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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a ...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a tr...
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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
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The Data Model as a Data Governance Artifact

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Data Modelling lies at the core of many data management programs. The basic definition of data and the conceptual, logical and physical models can be used in many ways and benefit many people. Some of the uses of the Data Model may not be obvious or may not presently be followed by your organization. Find out why.

Join Bob Seiner for this installment of the Real-World Data Governance webinar series where he will discuss the use of the Data Model as an artifact of Data Governance. Bob will look at the data models as a way to effectively communicate along the path to better data definition, production and usage.

In this webinar, Bob will discuss:
•Applying DG Best Practices to Data Modelling
•The Data Model as an Effective Communications Tool
•Using Data Models to Improve Data Definition, Production and Use
•Appropriate Audiences for the Models
•The Relationship Between Data Governance and Data Modelling

Publié dans : Business
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The Data Model as a Data Governance Artifact

  1. 1. 1 Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG 1 Copyright © 2016 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 Real-World Data Governance The Data Model as a Data Governance Artifact Monthly Webinar Series Hosted by Dataversity March 17, 2016 – 2:00 p.m. EST Happy St. Patrick’s Day
  2. 2. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 22 #RWDG @RSeiner • Real-World Data Governance – Monthly Webinar Series – Third Thursday of Each Month – 2pm EST – April 21, 2016 – How to Implement Data Governance Best Practice from EDW – May 19, 2016 – A Data Governance Framework for Smart Data w/Tony Sarris – June 16, 2016 – DIY and Purchased Data Governance Tools – Register On-Line at TDAN.com, KIKConsulting.com and DATAVERSITY.net Real-World Data Governance Upcoming Webinars
  3. 3. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 33 #RWDG @RSeiner • Non-Invasive Data Governance: The Path of Least Resistance and Greatest Success ISBN 9781935504856 / Technics Publishing / Amazon.com • KIKConsulting.com Home of Non-Invasive Data Governance™ • DATAVERSITY Events – Enterprise Data World (EDW) April 17-22 – San Diego, CA Advanced Data Governance – Tutorial – Data Governance Information Quality (DGIQ) June 27 – July 1, 2016 – San Diego, CA Assess Your Existing DG Program – Tutorial Data Governance, Privacy and Internet of Things – Session Real-World Data Governance What’s New?
  4. 4. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 44 #RWDG @RSeiner • The Data Administration Newsletter (TDAN.com) – Monthly Publication – March Issue Available – Articles, Columns, Features, Blogs – Published by Bob Seiner – Produced by DATAVERSITY – Subscribe On-Line for Updates • Non-Invasive Data Governance™ – Two Day Public Class – Sheraton @ Historic Station Square – March 21-22 – Pittsburgh, PA – Register @ KIKConsulting.com Real-World Data Governance What’s New?
  5. 5. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 55 #RWDG @RSeiner Data Model as Governance Artifact Session Abstract • Data Modeling lies at the core of many data management programs. • The basic definition of data and the conceptual, logical and physical models can be used in many ways and benefit many people. • Some of the uses of the Data Model may not be obvious or may not presently be followed by your organization. • In this webinar, Bob will discuss: – Applying DG Best Practices to Data Modeling – The Data Model as an Effective Communications Tool – Using Data Models to Improve Data Definition, Production and Use – Appropriate Audiences for the Models – The Relationship Between Data Governance and Data Modeling
  6. 6. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 66 #RWDG @RSeiner • What is Best Practice? – Guidelines to behavior deemed to be in the organization’s best interest. – Future or present tense. – Singular or plural. – If you achieve best practice, you have a better chance of success. Data Model as Governance Artifact Applying DG Best Practices to Data Modeling
  7. 7. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 77 #RWDG @RSeiner • Criteria for Identifying Data Governance Best Practice – Is the Statement Practical, Do-able and will it Add Value? “Yes” or the best practice statement should not be considered. – Is the Program At Risk if the practice is not achieved? “Yes” or the best practice statement should not be considered. Data Model as Governance Artifact Applying DG Best Practices to Data Modeling
  8. 8. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 88 #RWDG @RSeiner • Let me be clear … – I am not a Data Modeler. – I cannot tell you the best techniques for Data Modeling. – Best Data Modeling Techniques versus Best Practice – Best Practice for Data Modeling as it Relates to Data Governance – To Share … Or Not to Share … the Data Model as an Artifact Data Model as Governance Artifact Applying DG Best Practices to Data Modeling
  9. 9. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 99 #RWDG @RSeiner • Data Governance Best Practice Examples: 1. There is a high-level of senior management support, sponsorship, and understanding of the activities of the Data Governance program. 2. A team of Cross-Departmental resources are accountable for the definition, development, implementation and sustainability of the Program on a consistent and continual basis. 3. The measurements of success of the program are well defined and communicated with Senior Management and Stakeholders within the organization. 4. The goals, objectives, scope, roles, rules of engagement of the Program & Team are well defined and communicated. Data Model as Governance Artifact Applying DG Best Practices to Data Modeling
  10. 10. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1010 #RWDG @RSeiner • There is a high-level of senior management support, sponsorship, and understanding of the activities of the Data Governance program. – Data Modeling versus Data Governance – Support and Sponsorship of Data Modeling as an Activity – Understanding of Data Modeling – Benefits / Drawbacks – Applications of Resources to Data Modeling – Data Modeling Major Efforts – Including Agile Data Model as Governance Artifact Applying DG Best Practices to Data Modeling
  11. 11. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1111 #RWDG @RSeiner • A team of Cross-Departmental resources are accountable for the definition, development, implementation and sustainability of the Program on a consistent and continual basis. – Data Modelers are not necessarily Cross-Department – People the Data Modelers meet with are Cross-Department – Facilitators of Good Data Practices – Data Modelers Education and Tools – Data Modeling Standards and Processes Data Model as Governance Artifact Applying DG Best Practices to Data Modeling
  12. 12. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1212 #RWDG @RSeiner • The measurements of success of the program are well defined and communicated with Senior Management and Stakeholders within the organization. – Percentage of Systems / Data that is Modeled – Completeness of Data Models – Data Governance Bill of “Rights” – Data Model Walk-Throughs – Data Modeling Processes Followed Data Model as Governance Artifact Applying DG Best Practices to Data Modeling
  13. 13. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1313 #RWDG @RSeiner • The goals, objectives, scope, roles, rules of engagement of the Program & Team are well defined and communicated. – Goals of Data Modeling are Defined – Roles Associated with Data Modeling are Defined – Leverage Data Governance Roles / Common Data Matrix – Data Modeling Processes are Defined – Data Models and Metadata are Approved / Made Available – Communications is the Key Data Model as Governance Artifact Applying DG Best Practices to Data Modeling
  14. 14. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1414 #RWDG @RSeiner • Maximize Value of DG Assessment – Steps to Take with Best Practices 1. Define Best Practice. 2. Compare Present Practice to Best Practice. 3. Identify Leverage-able Practices. 4. Identify Opportunities to Improve Practices. 5. Articulate Gap/Risk Associated with Gap. 6. Plan/Deliver Actions to Address Gap. Data Model as Governance Artifact Applying DG Best Practices to Data Modeling
  15. 15. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1515 #RWDG @RSeiner • Types of Data Models – Conceptual Data Models – Logical Data Models – Physical Data Models Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  16. 16. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1616 #RWDG @RSeiner • Conceptual Data Models – Highest Level / Least Specific / Represents Business – Is it even a “Data” Model? – Relationships Between Subject Areas – Concepts Independent of any Database Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  17. 17. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1717 #RWDG @RSeiner • Conceptual Data Models Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  18. 18. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1818 #RWDG @RSeiner • Conceptual Data Models – Things That We are Concerned With – Used Primarily as a Business Communications Tool – Used to help People Know, Understand, Simulate the Subject of the Model Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  19. 19. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1919 #RWDG @RSeiner • Conceptual Data Models – How will Conceptual Models assist with Data Governance associated with … • Data Definition • Data Production • Data Usage • Proactive and Reactive Processes that are Governed Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  20. 20. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 2020 #RWDG @RSeiner • Logical Data Models – Detailed Representation of an Organization's Data – Independent of any Particular Technology – Described in Business Language – Cheeseburger Definition versus Business Definition Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  21. 21. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 2121 #RWDG @RSeiner • Logical Data Models Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  22. 22. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 2222 #RWDG @RSeiner • Logical Data Models – Governed Completion Means Metadata Collected – Larger Scope: Enterprise Data Model – Smaller Scope: Database / System Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  23. 23. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 2323 #RWDG @RSeiner • Logical Data Models – Reasons for Building a Logical Data Model (Wikipedia) • Helps common understanding of business data elements and requirements • Provides foundation for designing a database • Facilitates avoidance of data redundancy and thus prevent data & business transaction inconsistency • Facilitates data re-use and sharing • Decreases development and maintenance time and cost • Confirms a logical process model and helps impact analysis Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  24. 24. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 2424 #RWDG @RSeiner • Logical Data Models – How will Logical Models assist with Data Governance associated with … • Data Definition • Data Production • Data Usage • Proactive and Reactive Processes that are Governed Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  25. 25. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 2525 #RWDG @RSeiner • Physical Data Models – Contain all the Needed Physical Design Choices – Contain Storage Parameters needed to Generate a Design – Convertible to Data Definition Language Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  26. 26. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 2626 #RWDG @RSeiner • Physical Data Models Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  27. 27. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 2727 #RWDG @RSeiner • Physical Data Models – Used to Create a Database – Synchronized with Logical Data Model – Change Management Required Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  28. 28. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 2828 #RWDG @RSeiner • Physical Data Models – How will Physical Models assist with Data Governance associated with … • Data Definition • Data Production • Data Usage • Proactive and Reactive Processes that are Governed Data Model as Governance Artifact The Data Model as an Effective Communications Tool
  29. 29. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 2929 #RWDG @RSeiner • How can a Data Model assist in the Governance of Data Definition? – Discipline of a Structured Approach – Provides a Place to Record, Store and Access Data Design – Business and Technical Data Design Data Model as Governance Artifact Using Models to Improve Data Definition, Production, Use
  30. 30. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 3030 #RWDG @RSeiner • How can a Data Model assist in the Governance of Data Definition? – All the Reasons Stated with the Logical Data Model description – Good Data Starts with Good Data Definition – Model Data as a Result of Governed Data Process Data Model as Governance Artifact Using Models to Improve Data Definition, Production, Use
  31. 31. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 3131 #RWDG @RSeiner • How can a Data Model assist in the Governance of Data Production? – Standards for Logical Data Management • Business Names • Descriptions • Valid Values • Relationships / Cardinality – Standards for Physical Data Management • Databases • Tables • Columns • Keys / Joins / Views Data Model as Governance Artifact Using Models to Improve Data Definition, Production, Use
  32. 32. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 3232 #RWDG @RSeiner • How can a Data Model assist in the Governance of Data Production? – Standards for Application Development • Screen Reports / Labels • Front End Data Quality – Edit Checks • Data Integration Quality – Import / Export Data Model as Governance Artifact Using Models to Improve Data Definition, Production, Use
  33. 33. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 3333 #RWDG @RSeiner • How can a Data Model assist in the Governance of Data Usage? – Improve People’s Understanding of Data – Assist People to Locate Data – Manage Aliases – Logical and Physical – DIY Data Warehousing Data Model as Governance Artifact Using Models to Improve Data Definition, Production, Use
  34. 34. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 3434 #RWDG @RSeiner Data Model as Governance Artifact Appropriate Audiences for the Models
  35. 35. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 3535 #RWDG @RSeiner • Potential Audiences include: – Executive Level – Strategic Level – Tactical Level – Operational Level – Support Level Data Model as Governance Artifact Appropriate Audiences for the Models
  36. 36. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 3636 #RWDG @RSeiner • Executive Level – Senior Leadership / Steering Committee • Sharing Data Models with Executives • Executives Interest in Data Models May Be Limited • Dependent on the Size of the Organization • Good for Them to Know the Models are There • Support, Sponsorship and Understanding as Best Practice Data Model as Governance Artifact Appropriate Audiences for the Models
  37. 37. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 3737 #RWDG @RSeiner • Strategic Level – Data Governance Council • Sharing Data Models with the Council • Council Interest in Data Models May Be Project Focused • Dependent on the Size of the Organization • Good for Them to Know the Models are There • Depend on Data Models to Achieve Project Success Data Model as Governance Artifact Appropriate Audiences for the Models
  38. 38. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 3838 #RWDG @RSeiner • Tactical Level – Data Domain Stewards, Steward Coordinators, Subject Matter Experts • Sharing Data Models with the Tactical Folks • Tactical Interest in Data Models Will Be Project Focused • Critical Component to Domain and Subject Focus • Heavy Involvement in Development of Data Models • Utilize Data Models to Achieve Project Success Data Model as Governance Artifact Appropriate Audiences for the Models
  39. 39. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 3939 #RWDG @RSeiner • Operational Level – Data Stewards, Everybody • Sharing Data Models with the Stewards and Everybody • Operational Interest in Data Models Will Be an As-Needed Focused • Supplies Critical Metadata About Data Definition, Production and Use • Limited Involvement in Development of Data Models • Utilize Data Models to Understand and Use Data Properly Data Model as Governance Artifact Appropriate Audiences for the Models
  40. 40. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 4040 #RWDG @RSeiner • Support Level – Data Governance Team, Data Governance Partners • Sharing Data Models with the Supporting Roles • Data Governance Assures that Data Models Assures Data Discipline • Supporting Interest in Data Models Will Be Direct-Need Focused • Direct-Need Involvement in Usage of Data Models • Utilize Data Models to Achieve Partnership Need Success Data Model as Governance Artifact Appropriate Audiences for the Models
  41. 41. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 4141 #RWDG @RSeiner Data Model as Governance Artifact Relationship Between Data Governance & Data Modeling • Data Modeling is Data Governance – RWDG Webinar / TDAN.com Article – Data Governance is the execution and enforcement of authority over the management of data. – Data Modeling can be considered the execution and enforcement of authority over the definition of data. – The discipline of data modeling involves the “right” people at the “right” time to define the “right” data for the organization. – The Bill of “Rights” is the essence of Data Governance.
  42. 42. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 4242 #RWDG @RSeiner Data Model as Governance Artifact Relationship Between Data Governance & Data Modeling • Data Modeling is Data Governance – RWDG Webinar / TDAN.com Article – Data Stewardship is the formalization of accountability for the management of data. – If you subscribe to the idea that everybody is a data steward because of their relationship to the data then certainly the people providing information and assisting the data modelers must also be data definition stewards. – And to think, the people that the data modelers work with have been playing the data steward role way longer then the term “data steward” has been trendy.
  43. 43. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 4343 #RWDG @RSeiner Data Model as Governance Artifact Relationship Between Data Governance & Data Modeling • Data Modeling is Data Governance – RWDG Webinar / TDAN.com Article – Data Modeling is Data Governance – at least a piece of Governance. – Data Modeling is the discipline that is necessary to make certain the design of data is the way it needs to be. – Organizations that do not model their data have a more difficult time improving the value they get from their data because their data becomes riddled with inconsistency and misunderstanding. – Ask any organization that does not model their data if their data is being governed. – The sure answer will be “no”.
  44. 44. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 4444 #RWDG @RSeiner Data Model as Governance Artifact Wrap Up • Next Real-World Data Governance Webinar – 2pm EST – April 21, 2016 – How to Implement Data Governance Best Practice • This webinar covered – – Applying DG Best Practices to Data Modeling – The Data Model as an Effective Communications Tool – Using Data Models to Improve Data Definition, Production and Use – Appropriate Audiences for the Models – The Relationship Between Data Governance and Data Modeling
  45. 45. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 4545 #RWDG @RSeiner Data Model as Governance Artifact Wrap Up
  46. 46. Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 4646 #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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