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RWDG Slides: Utilize Governance Working Teams to Improve Data Quality

Data Governance working teams are typically formed with a specific purpose or function in mind. Teams are deployed to address enterprise-wide data issues, business function issues and operational issues. These teams are made up of the “right” people to solve the “right” problem at the “right” time. It is that easy. Or is it?
In this month’s RWDG webinar, Bob Seiner will share his experiences building working teams to improve how data is governed. Bob will talk about setting up the teams, ways to get resources to commit their time, and how to leverage their participation in a non-invasive manner.
In this webinar, Bob will discuss:

- When to make use of working teams
- How to construct a working team for a specific purpose
- Differences between working teams and communities of interest
- Monitoring and reporting on working team status
- How to deliver successful and repeatable problem-solving teams

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RWDG Slides: Utilize Governance Working Teams to Improve Data Quality

  1. 1. 1 Copyright © 2019 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 Utilize Governance Working Teams to Improve Data Quality Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com December 19, 2019 – 11:00 a.m. PT / 2:00 p.m. ET
  2. 2. 2 2 Copyright © 2019 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 Working Team to Improve DQ Introduction • Real-World Data Governance – Monthly Webinar Series January 16, 2019 – Non-Invasive Metadata Governance Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net • Non-Invasive Data Governance Book ISBN 9781935504856 / Technics Publishing / Amazon.com • Speaking @ Dataversity Events Enterprise Data Governance ONLINE, Virtual Conference – January 22, 2020 Enterprise Data World, San Diego, CA – March 22-27, 2020 • Non-Invasive Data Governance / Metadata Governance Online Learning Plans 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
  3. 3. 3 3 Copyright © 2019 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: – When to Make Use of Working Teams – How to Construct a Working Team for a Specific Purpose – Differences Between Working Teams and Communities of Interest – Monitoring and Reporting on Working Team Status – How to Deliver Successful and Repeatable Problem-Solving Teams Governance Working Team to Improve DQ Abstract
  4. 4. 4 4 Copyright © 2019 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. Governance Working Team to Improve DQ Definitions
  5. 5. 5 5 Copyright © 2019 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. Governance Working Team to Improve DQ Definitions
  6. 6. 6 6 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Align Use of Working Teams with Your Data Governance Purpose – Improvement of Quality of Data – Improvement of Access to Data – Improvement in the Understanding of Data – Improvement in Interoperability – Improvement of Protection of Sensitive Data Governance Working Team to Improve DQ When to Make Use of Working Teams
  7. 7. 7 7 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Improvement of Quality of Data – Convene Working Group of Stakeholders, SMEs, Stewards, Partners – Incident versus Opportunity – Intake Process – Focus on Critical Data Elements (CDEs) – Adjust Roles and Communications Based on Results Governance Working Team to Improve DQ When to Make Use of Working Teams
  8. 8. 8 8 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Improvement of Access to Data – Convene Working Group of Stakeholders, SMEs, Stewards, Partners – Recognize Access Decision Makers – Define and Approve Rules that Define Data Access – Formalize Process to Gain Access and Rebut Denials – Record Who Does What With the Data Governance Working Team to Improve DQ When to Make Use of Working Teams
  9. 9. 9 9 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Improvement in the Understanding of Data – Convene Working Group of Stakeholders, SMEs, Stewards, Partners – The Metadata Will Not Govern Itself – Build Out Data Catalogs, Business Glossaries and Data Dictionaries – Engage Business in Development of These Tools – Evaluate and Adjust Access to the Understanding Governance Working Team to Improve DQ When to Make Use of Working Teams
  10. 10. 10 10 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Improvement in Interoperability – Convene Working Group of Stakeholders, SMEs, Stewards, Partners – Ability to Share Data Across Business Areas, Systems – Movement Toward Digital Transformation – Requires Documentation, Sharing, Enforcement of Interoperability Rules – Complete Knowledge of the Data of the Organization Governance Working Team to Improve DQ When to Make Use of Working Teams
  11. 11. 11 11 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Improvement of Protection of Sensitive Data – Convene Working Group of Stakeholders, SMEs, Stewards, Partners – Classification Rules, Approval and Policy – Data Handling Standards – Data at Rest and Data in Motion – Regulatory Compliance and Auditability Governance Working Team to Improve DQ When to Make Use of Working Teams
  12. 12. 12 12 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Participants on the Working Team – Data Governance Administrator / Office – Subject Matter Experts / Data Owners – Representatives of Impacted Business Areas – Information Technology / Project Management – Representative from Activity Sponsor and Others Governance Working Team to Improve DQ How to Construct a Working Team for a Specific Purpose
  13. 13. 13 13 Copyright © 2019 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 Administrator / Office – Best Practice Number Two – Required Role in Successful Data Governance – Facilitator of Working Team Activities – Responsible for Every Step of the Process / May Share Responsibility – The Data Will Not Govern Itself Governance Working Team to Improve DQ How to Construct a Working Team for a Specific Purpose
  14. 14. 14 14 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Subject Matter Experts / Data Owners – Involve People in the Know – Person Who Needs the Opportunity to be Addressed – Recognized Through Use of Common Data Matrix – Responsible for Many Steps of the Process – Critical Decision Maker in Quality Issues Governance Working Team to Improve DQ How to Construct a Working Team for a Specific Purpose
  15. 15. 15 15 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Representatives of Impacted Business Areas – Requires Opportunity Impact Analysis – Recognized Through Use of Common Data Matrix – Engaged Throughout the Opportunity Process – Time Commitment Varies Based on Opportunity – Pay Me Now or Pay Me Later Involvement Governance Working Team to Improve DQ How to Construct a Working Team for a Specific Purpose
  16. 16. 16 16 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Information Technology / Project Management – Technical Resource Management – Working Teams Prioritized Like Projects – PMO May Be the Keeper of the Project – Technical Requirements and Capabilities – Every IT Project is a Data Project Governance Working Team to Improve DQ How to Construct a Working Team for a Specific Purpose
  17. 17. 17 17 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Representative from Activity Sponsor and Others – Sponsor Wants to Know Status of What They are Sponsoring – They May Already Be Represented – Include Anybody That Will Be Impacted or Who Cares – Partner Involvement: • Legal • Audit • HR • Communications Governance Working Team to Improve DQ How to Construct a Working Team for a Specific Purpose
  18. 18. 18 18 Copyright © 2019 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 Working Team to Improve DQ How to Construct a Working Team for a Specific Purpose
  19. 19. 19 19 Copyright © 2019 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 Working Team to Improve DQ How to Construct a Working Team for a Specific Purpose
  20. 20. 20 20 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner
  21. 21. 21 21 Copyright © 2019 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 Working Team to Improve DQ How to Construct a Working Team for a Specific Purpose
  22. 22. 22 22 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Differentiating Working Teams from Communities of Interest (COI) – General Versus Specific – Formal Process Differences – Administration of Team Versus COI – Engaging a Team Versus a Community – Communications with Both Governance Working Team to Improve DQ Differences Between Working Teams and Communities of Interest
  23. 23. 23 23 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • General Versus Specific – Working Teams – Specific Opportunity, Incident or Issue – Ex. Loyalty CDE WG • Community – Same General Interest – Ex. Customer DQ COI – Working Teams are Facilitated into Action • Communities are Facilitated into Networking – Working Teams are Convened for a Finite Period of Time • Communities are Convened for a Longer Series of Communication Governance Working Team to Improve DQ Differences Between Working Teams and Communities of Interest
  24. 24. 24 24 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Formal Process Differences – Working Teams • Data Quality • Data Understanding • Data Access • Strategic Data (CDEs) • Data Protection Governance Working Team to Improve DQ Differences Between Working Teams and Communities of Interest
  25. 25. 25 25 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Formal Process Differences – Working Teams • Data Quality • Data Understanding • Data Access • Strategic Data (CDEs) • Data Protection Governance Working Team to Improve DQ Differences Between Working Teams and Communities of Interest – Communities of Interest • Networking • Education • Domain Gatherings • Communications
  26. 26. 26 26 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Administration of Team Versus COI – Working Teams • Responsible for All Steps • Facilitate Action • Mgmt Communications • Metrics of Value Governance Working Team to Improve DQ Differences Between Working Teams and Communities of Interest
  27. 27. 27 27 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Administration of Team Versus COI – Working Teams • Responsible for All Steps • Facilitate Action • Mgmt Communications • Metrics of Value Governance Working Team to Improve DQ Differences Between Working Teams and Communities of Interest – Communities of Interest • Community Coordinator • Convenes COIs Based on Interest • User Interest Driven • Encouraging Participation
  28. 28. 28 28 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Engaging a Team Versus a Community – Working Teams • Resources Required • Resources Accountable • Process Driven • Status Measured • Results Reported Governance Working Team to Improve DQ Differences Between Working Teams and Communities of Interest
  29. 29. 29 29 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Engaging a Team Versus a Community – Working Teams • Resources Required • Resources Accountable • Process Driven • Status Measured • Results Reported Governance Working Team to Improve DQ Differences Between Working Teams and Communities of Interest – Communities of Interest • Resources Not Required • Resources Not Accountable • Socialization Driven • Status Used to Sell Participation • Results Communicated
  30. 30. 30 30 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Communications with Both – Working Teams • Orientation Cx • Onboarding Cx • Ongoing Cx • Status • Measurements Governance Working Team to Improve DQ Differences Between Working Teams and Communities of Interest – Communities of Interest • Orientation Cx • Onboarding Cx • Ongoing Cx • Status Used to Sell Participation • Measurements of Community
  31. 31. 31 31 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Evaluating and Demonstrating Team Value – Quantifying Results of the Team – On-Going Communications – Report to Data Governance Council – Leveraging Team Success – Formalized Opportunity Intake Governance Working Team to Improve DQ Monitoring and Reporting on Working Team Status
  32. 32. 32 32 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Quantifying Results of the Team – Opportunities / Incidents / Issues Recorded, Prioritized, Addressed – Value of Addressing the Opportunity – Participation in the Team Activities – Speed to Address Opportunity – Reusability of Effort to Address Opportunity Governance Working Team to Improve DQ Monitoring and Reporting on Working Team Status
  33. 33. 33 33 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • On-Going Communications – Opportunity Socialization – Business Value Add from Data Governance – Status of Working Team Efforts – Business Rules, Regulations and Standards Change – Socialization to a Widening Audience Governance Working Team to Improve DQ Monitoring and Reporting on Working Team Status
  34. 34. 34 34 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Report to Data Governance Council – Opportunities / Incidents / Issues to Prioritize, Provide Resources – Status of Opportunities Being Recorded, Addressed – Artifacts Requiring Strategic Approval – Metrics and Measurements of Success – Messages to Share with Executive Leadership Governance Working Team to Improve DQ Monitoring and Reporting on Working Team Status
  35. 35. 35 35 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Leveraging Team Success – Customer Testimonial – We did this for them. We can do this for you. – Bag of Tricks / Repository of Repeatable Processes – Lessons Learned Lead to Improved Operating Model – Communications is Always Better the Next Time Governance Working Team to Improve DQ Monitoring and Reporting on Working Team Status
  36. 36. 36 36 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Formalized Opportunity Intake – Equal Opportunity Provider – Anyone Can Submit and Opportunity – Formal Process to Record and Submit Opportunities – Formal Method and Rubric to Evaluate and Prioritize Opportunities – Address Opportunities at the Central, Federated, Distributed Level – Communications and Follow Up Governance Working Team to Improve DQ Monitoring and Reporting on Working Team Status
  37. 37. 37 37 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Maturity Improvement Requires Ability to Repeat – Repeatable Team Building – Repository of Opportunity Team Processes – Data Governance as a Product / Service – Engage Stewards to Drive Teams – Requires Program Administration / Office Governance Working Team to Improve DQ How to Deliver Successful and Repeatable Problem-Solving Teams
  38. 38. 38 38 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Repeatable Team Building – Based on a Dependable Operating Model of Roles and Responsibilities – Based on Leadership at the Administrator Level – People That Are Responsible, Accountable, Consulted and Informed – Use a Detailed Common Data Matrix to Recognize Team – Learn from Your History Governance Working Team to Improve DQ How to Deliver Successful and Repeatable Problem-Solving Teams
  39. 39. 39 39 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Repository of Opportunity Team Processes – Data Quality Processes – Data Understanding Processes – Data Access Processes – Interoperability Processes – Data Protection Processes Governance Working Team to Improve DQ How to Deliver Successful and Repeatable Problem-Solving Teams
  40. 40. 40 40 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Repository of Opportunity Team Processes – Data Quality Processes – Data Understanding Processes – Data Access Processes – Interoperability Processes – Data Protection Processes – New Opportunity Processes – Based on Reusable Roles, Processes, Communications Governance Working Team to Improve DQ How to Deliver Successful and Repeatable Problem-Solving Teams
  41. 41. 41 41 Copyright © 2019 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 as a Product / Service – DGaaP – What is a Product of Data Governance? The Result? – DGaaS – What is a Service of Data Governance? The Action? – Can they be the same thing? – Repeatable Set of Services – Results of Working Team Activities Governance Working Team to Improve DQ How to Deliver Successful and Repeatable Problem-Solving Teams
  42. 42. 42 42 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Engage Stewards to Drive Teams – Use a Detailed Common Data Matrix to Recognize Stewards – Tactical Data Stewards – Data Domain Stewards, SMEs, Owners – Operational Data Stewards – Data Definers, Producers, Users – Administrator Responsible for Convening Recognized Stewards – Keep Track of Who Your Data Stewards Are Governance Working Team to Improve DQ How to Deliver Successful and Repeatable Problem-Solving Teams
  43. 43. 43 43 Copyright © 2019 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Requires Program Administration / Office – Second Best Practice – Someone Has to Guide the Ship – Program Administrator or Delegated Individual – Bag of Tricks / Repository of Repeatable Processes – Communications Soup-to-Nuts – Opportunity to Delivery – The Data Will Not Govern Itself !!! Governance Working Team to Improve DQ How to Deliver Successful and Repeatable Problem-Solving Teams
  44. 44. 44 44 Copyright © 2019 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 Working Team to Improve DQ Summary • In the webinar I shared: – When to Make Use of Working Teams – How to Construct a Working Team for a Specific Purpose – Differences Between Working Teams and Communities of Interest – Monitoring and Reporting on Working Team Status – How to Deliver Successful and Repeatable Problem-Solving Teams
  45. 45. 45 45 Copyright © 2019 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 Meet me in the Dataversity Community to continue the conversation. https://community.dataversity.net/
  46. 46. 46 46 Copyright © 2019 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 @TDAN_com #RWDG Real-World Data Governance Contact Information

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