in Decision Making Metadata Governance Relationship between Data Governance and Metadata Governance
  28. 28. 20 20 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • DG/MG Tools – D/M Definition Tools – D/M Production Tools – D/M Usage Tools Metadata Governance Relationship between Data Governance and Metadata Governance
  29. 29. 21 21 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • DG/MG Tools – D/M Definition Tools • Data Catalog • Business Glossary • Data Dictionary – D/M Production Tools • Database Management • Front End Systems • Data Integration Tools – D/M Usage Tools • Reporting Platforms • Analytical Platforms Metadata Governance Relationship between Data Governance and Metadata Governance
  30. 30. 22 22 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • DG/MG Tools – D/M Definition Tools • Data Catalog • Business Glossary • Data Dictionary – D/M Production Tools • Database Management • Front End Systems • Data Integration Tools – D/M Usage Tools • Reporting Platforms • Analytical Platforms Metadata Governance Relationship between Data Governance and Metadata Governance
  31. 31. 23 23 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • What metadata should we collect in … – Data Catalogs – Business Glossaries – Data Dictionaries Metadata Governance Metadata Collected in Catalogs, Glossaries and Dictionaries
  32. 32. 24 24 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • What metadata should we collect in … – Data Catalogs – Business Glossaries – Data Dictionaries • The answer is not the same for every organization. • There are common practices. • Gathering metadata requirements include … – What metadata should we collect – How are we going to collect it – How are we going the govern the metadata because we know The Metadata Will Not Govern Itself! Metadata Governance Metadata Collected in Catalogs, Glossaries and Dictionaries
  33. 33. 25 25 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Data Catalogs – What is it that you are looking to catalog? • Data Inventory – Metadata specific to data resources • Data Ownership – Metadata specific to owners and SMEs • Data Classification – Metadata associated with protection • Reports – Metadata about available reports and logistics • Critical Data Resources – Specific to each organization. – The type of catalog will dictate what metadata to include! Metadata Governance Metadata Collected in Catalogs, Glossaries and Dictionaries
  34. 34. 26 26 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Business Glossaries – Semantics – Terms – Subject Areas – Functions – Process Flows – Rules • Not always connected to the D/M. Metadata Governance Metadata Collected in Catalogs, Glossaries and Dictionaries
  35. 35. 27 27 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Business Glossaries – Semantics – Terms – Subject Areas – Functions – Process Flows – Rules • Rationalized to the D/M. Metadata Governance Metadata Collected in Catalogs, Glossaries and Dictionaries
  36. 36. 28 28 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Data Dictionaries – Data in specific resources – Data attributes – Custom attributes – Acceptable values – Data ownership • Rationalized to the Glossary and Data. Metadata Governance Metadata Collected in Catalogs, Glossaries and Dictionaries
  37. 37. 29 29 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Business Glossaries – Semantics – Terms – Subject Areas – Functions – Process Flows – Rules • Not always connected to the D/M. Metadata Governance Metadata Collected in Catalogs, Glossaries and Dictionaries
  38. 38. 30 30 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • The use of the Data Catalogs – Assure that the metadata is accurate – Assure that the metadata is up to date – Assure that the metadata is available – Assure that the people know the metadata is available – Assure that the people know how to access the metadata Metadata Governance How to Maximize the Use of Data Documentation in each Resource
  39. 39. 31 31 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • The use of the Data Dictionaries – Assure that the metadata is accurate – Assure that the metadata is up to date – Assure that the metadata is available – Assure that the people know the metadata is available – Assure that the people know how to access the metadata Metadata Governance How to Maximize the Use of Data Documentation in each Resource
  40. 40. 32 32 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • The use of the Data Dictionaries – Assure that the metadata is accurate – Assure that the metadata is up to date – Assure that the metadata is available – Assure that the people know the metadata is available – Assure that the people know how to access the metadata • Considerations – Deliver Data Definition metadata with the data – Deliver governed change management around Data Definition metadata Metadata Governance How to Maximize the Use of Data Documentation in each Resource
  41. 41. 33 33 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • What does it mean to govern the documentation? – Simply stated … • Govern the definition of what documentation will be collected • Govern the production of the documentation • Govern the use of the documentation Metadata Governance Governing Documentation in Catalogs, Glossaries and Dictionaries
  42. 42. 34 34 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • What does it mean to govern the documentation? – Simply stated … • Govern the definition of what documentation will be collected • Govern the production of the documentation • Govern the use of the documentation – What else is needed? • Roles • Processes • Communications • Metrics • Tools Metadata Governance Governing Documentation in Catalogs, Glossaries and Dictionaries
  43. 43. 35 35 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • What does it mean to govern the documentation? – Simply stated … • Govern the definition of what documentation will be collected • Govern the production of the documentation • Govern the use of the documentation – What else is needed? • Roles • Processes • Communications • Metrics • Tools Metadata Governance Governing Documentation in Catalogs, Glossaries and Dictionaries All of the components of the Data Governance Framework shared at  the beginning of this webinar.
  44. 44. 36 36 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner Metadata Governance Governing Documentation in Catalogs, Glossaries and Dictionaries • Framework for Data Governance
  45. 45. 37 37 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • What about the metadata can be measured? – Breadth of documentation governed – Completeness of the metadata and documentation – Accuracy of the metadata or validated or certified – People involved in the data documentation process – People educated and trained in the available metadata – People access to the documentation Metadata Governance Measuring the Effectiveness of Governed Metadata
  46. 46. 38 38 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • What about the metadata can be measured? – Customer satisfaction • Confidence level in the metadata • Confidence level in the data • Effectiveness of documentation • Delivery of documentation • Timeliness of documentation Metadata Governance Measuring the Effectiveness of Governed Metadata
  47. 47. 39 39 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Confidence in the Data – Isn’t that really what we trying to accomplish with our data? – Confidence that the data is ______________ . (fill in the blank with a Data Quality Dimension) – Confidence that someone is being held formally accountable. – Confident in their understanding and use of the data. – Confident that the appropriate tools are being provided. Metadata Governance Measuring the Effectiveness of Governed Metadata
  48. 48. 40 40 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • In this webinar, Bob discussed: – Relationship between Data Governance and Metadata Governance – Metadata Collected in Catalogs, Glossaries and Dictionaries – How to Maximize the Use of Data Documentation in each Resource – Governing Documentation in Catalogs, Glossaries and Dictionaries – Measuring the Effectiveness of Governed Metadata Metadata Governance Summary
  49. 49. 41 41 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner Real‐World Data Governance Questions and Answers Next Month – Real‐World Data Governance Webinar Series Activate Your Data Governance Policy … w/Special Guest March 21st, 2019 – 2 pm ET Sign up at TDAN.com, Dataversity.net, KIKConsulting.com
  50. 50. 42 42 Copyright © 2018 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non‐Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting  #RWDG @RSeiner • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com Post Office Box 112571, Upper St. Clair, Pennsylvania 15241 412.220.9643, 412.220.9644 (Fax) rseiner@kikconsulting.com rseiner@tdan.com @RSeiner  #RWDG Real‐World Data Governance Contact Information

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