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Real-World Data Governance
                                     Metadata & Data Governance
                                Monthly Webinar Series Hosted by Dataversity
                                Robert S. Seiner – KIK Consulting / TDAN.com
                                        July 19, 2012 – 2:00 p.m. EST



                                                                    Robert S. Seiner
                                      KIK Consulting & Educational Services – KIKconsulting.com
                                           The Data Administration Newsletter – TDAN.com



                                                                  Twitter at #RWDG                                           1

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Real-World Data Governance
                                                              Upcoming Webinars

          •      Real-World Data Governance – Monthly Webinar Series
                   – August 16, 2012 – Master Data Management & Data Governance – 2pm EST
                   – September 20, 2012 – Business Glossaries & Data Governance – 2pm EST
                   – October to December to be announced shortly.
                   – Register On-Line at Dataversity.Net




                                                                  Twitter at #RWDG                                           2

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Metadata & Data Governance
                                                                             Abstract

          •      The relationship between Metadata and Data Governance can be
                 considered a two-way street.

          •      Metadata, as data about the people associated with the data, is a natural
                 by-product of an effective Data Governance program.

          •      And metadata itself must be governed in order for that metadata to add
                 value to business and technical opportunities.




                                                                  Twitter at #RWDG                                            3

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                        Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Metadata & Data Governance
                                                                             Abstract

          •      How can we leverage this relationship to quickly and efficiently improve
                 the management of data?

          •      How can we enable our organization to view Metadata and Data
                 Governance side-by-side as complimentary teammates in the effort to
                 manage data as a valued corporate asset?

          •      The answers to these questions
                      may not be as difficult as you think …




                                                                  Twitter at #RWDG                                            4

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                        Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Metadata & Data Governance
                                                  Don’t Let This Happen to You



                                                         Typical
                                                      2-Way Street?




     Typical
    Accident?

                                                                                        Typical
                                                                                       Reaction?




                                                                  Twitter at #RWDG                                                 5

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                             Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Metadata & Data Governance
                                     Considerations for Setting Expectations

          •      Top Avoidable Mistakes (in no specific order) :
                   –      Lack of Executive & Strategic Level Understanding & Support
                   –      Lack of Program Accountability & Responsibility
                   –      Lack of Definition of Best Practices as a Target Behavior
                   –      Lack of Critical Analysis of Present Environment
                   –      Inability to Select & Follow Suitable Approach
                   –      Lack of Planning and Ability to Support Meaningful Initiatives
                   –      Framework of Roles & Responsibilities
                   –      Making Data Governance & Data Quality Optional
                   –      Lack of Focus on Communications
                   –      Improper Expectations of the Data Quality & Data Governance Solution
                   –      Failure to Stay Iterative and Incremental in the Approach



                                                                  Twitter at #RWDG                                           6

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Metadata & Data Governance
                                                   The Relationship – One Way

                                                                           Metadata
                                                                          Governance
                                                                 Governance must be applied to meta-data
                                                                 as the discipline of managing meta-data.



                                              DATA GOVERNANCE &                                       META-DATA
                                                 STEWARDSHIP                                         MANAGEMENT



                                                                  Metadata is a by-product and an enabler
                                                                      to improved Data Governance.

                                                                 Governing Through
                                                                     Metadata


                                                                  Twitter at #RWDG                                                      7

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                                   7
Metadata & Data Governance
                                                       Metadata as a By Product

          •      Governance – Execution of Authority, Responsibility & Accountability
          •      Stewardship – Formalizing Accountability
                  – Formal – Recorded
                  – Informal – Not Recorded – “People Just Know” – or do they?
          •      Identifying Data Stewards rather than Assigning Data Stewards
          •      “Writing it down” rather than “Best Guess”.
                 Formal rather than Informal.
          •      Key Component of a Non-Invasive Data Governance™ Program
          •      Why is it important to “write it down”?




                                                                  Twitter at #RWDG                                           8

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        8
Metadata & Data Governance
                                                       Metadata as a By Product

          •      Tribal Knowledge Vs. Formal Knowledge
          •      Identify & Record the People that Have Responsibility for:
                  – Defining the Data/Metadata Is Necessary to operate the Business
                       • Are they associated with a specific area of the organization?
                       • Is there ever more than one person who has the responsibility?
                       • How do you know who to contact with questions about:
                            – Origin
                            – Validity
                            – Location
                            – Accessibility, …
                       • Just because you know who to contact, do other people?
                  – Producing the Data/Metadata Is Necessary to operate the Business
                  – Using the Data/Metadata that is Necessary to operate the Business


                                                                  Twitter at #RWDG                                           9

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        9
Metadata & Data Governance
                                                       Metadata as a By Product

          •      Ask yourself these questions:
                  – Could these people be the Data/Metadata Stewards?
                  – How could we benefit by knowing who these people are?
                  – Does it make sense to record who these people are?
                  – Is this information about the Stewards meta-data?
          •      This information is a by-product and results of the
                 Stewardship aspect of Non-Invasive Data Governance™.




                                                                  Twitter at #RWDG                                           10

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        10
Metadata & Data Governance
                                                       Metadata as a By Product

          •      “Having this information has greatly improved our
                 ability to communicate efficiently & effectively.”
                                                                                       Client 2008

          •      “Non-Invasive is the way to go …
                  However, let me warn you …
                  At some point we just may need the stick.”
                                                                                       Client 2007

          •      “How many stewards will we need and
                 how long will we need them for?”
                                                                                       Client 2006




                                                                  Twitter at #RWDG                                                         11

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                                     Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                                      11
Metadata & Data Governance
                Data About People in Data/Metadata Governance Roles

          •      Further Description of Data/Metadata Governance Metadata
                  – Conceptual Data/Metadata Governance Metadata Meta-Models
                  – Selecting the “Right” Metadata to Manage
          •      Where do we store the Data/Metadata Governance Metadata
          •      Data/Metadata Governance Metadata Tools
                  – Common Data Matrix
                  – Data Steward Repository




                                                                  Twitter at #RWDG                                           12

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        12
Metadata & Data Governance
                Data About People in Data/Metadata Governance Roles
                                                                 Business Unit Code (PK)                                              Project Code (PK)
                                              Business Unit      Business Unit Name                                                   Project Name
                                                                                                                   Project Code         IMS-IMS
                                                  Code
                                                                                                                                        WAFR-WAFR
                                                                                                                                        CHAZ-CHAZ
                                                                              Person Id (PFK)
                                                                              Position Code (PFK)
                                                                              Business Unit Code (PFK)
                                                    Person Id (FK)            Data Name (PFK)                            Data Name (PK)
                                                    Position Code (FK)        Data Level Type Code (PFK)                 Data Level Type Code (PFK)
                                                    Business Unit Code (FK)   Steward Type Code (PFK)                    Subject Matter Code (FK)


                                               Position Link                     Steward Link                                                             Data Level
                      Person                                                                                           Data
                                              (Relationship)                    (Relationship)                                                              Code


                Person Id (PK)                                                                                                                        Data Level Code (PK)
                Person Name                                                                                                                           Data Level Desc
                Contact Info                                                                                                                           DM-Data Model
                Include “Unassigned”                                                                                                                   ENT-Entity
                                                                                                                                                       ATR-Attribute
                                                                                                                                                       DB-Database
                                                                                                                                                       TBL-Table
                                                 Position                          Steward                            Subject                          COL-Column
                                                  Code                            Type Code                           Matter


                                            Position Code (PK)                         Steward Type Code (PK)   Subject Matter Code (PK)
                                            Position Name                              Steward Type Desc        Subject Matter Name
                                            Position Grade                               DD-Data Definer
                                                                                         DP-Data Producer
                                                                                         DU-Data User
                                                                                         SS-System Steward



                                                   ISDM                              ISDM
                                                   Task                           Integration


                                            ISDM Task Number (PK)             ISDM Task Number (PK)
                                            ISDM Task Desc                    Stewards Type Code (PFK)
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Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                                                       13
Metadata & Data Governance
                Data About People in Data/Metadata Governance Roles
                   ORGANIZATIONS




     DOMAINS




                                                                                                 STAKEHOLDERS




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Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        14
Metadata & Data Governance
                Data About People in Data/Metadata Governance Roles

                                                 Enterprise
                                                 Perspective




                                                                  Twitter at #RWDG                                           15

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Metadata & Data Governance
                                                                                Roles & Responsibilities
                                                                               Non-Invasive Data Governance™ Operating Model
                                                                                                   of Roles & Responsibilities


                Data Governance Program Team                                                                                                       Executive Level
                       Data Governance Team Manager                                                                                                        Data Steering Committee
                        Responsible for Administering the Program,                                                                                                     Senior-most level knowledge of the program.
                        facilitating use of the Data Governance Council,                                                                                               Leverage existing business structure as possible.
                        communicating program components and value to the Organization.                                                                                If no structure exists, utilize an IT Steering Committee
                                                                                                        Executive
                        Advisory assistance from other levels.                                                                                                         or an executive founded board or council.

                IT Subject Resource Experts                                                                                                        Strategic Level
                        System/Data Resource Experts                                                                                                       Data Governance Council
                        IT Staff including Application                                                                                                                 Data Governance Sponsors Group
                        Development, Data Design,                                                                                                                      or Group of similar participation. One person, plus
                        Security, and other Data                                                                                                                       alternate, for each Business Unit represented & IT.
                                                                                               Strategic -
                        Resource Management.                                                                                                                           Consider financial services & human resources.
                                                                                               Enterprise

                                                                                                                                                   Tactical Level
                                                                     T)




                                                                                                                                                            Data Domain Stewards
                                                                   GP
                                                                (D




                                                                                                                                                                                 Per assigned Subject Areas
                                                                          ts
                                                            m




                                                                                                                                                                       Data Steward Coordinators
                                                                           r
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                                                                                                                                                                                 One per Business Unit
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                                                                                                                                                   Operational Level
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                                                                                                                                                           Operational Data Stewards (existing)
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                                                                                                                                                                                 Data Definers, Producers, Users
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                                                                                                                                                                                 These people are presently defining,




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                                                                                                                                                                                 producing and using data as part of their




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                                                                                                                                                                                 jobs. Recording of the Operational Data




                                                                                                                                            /A


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                                                                                                                                                                                 Stewards will be an important enabler of




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                                                                                                                                                                                 improved communications, coordination




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                                                                                                                                                                                 and cooperation among stewards.




                                                                                                                                                                   n
                                                                                                                                                        at
                                                                                                                                                          h
                                                                                Operational Level - Business Unit Specific




                                                                                          Twitter at #RWDG                                                                                                                        16

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                                                                 Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                                                                                          16
Metadata & Data Governance
              Metadata as a By-Product of a Data Governance Program

     •      Where Do We Start
               – Define Data Domains
                  • Customer Data
                  • Product Data
                  • Vendor Data
                  • Material Data
                  • Financial Data
                  • Human Resource Data
                  • Transaction Data
                  • Research Data
                  • Shared Data
                  • Note that this is a sample list that of what companies use.
                  • Beyond this they break the domains into “aspects of customer”,
                      “aspects of product”, … very particular to each company.

                                                                  Twitter at #RWDG                                           17

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        17
Metadata & Data Governance
              Metadata as a By-Product of a Data Governance Program

     •      Where Do We Start
               – Define Metadata Domains
                  • Data Definition Metadata
                  • Data Production Metadata
                  • Data Usage Metadata
                  • Privacy, Security, Compliance Metadata
                  • Business Rule Metadata
                  • Hardware Metadata
                  • Software Metadata
                  • Technology Metadata
                  • Vendor Metadata
                  • Note that this is a sample list that of what companies use.
                  • Beyond this they break the domains into “aspects of definition meta-data”,
                      “aspects of production meta-data”, … very particular to each company.

                                                                  Twitter at #RWDG                                           18

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        18
Metadata & Data Governance
              Metadata as a By-Product of a Data Governance Program

     •      Where Do We Start
               – Define Organization Units
                  • The Organizational Units can be pulled from an
                      organizational chart or they can be determined
                      by Company, Division, Department, Team, …
                  • If the Organizational Units are defined by the
                      Company it is often left to the Company to
                      determine how granular they want to get with
                      their units.
                  • It is not uncommon for organizational units to use different levels (some at
                      the departmental level and some at the division level).
                  • Once the definition of units have been completed, the most senior level
                      manager of that lowest granularity group identifies a logical person to help
                      manage the stewards in their group.




                                                                  Twitter at #RWDG                                           19

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        19
Metadata & Data Governance
              Metadata as a By-Product of a Data Governance Program

     •      How Do We Populate the Stakeholder of the CDM?
               – Naturally! That is the Non-Invasive way!
                  • By the Metadata Steward Coordinator
                  • Through project management
                  • Through recall of past projects
                  • Through existing committees & working groups




                                                                  Twitter at #RWDG                                           20

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        20
Metadata & Data Governance
              Metadata as a By-Product of a Data Governance Program

     •      How Do We Populate the Stakeholder of the CDM?
               – Metadata Steward Coordinator
                  • The Metadata Steward Coordinator often
                    has the responsibility of identifying the
                    operational meta-data stewards for their
                    business unit by meta-data domain.
                  • This may require the coordinator to
                    research and inventory the data that is
                    being defined, produced and used in their business unit.
                  • This requires that the domains of data are defined and documented to the
                    level of detail that will enable the Data Steward Coordinator to complete this
                    task.




                                                                  Twitter at #RWDG                                           21

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        21
Metadata & Data Governance
                                           Applying Governance to Metadata

     •      First Order of Business:
             – Identify Data Stewards and Record Who They Are
             – Identify When and How They Should Be Involved
             – Follow Governed Process




                                                                  Twitter at #RWDG                                           22

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        22
Metadata & Data Governance
                                           Applying Governance to Metadata

     •      Pro-Active Data Governance
               – Build application of stewards into existing project management methodology

     •      Reactive Data Governance
               – Build application of stewards into data quality methodology
               – Build application of stewards into issue resolution process

     •      Triggers
               – Using Stewards & Recorded Steward Metadata to Demonstrate Communications
                 Improvement

     •      Escalation & Resolution
               – Using Stewards & Recorded Steward Metadata to Get … the “Right” People Involved in
                 the “Right” Decisions at the “Right” Time.



                                                                  Twitter at #RWDG                                           23

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        23
Metadata & Data Governance
                                                 Applying Governance to Metadata

     •      Pro-Active Data Governance – Build Into Methodology
                                                                                                  DATA GOVERNANCE ACTIVITY MATRIX


                                        DATA                                             IT                                                                               DATA DOMAIN / LOB/FUNCTIONAL AREA
                                   DEVELOPMENT
                                                                                                                                                                                                                          OPERATIONAL DATA STEWARDS
                                    LIFE CYCLE                                                                                        DATA DOMAIN                          DATA STEWARD
                                                            SYSTEM SMEs                            DATA SMEs
                                       (DDLC)                                                                                           STEWARD                            COORDINATOR                                                     DATA
                                                                                                                                                                                                            DATA DEFINER                                           DATA USER
                                                                                                                                       (or designee)                                                                                     PRODUCER

                                                     Coordinate and manage all            Coordinate and manage all            Activity initiated re: this domain,   Activity initiated re: this domain,    Participate in data       Participate in data       Participate in data
                                    INFORMATION      technical aspects of system          technical aspects of data            Data Domain Steward is involved       Steward Coordinator is involved in     definition information    production                usage information
                                     GATHERING       information gathering with Data      information gathering with Data      in identifying and recording info     identifying Operational Stewards       gathering as needed.      information gathering     gathering as needed.
                                                     Domain Stewards and Steward          Domain Stewards and Steward          related Domains, Systems,             in this LOB/FA that should                                       as needed.
                                  (DOMAIN, SYSTEM,   Coordinators. Assure appropriate     Coordinators. Assure appropriate     Stewards per issue or task.           participate in this work flow.
                                     STEWARDS)       technical meta-data is recorded.     technical meta-data is recorded.                                           Assure appropriate business
                                                                                                                                                                     meta-data is recorded.
                                                     Coordinate and manage all            Coordinate and manage all            Coordinate tasks associated           Coordinate activities of               Provide definition        Provide production        Produce user
                                                     technical aspects of system          technical aspects of data            conducting the assessment and         Operational Stewards including         requirements &            requirements per          requirements. Use
                                   ASSESSMENT &      assessment & requirements            assessment & requirements            requirements steps.                   project timelines, status reporting,   gathering document.       definition. Produce       data needed to
                                                     gathering with Data Domain           gathering with Data Domain                                                 tactical decision making. Assure       Define data needed to     data needed to            operate business &
                                   REQUIREMENTS
                                                     Stewards and Steward                 Stewards and Steward                                                       appropriate business meta-data is      operate business &        operate business &        report results.
                                                     Coordinators.                        Coordinators.                                                              recorded.                              report results.           report results.


                                                     Coordinate and manage all            Coordinate and manage all            Coordinate tasks associated           Coordinate activities of               Provide data              Provide data              Provide data usage
                                                     technical aspects of system          technical aspects of data planning   conducting planning and analysis      Operational Stewards including         definition guidance to    production guidance       guidance to build the
                                    PLANNING &       planning and analysis with Data      and analysis with Data Domain        steps.                                project timelines, status reporting,   build the appropriate     to build the              appropriate solution.
                                                     Domain Stewards and Steward          Stewards and Steward                                                       tactical decision making.              solution.                 appropriate solution.
                                     ANALYSIS        Coordinators.                        Coordinators.



                                                     Coordinate system design with        Coordinate data design with Data     Coordinate tasks associated           Coordinate activities of               Propose alternatives      Propose alternatives      Propose alternatives
                                                     Data Domain Stewards and             Domain Stewards and Steward          conducting planning and analysis      Operational Stewards including         for data definition       for data production       for data usage
                                                     Steward Coordinators.                Coordinators.                        steps. Accept or Resolve solution     timelines, reporting. Propose          solution that best fits   that best fits with the   solution that best fits
                                  SOLUTION DESIGN                                                                              from the Steward Coordinator.         solution to Data Domain Steward.       with defined              data definition           with defined
                                                                                                                                                                     Assure appropriate business            requirements.             solution and defined      requirements.
                                                                                                                                                                     meta-data is recorded.                                           requirements.


                                                     Coordinate and manage all            Coordinate and manage all                                                  Coordinate activities of all                                     Provide input to the
                                                     technical aspects of system          technical aspects of data solution                                         individuals related to development                               development of the
                                     SOLUTION        solution development. Assure         development. Assure that                                                   work including timelines, status,                                data production
                                                     that appropriate technical meta-     appropriate technical meta-data is                                         tactical decision making.                                        solution.
                                   DEVELOPMENT
                                                     data is recorded.                    recorded.



                                                     Perform EIS system testing.          Perform EIS data testing. Assure     Coordinate business tasks             Coordinate activities of the           Test data solution        Test data solution        Test data solution
                                                     Assure that appropriate technical    that appropriate technical meta-     associated with solution testing      Operational Stewards related to        from a definition         from a production         from a usage
                                                     meta-data is recorded.               data is recorded.                    steps.                                testing work including timelines,      perspective. Assure       perspective. Assure       perspective. Assure
                                  SOLUTION TESTING                                                                                                                   status, tactical decision making.      that appropriate          that appropriate          that appropriate
                                                                                                                                                                                                            business meta-data is     business meta-data is     business meta-data is
                                                                                                                                                                                                            recorded.                 recorded.                 recorded.

                                                     Coordinate and manage all            Coordinate and manage all            Coordinate business tasks             Coordinate activities of the
                                                     technical aspects of system          technical aspects of data solution   associated with solution              Operational Stewards related to
                                     SOLUTION        solution implementation.             implementation.                      implementation.                       solution implementation including
                                                                                                                                                                     timelines, status, tactical decision
                                  IMPLEMENTATION
                                                                                                                                                                     making.



                                                     Coordinate and manage all            Coordinate and manage all            Coordinate business tasks             Coordinate activities of the           As part of daily job,     As part of daily job,     As part of daily job,
                                                     technical aspects of system          technical aspects of data solution   associated with solution              Operational Stewards related to        identify operation        identify operation        identify operation
                                    SOLUTION
                                                     solution monitoring &                monitoring & maintenance.            monitoring & maintenance.             solution monitoring &                  data issues pertaining    data issues pertaining    data issues pertaining
                                   MONITORING &      maintenance.                                                                                                    maintenance including timelines,       to their domain of        to their domain of        to their domain of
                                   MAINTENANCE                                                                                                                       status, tactical decision making.      data.                     data.                     data.




                                                                                                  Twitter at #RWDG                                                                                                                                                                        24

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                                                                                                                                  Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                                                                                                                                                                        24
Metadata & Data Governance
                                           Applying Governance to Metadata

     •      Reactive Data Governance – Build Into Response
     •      Data Quality Methodology
               –     Qualify & Prioritize Data Issue
               –     Identify Affected Data Domain
               –     Identify Affected Data Stewards
               –     Conduct Data Systems & Data Resource Discovery
               –     Conduct Root Cause Analysis
               –     Conduct Cost-Benefit Analysis
               –     Analyze & Recommend Resolution
               –     Gain Approval, Funding, Resources
               –     Resolve Data Issue
     •      Cross Reference DQ Methodology & Resources
               – Who does What and When?



                                                                  Twitter at #RWDG                                           25

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        25
Metadata & Data Governance
                                            The Relationship – The Other Way

                                                                           Metadata
                                                                          Governance
                                                                 Governance must be applied to meta-data
                                                                 as the discipline of managing meta-data.



                                              DATA GOVERNANCE &                                       META-DATA
                                                 STEWARDSHIP                                         MANAGEMENT



                                                                  Metadata is a by-product and an enabler
                                                                      to improved Data Governance.

                                                                 Governing Through
                                                                     Metadata


                                                                  Twitter at #RWDG                                                      26

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Metadata & Data Governance
                               Governing Business & Technology Metadata

     •      Traditional Metadata Classifications:
             – Data Definition Metadata
                  • Data Modeling Tools
                  • Database Catalogs
                  • Data Dictionaries
                  • Data Standards
                  • Data Quality Tools
                  • Business Rules
                       – Compliance Rules
                       – Classification Rules
                       – Privacy Rules
                       – Security Rules




                                                                  Twitter at #RWDG                                           27

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Metadata & Data Governance
                               Governing Business & Technology Metadata

     •      Traditional Metadata Classifications:
             – Data Production Metadata
                  • Data Mappings Spreadsheets
                  • Extract Transformation Load Tools
             – Data Usage Metadata
                  • Reporting Tools
                  • Scheduling Tools
                  • Report Catalog Tools
                  • Ad-Hoc Reporting Tools




                                                                  Twitter at #RWDG                                           28

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
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Metadata & Data Governance
                               Governing Business & Technology Metadata
                                                                                                          IT ASSET MANAGEMENT
                                                                                                           META-DATA FRAMEWORK
      There are                                                                                                          IT ASSETS                                                                                                   Need
        a lot of                                                                                                                                                                                                                    process
                                                                                                             DATA GOVERNANCE FRAMEWORK
       different                                 System Asset Data                                                                                                                           Non-System Asset Data                to manage
       types of                                         Applications
                                                         Jobs/Procs
                                                                                                                                                                                             Mainframe Hardware
                                                                                                                                                                                             Mainframe Software                    the meta-
                                                    Programs/Scripts                                                                                                                         Networks
      meta-data.                                      Copybooks, ...                                        SYSTEM                        NON-SYSTEM                                         Printers
                                                                                                                                                                                             Telephone                               data.
                                                                            DATA GOVERNANCE FRAMEWORK




                                                                                                                                                                 DATA GOVERNANCE FRAMEWORK
                                                           Database                                          DATA                            DATA                                            PC Hardware/Software
                                                         Table Space
                                                          Table/View                                                                                                                         Technical Architecture
                                                             Column                                                                                                                          Mission/Vision
                                                            Index, …                                                                                                                         Best Practices
                                                                                                                                                                                             Policies
                                                          Data Model                                                                                                                         Standards
                                                                Entity                                               RELATIONSHIPS                                                           Procedures
                                                        Attribute/Key                                                                                                                        Methodology
                                                              Domain                                                                                                                         Configuration
                                                       Valid Value, ...
                                                                                                                                                                                             People/Stewards
                                                      Reporting Tool                                                                                                                         Locations

   Need people                                         Report/Query
                                                         Data/Logic
                                                                                                                                                                                             Timing/Dependencies
                                                                                                                                                                                             Business Rules
                                                         Distribution                                    STRUCTURED                  UNSTRUCTURED                                            Metrics/Measurements               Need discipline
     to define,                      Relationships between System
                                                                                                            DATA                         DATA
                                                                                                                                                                                             Relationships between Non-
                                     Infrastruct Data specified above.                                                                                                                       System Infrastructure Data         to maintain the
   produce, use                        Example: Database to Table to
                                                               Column
                                                                                                                                                                                             specified above. Example: Method
                                                                                                                                                                                             to Procedure to Steward
                                                                                                                                                                                                                                  meta-data.
  the meta-data.                           more … Inventory & Audit
                                                                                                             DATA GOVERNANCE FRAMEWORK
                                                                                                                                                                                             more … Inventory & Audit




                                                                          Structured Data                                 Relationships                 Unstructured Data

                                                                     Resides in … “Data”                          Resides in … “Artifacts” if at all    Resides in … “Artifacts”
                                                              Databases/Tables/Columns                              Between Assets & the Data           Documents (Non Web-Based)
                                                              IT Data Management Tools                           Between System & Non-Sys Data          Content (Web-Based)
                                                              Business Technology Tools                         Within System & Non-System Data         Desktop Tools
                                                             Spreadsheets/Desktop Tools                       Between Structured & Unstructured Data    Video/Graphics/Video
                                                                                   Other                      Example: Applications (System Asset) to   Other
                                                                                                                  Hardware (Non-System Asset),
                                                                                                             Hardware to Software (Non-System Asset)

                                                                                                        Twitter at #RWDG                                                                                                                    29

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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                                                                                                                                    29
Metadata & Data Governance
                                             The Role / Tool of Data Stewards

     •      The Role of Metadata Data Stewards:

                       The Definition Metadata will not manage itself.
                       Metadata Definers: Responsible for Data Definition Metadata
                          2 Perspectives:
                                1. Someone has to Identify What Definition Metadata is Needed
                                2. Someone has to Provide the Definition Metadata
                                          Operational Data Stewards


                        The Definition of Metadata will not manage itself.




                                                                  Twitter at #RWDG                                           30

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        30
Metadata & Data Governance
                                             The Role / Tool of Data Stewards

     •      The Role of Metadata Data Stewards:

                       The Production Metadata will not manage itself.
                       Metadata Producers: Responsible for Data Production Metadata
                          2 Perspectives:
                                1. Someone has to Identify What Production Metadata is Needed
                                2. Someone has to Provide the Production Metadata
                                          Operational Data Stewards


                        The Production of Metadata will not manage itself.




                                                                  Twitter at #RWDG                                           31

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        31
Metadata & Data Governance
                                             The Role / Tool of Data Stewards

     •      The Role of Metadata Data Stewards:

                       The Usage Metadata will not manage itself.
                       Metadata Users: Responsible for Usage Data Metadata
                          2 Perspectives:
                                1. Someone has to Identify What Usage Metadata is Needed
                                2. Someone has to Provide the Usage Metadata
                                          Operational Data Stewards


                        The Usage of Metadata will not manage itself.




                                                                  Twitter at #RWDG                                           32

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        32
Metadata & Data Governance
                      Applying Metadata Stewards to Metadata Process

          •      Second Order of Business:
                  – Identify Metadata Stewards and Record Who They Are
                  – Identify When and How They Should Be Involved
                  – Follow Governed Process




                                                                  Twitter at #RWDG                                           33

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                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        33
Metadata & Data Governance
                      Applying Metadata Stewards to Metadata Process




                                                                  Twitter at #RWDG                                           34

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                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        34
Metadata & Data Governance
                      Applying Metadata Stewards to Metadata Process

          •      Pro-Active Metadata Governance
                  – Build application of meta-data stewards into existing meta-data project
                     management methodology

          •      Reactive Metadata Governance
                  – Build application of meta-data stewards into meta-data quality
                    methodology
                  – Build application of meta-data stewards into meta-data issue
                    resolution process




                                                                  Twitter at #RWDG                                           35

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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        35
Metadata & Data Governance
                                          Revisiting the Common Data Matrix




                                                                  Twitter at #RWDG                                           36

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        36
Metadata & Data Governance
                                     Revisiting the Data Governance Framework
                                                                          Non-Invasive Data Governance™ Operating Model
                                                                                              of Roles & Responsibilities


            Data Governance Program Team                                                                                                     Executive Level
                   Data Governance Team Manager                                                                                                      Data Steering Committee
                   Responsible for Administering the Program,                                                                                                    Senior-most level knowledge of the program.
                   facilitating use of the Data Governance Council,                                                                                              Leverage existing business structure as possible.
                   communicating program components and value to the Organization.                                                                               If no structure exists, utilize an IT Steering Committee
                                                                                                   Executive
                   Advisory assistance from other levels.                                                                                                        or an executive founded board or council.

            IT Subject Resource Experts                                                                                                      Strategic Level
                    System/Data Resource Experts                                                                                                     Data Governance Council
                   IT Staff including Application                                                                                                                Data Governance Sponsors Group
                   Development, Data Design,                                                                                                                     or Group of similar participation. One person, plus
                   Security, and other Data                                                                                                                      alternate, for each Business Unit represented & IT.
                                                                                          Strategic -
                   Resource Management.                                                                                                                          Consider financial services & human resources.
                                                                                          Enterprise

                                                                                                                                             Tactical Level
                                                                T)




                                                                                                                                                      Data Domain Stewards
                                                              GP
                                                           (D




                                                                                                                                                                           Per assigned Subject Areas
                                                                     ts
                                                       m




                                                                                                                                                                 Data Steward Coordinators
                                                                      r
                                                                   pe
                                                       a
                                                    Te



                                                                Ex




                                                                                                                                                                           One per Business Unit
                                                   m



                                                               e
                                               ra



                                                              rc
                                             og



                                                            ou
                                          Pr



                                                        es




                                                                             Tactical Level - Cross Business Unit
                                         ce



                                                       tR
                                       an



                                                   ec




                                                                                                                                             Operational Level
                                     rn



                                                 bj
                                     ve



                                               Su




                                                                                                                                                     Operational Data Stewards (existing)
                                   Go



                                              IT




                                                                                                                            Es
                                                                                                                                                                           Data Definers, Producers, Users
                               ta




                                                                                                                               c
                              Da




                                                                                                                              ala
                                                                                                                                                                           These people are presently defining,




                                                                                                                                   tio


                                                                                                                                             Co
                                                                                                                                                                           producing and using data as part of their




                                                                                                                                       n


                                                                                                                                                m
                                                                                                                                                                           jobs. Recording of the Operational Data




                                                                                                                                      /A


                                                                                                                                                  m
                                                                                                                                                    un
                                                                                                                                        pp
                                                                                                                                                                           Stewards will be an important enabler of




                                                                                                                                                      i ca
                                                                                                                                           ro
                                                                                                                                                                           improved communications, coordination




                                                                                                                                           va


                                                                                                                                                         tio
                                                                                                                                                lP
                                                                                                                                                                           and cooperation among stewards.




                                                                                                                                                             n
                                                                                                                                                  at
                                                                                                                                                    h
                                                                           Operational Level - Business Unit Specific




                                                                                         Twitter at #RWDG                                                                                                                   37

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                                                                                     37
Metadata & Data Governance
                      Applying Metadata Stewards to Metadata Process




                                                                                                                                                                                               Data Steward Coordinators
                                                                                                             SysSMEs & DataSMEs




                                                                                                                                                       Meta-Data Producers
                                                                                                                                  Meta-Data Definers
                                                                                           Domain Stewards




                                                                                                                                                                             Meta-Data Users
                                     Meta-Data Stewards




                                                                                                                  Meta-Data
                                                                                              Meta-Data




                                                                                                                                                                                                       Meta-Data
                                     Mapped to Meta-Data
                                         Processes


                                                Process Step                                                                                                                                                                    Outcome / Deliverables

                                       1. Develop Conceptual Model /                                                                                                                                                             Conceptual Model
                                              Data Taxonomy                                    X                  X                 X                                                                 X
                                                                                                                                                                                                                                   of Taxonomy

                                     2. Further Develop Logical Model                                                                                                                                                        Attributed Logical Model of
                                      Including Attribution of Entities                        X                  X                 X                                                                 X
                                                                                                                                                                                                                                      Taxonomy

                               3. Specify Which Taxonomy Attributes Will Be                                                                                                                                                        Data List Per
                                         Included in the Repository                            X                  X                 X                                                                 X
                                                                                                                                                                                                                              Business Requirements

                                4. Conduct Data Analysis of Attributes Using                                                                                                                                               Data Analysis for Data Listed in
                                          Data Analysis Template                               X                  X                 X                    X                    X
                                                                                                                                                                                                                                       Step 3

                                     5. Map Sources of Source Data to                                                                                                                                                        Mapping of Source Data to
                                        Repository Data Structures                             X                  X                 X                    X                    X
                                                                                                                                                                                                                                       Data


                              6. Assess Change Control, Versioning, Security                    X                 X                 X                    X                    X                                            Change Control, Versioning &
                                                                                                                                                                                                                              Security Requirements

                                     7. Selection of the “Best” Source                                                                                                                                                       Documentation Validating
                                                for the Data                                   X                  X                 X                    X                    X                       X
                                                                                                                                                                                                                                 “Best” Source

                                        8. Design and Develop the                                                                                                                                                          Data Movement, User Interface
                                     Data “Engine” and User Interface                          X                  X                 X                    X                    X
                                                                                                                                                                                                                             & Functional Development


                                         9. Validate and Test Data                             X                  X                 X                    X                    X                       X                      Sign Off of Data Validation
                                                                                                                                                                                                                                 in the Repository


                                                   Legend: Gray Block w/Bold X = Active Participant, Block w/Dull X = Optional Participant, * See Appendix for Template




                                                                            Twitter at #RWDG                                                                                                                                                                  38

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                                                                                                                                                 38
Metadata & Data Governance
                                          Governing Metadata Through PMM




       Fill in With                                                                                                           Fill in With
       Metadata                                                                                                              Domain Specs
       Definition                                                                                                             Metadata



       Fill in With                                                                                                           Fill in With
       Metadata                                                                                                                Steward
        Location                                                                                                             Responsibility




                                                                  Twitter at #RWDG                                                        39

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
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Metadata & Data Governance
                                                      Crossing the 2-Way Street

     • Metadata & Data Governance are like “Love & Marriage”

                                           “You can’t have one without the other!”

     • Metadata is a
       By-Product of Governing & Stewarding Data.

     • The Metadata Needs to be
       Governed Just Like Business Data.




                                                                  Twitter at #RWDG                                           40

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        40
Metadata & Data Governance
                                              Metadata Will Not Govern Itself

     • Follow a Non-Invasive Metadata Governance™ Approach:
               – Identifying rather than assigning meta-data stewards.
               – Applying roles and responsibilities to meta-data processes.
               – Providing formality and structure to what has always been informal.

     • Thank you for attending my session!




                                                                  Twitter at #RWDG                                           41

Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
                                                                                       Twitter About This Webinar at #RWDG
Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com                        41
Real-World Data Governance: Metadata & Data Governance

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Real-World Data Governance: Metadata & Data Governance

  • 1. Real-World Data Governance Metadata & Data Governance Monthly Webinar Series Hosted by Dataversity Robert S. Seiner – KIK Consulting / TDAN.com July 19, 2012 – 2:00 p.m. EST Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com Twitter at #RWDG 1 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
  • 2. Real-World Data Governance Upcoming Webinars • Real-World Data Governance – Monthly Webinar Series – August 16, 2012 – Master Data Management & Data Governance – 2pm EST – September 20, 2012 – Business Glossaries & Data Governance – 2pm EST – October to December to be announced shortly. – Register On-Line at Dataversity.Net Twitter at #RWDG 2 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
  • 3. Metadata & Data Governance Abstract • The relationship between Metadata and Data Governance can be considered a two-way street. • Metadata, as data about the people associated with the data, is a natural by-product of an effective Data Governance program. • And metadata itself must be governed in order for that metadata to add value to business and technical opportunities. Twitter at #RWDG 3 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
  • 4. Metadata & Data Governance Abstract • How can we leverage this relationship to quickly and efficiently improve the management of data? • How can we enable our organization to view Metadata and Data Governance side-by-side as complimentary teammates in the effort to manage data as a valued corporate asset? • The answers to these questions may not be as difficult as you think … Twitter at #RWDG 4 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
  • 5. Metadata & Data Governance Don’t Let This Happen to You Typical 2-Way Street? Typical Accident? Typical Reaction? Twitter at #RWDG 5 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
  • 6. Metadata & Data Governance Considerations for Setting Expectations • Top Avoidable Mistakes (in no specific order) : – Lack of Executive & Strategic Level Understanding & Support – Lack of Program Accountability & Responsibility – Lack of Definition of Best Practices as a Target Behavior – Lack of Critical Analysis of Present Environment – Inability to Select & Follow Suitable Approach – Lack of Planning and Ability to Support Meaningful Initiatives – Framework of Roles & Responsibilities – Making Data Governance & Data Quality Optional – Lack of Focus on Communications – Improper Expectations of the Data Quality & Data Governance Solution – Failure to Stay Iterative and Incremental in the Approach Twitter at #RWDG 6 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
  • 7. Metadata & Data Governance The Relationship – One Way Metadata Governance Governance must be applied to meta-data as the discipline of managing meta-data. DATA GOVERNANCE & META-DATA STEWARDSHIP MANAGEMENT Metadata is a by-product and an enabler to improved Data Governance. Governing Through Metadata Twitter at #RWDG 7 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 7
  • 8. Metadata & Data Governance Metadata as a By Product • Governance – Execution of Authority, Responsibility & Accountability • Stewardship – Formalizing Accountability – Formal – Recorded – Informal – Not Recorded – “People Just Know” – or do they? • Identifying Data Stewards rather than Assigning Data Stewards • “Writing it down” rather than “Best Guess”. Formal rather than Informal. • Key Component of a Non-Invasive Data Governance™ Program • Why is it important to “write it down”? Twitter at #RWDG 8 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 8
  • 9. Metadata & Data Governance Metadata as a By Product • Tribal Knowledge Vs. Formal Knowledge • Identify & Record the People that Have Responsibility for: – Defining the Data/Metadata Is Necessary to operate the Business • Are they associated with a specific area of the organization? • Is there ever more than one person who has the responsibility? • How do you know who to contact with questions about: – Origin – Validity – Location – Accessibility, … • Just because you know who to contact, do other people? – Producing the Data/Metadata Is Necessary to operate the Business – Using the Data/Metadata that is Necessary to operate the Business Twitter at #RWDG 9 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 9
  • 10. Metadata & Data Governance Metadata as a By Product • Ask yourself these questions: – Could these people be the Data/Metadata Stewards? – How could we benefit by knowing who these people are? – Does it make sense to record who these people are? – Is this information about the Stewards meta-data? • This information is a by-product and results of the Stewardship aspect of Non-Invasive Data Governance™. Twitter at #RWDG 10 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 10
  • 11. Metadata & Data Governance Metadata as a By Product • “Having this information has greatly improved our ability to communicate efficiently & effectively.” Client 2008 • “Non-Invasive is the way to go … However, let me warn you … At some point we just may need the stick.” Client 2007 • “How many stewards will we need and how long will we need them for?” Client 2006 Twitter at #RWDG 11 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 11
  • 12. Metadata & Data Governance Data About People in Data/Metadata Governance Roles • Further Description of Data/Metadata Governance Metadata – Conceptual Data/Metadata Governance Metadata Meta-Models – Selecting the “Right” Metadata to Manage • Where do we store the Data/Metadata Governance Metadata • Data/Metadata Governance Metadata Tools – Common Data Matrix – Data Steward Repository Twitter at #RWDG 12 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 12
  • 13. Metadata & Data Governance Data About People in Data/Metadata Governance Roles Business Unit Code (PK) Project Code (PK) Business Unit Business Unit Name Project Name Project Code IMS-IMS Code WAFR-WAFR CHAZ-CHAZ Person Id (PFK) Position Code (PFK) Business Unit Code (PFK) Person Id (FK) Data Name (PFK) Data Name (PK) Position Code (FK) Data Level Type Code (PFK) Data Level Type Code (PFK) Business Unit Code (FK) Steward Type Code (PFK) Subject Matter Code (FK) Position Link Steward Link Data Level Person Data (Relationship) (Relationship) Code Person Id (PK) Data Level Code (PK) Person Name Data Level Desc Contact Info DM-Data Model Include “Unassigned” ENT-Entity ATR-Attribute DB-Database TBL-Table Position Steward Subject COL-Column Code Type Code Matter Position Code (PK) Steward Type Code (PK) Subject Matter Code (PK) Position Name Steward Type Desc Subject Matter Name Position Grade DD-Data Definer DP-Data Producer DU-Data User SS-System Steward ISDM ISDM Task Integration ISDM Task Number (PK) ISDM Task Number (PK) ISDM Task Desc Stewards Type Code (PFK) Twitter at #RWDG 13 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 13
  • 14. Metadata & Data Governance Data About People in Data/Metadata Governance Roles ORGANIZATIONS DOMAINS STAKEHOLDERS Twitter at #RWDG 14 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 14
  • 15. Metadata & Data Governance Data About People in Data/Metadata Governance Roles Enterprise Perspective Twitter at #RWDG 15 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
  • 16. Metadata & Data Governance Roles & Responsibilities Non-Invasive Data Governance™ Operating Model of Roles & Responsibilities Data Governance Program Team Executive Level Data Governance Team Manager Data Steering Committee Responsible for Administering the Program, Senior-most level knowledge of the program. facilitating use of the Data Governance Council, Leverage existing business structure as possible. communicating program components and value to the Organization. If no structure exists, utilize an IT Steering Committee Executive Advisory assistance from other levels. or an executive founded board or council. IT Subject Resource Experts Strategic Level System/Data Resource Experts Data Governance Council IT Staff including Application Data Governance Sponsors Group Development, Data Design, or Group of similar participation. One person, plus Security, and other Data alternate, for each Business Unit represented & IT. Strategic - Resource Management. Consider financial services & human resources. Enterprise Tactical Level T) Data Domain Stewards GP (D Per assigned Subject Areas ts m Data Steward Coordinators r pe a Te Ex One per Business Unit m e ra rc og ou Pr es Tactical Level - Cross Business Unit ce tR an ec Operational Level rn bj ve Su Operational Data Stewards (existing) Go IT Es Data Definers, Producers, Users ta c Da ala These people are presently defining, tio Co producing and using data as part of their n m jobs. Recording of the Operational Data /A m un pp Stewards will be an important enabler of i ca ro improved communications, coordination va tio lP and cooperation among stewards. n at h Operational Level - Business Unit Specific Twitter at #RWDG 16 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 16
  • 17. Metadata & Data Governance Metadata as a By-Product of a Data Governance Program • Where Do We Start – Define Data Domains • Customer Data • Product Data • Vendor Data • Material Data • Financial Data • Human Resource Data • Transaction Data • Research Data • Shared Data • Note that this is a sample list that of what companies use. • Beyond this they break the domains into “aspects of customer”, “aspects of product”, … very particular to each company. Twitter at #RWDG 17 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 17
  • 18. Metadata & Data Governance Metadata as a By-Product of a Data Governance Program • Where Do We Start – Define Metadata Domains • Data Definition Metadata • Data Production Metadata • Data Usage Metadata • Privacy, Security, Compliance Metadata • Business Rule Metadata • Hardware Metadata • Software Metadata • Technology Metadata • Vendor Metadata • Note that this is a sample list that of what companies use. • Beyond this they break the domains into “aspects of definition meta-data”, “aspects of production meta-data”, … very particular to each company. Twitter at #RWDG 18 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 18
  • 19. Metadata & Data Governance Metadata as a By-Product of a Data Governance Program • Where Do We Start – Define Organization Units • The Organizational Units can be pulled from an organizational chart or they can be determined by Company, Division, Department, Team, … • If the Organizational Units are defined by the Company it is often left to the Company to determine how granular they want to get with their units. • It is not uncommon for organizational units to use different levels (some at the departmental level and some at the division level). • Once the definition of units have been completed, the most senior level manager of that lowest granularity group identifies a logical person to help manage the stewards in their group. Twitter at #RWDG 19 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 19
  • 20. Metadata & Data Governance Metadata as a By-Product of a Data Governance Program • How Do We Populate the Stakeholder of the CDM? – Naturally! That is the Non-Invasive way! • By the Metadata Steward Coordinator • Through project management • Through recall of past projects • Through existing committees & working groups Twitter at #RWDG 20 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 20
  • 21. Metadata & Data Governance Metadata as a By-Product of a Data Governance Program • How Do We Populate the Stakeholder of the CDM? – Metadata Steward Coordinator • The Metadata Steward Coordinator often has the responsibility of identifying the operational meta-data stewards for their business unit by meta-data domain. • This may require the coordinator to research and inventory the data that is being defined, produced and used in their business unit. • This requires that the domains of data are defined and documented to the level of detail that will enable the Data Steward Coordinator to complete this task. Twitter at #RWDG 21 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 21
  • 22. Metadata & Data Governance Applying Governance to Metadata • First Order of Business: – Identify Data Stewards and Record Who They Are – Identify When and How They Should Be Involved – Follow Governed Process Twitter at #RWDG 22 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 22
  • 23. Metadata & Data Governance Applying Governance to Metadata • Pro-Active Data Governance – Build application of stewards into existing project management methodology • Reactive Data Governance – Build application of stewards into data quality methodology – Build application of stewards into issue resolution process • Triggers – Using Stewards & Recorded Steward Metadata to Demonstrate Communications Improvement • Escalation & Resolution – Using Stewards & Recorded Steward Metadata to Get … the “Right” People Involved in the “Right” Decisions at the “Right” Time. Twitter at #RWDG 23 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 23
  • 24. Metadata & Data Governance Applying Governance to Metadata • Pro-Active Data Governance – Build Into Methodology DATA GOVERNANCE ACTIVITY MATRIX DATA IT DATA DOMAIN / LOB/FUNCTIONAL AREA DEVELOPMENT OPERATIONAL DATA STEWARDS LIFE CYCLE DATA DOMAIN DATA STEWARD SYSTEM SMEs DATA SMEs (DDLC) STEWARD COORDINATOR DATA DATA DEFINER DATA USER (or designee) PRODUCER Coordinate and manage all Coordinate and manage all Activity initiated re: this domain, Activity initiated re: this domain, Participate in data Participate in data Participate in data INFORMATION technical aspects of system technical aspects of data Data Domain Steward is involved Steward Coordinator is involved in definition information production usage information GATHERING information gathering with Data information gathering with Data in identifying and recording info identifying Operational Stewards gathering as needed. information gathering gathering as needed. Domain Stewards and Steward Domain Stewards and Steward related Domains, Systems, in this LOB/FA that should as needed. (DOMAIN, SYSTEM, Coordinators. Assure appropriate Coordinators. Assure appropriate Stewards per issue or task. participate in this work flow. STEWARDS) technical meta-data is recorded. technical meta-data is recorded. Assure appropriate business meta-data is recorded. Coordinate and manage all Coordinate and manage all Coordinate tasks associated Coordinate activities of Provide definition Provide production Produce user technical aspects of system technical aspects of data conducting the assessment and Operational Stewards including requirements & requirements per requirements. Use ASSESSMENT & assessment & requirements assessment & requirements requirements steps. project timelines, status reporting, gathering document. definition. Produce data needed to gathering with Data Domain gathering with Data Domain tactical decision making. Assure Define data needed to data needed to operate business & REQUIREMENTS Stewards and Steward Stewards and Steward appropriate business meta-data is operate business & operate business & report results. Coordinators. Coordinators. recorded. report results. report results. Coordinate and manage all Coordinate and manage all Coordinate tasks associated Coordinate activities of Provide data Provide data Provide data usage technical aspects of system technical aspects of data planning conducting planning and analysis Operational Stewards including definition guidance to production guidance guidance to build the PLANNING & planning and analysis with Data and analysis with Data Domain steps. project timelines, status reporting, build the appropriate to build the appropriate solution. Domain Stewards and Steward Stewards and Steward tactical decision making. solution. appropriate solution. ANALYSIS Coordinators. Coordinators. Coordinate system design with Coordinate data design with Data Coordinate tasks associated Coordinate activities of Propose alternatives Propose alternatives Propose alternatives Data Domain Stewards and Domain Stewards and Steward conducting planning and analysis Operational Stewards including for data definition for data production for data usage Steward Coordinators. Coordinators. steps. Accept or Resolve solution timelines, reporting. Propose solution that best fits that best fits with the solution that best fits SOLUTION DESIGN from the Steward Coordinator. solution to Data Domain Steward. with defined data definition with defined Assure appropriate business requirements. solution and defined requirements. meta-data is recorded. requirements. Coordinate and manage all Coordinate and manage all Coordinate activities of all Provide input to the technical aspects of system technical aspects of data solution individuals related to development development of the SOLUTION solution development. Assure development. Assure that work including timelines, status, data production that appropriate technical meta- appropriate technical meta-data is tactical decision making. solution. DEVELOPMENT data is recorded. recorded. Perform EIS system testing. Perform EIS data testing. Assure Coordinate business tasks Coordinate activities of the Test data solution Test data solution Test data solution Assure that appropriate technical that appropriate technical meta- associated with solution testing Operational Stewards related to from a definition from a production from a usage meta-data is recorded. data is recorded. steps. testing work including timelines, perspective. Assure perspective. Assure perspective. Assure SOLUTION TESTING status, tactical decision making. that appropriate that appropriate that appropriate business meta-data is business meta-data is business meta-data is recorded. recorded. recorded. Coordinate and manage all Coordinate and manage all Coordinate business tasks Coordinate activities of the technical aspects of system technical aspects of data solution associated with solution Operational Stewards related to SOLUTION solution implementation. implementation. implementation. solution implementation including timelines, status, tactical decision IMPLEMENTATION making. Coordinate and manage all Coordinate and manage all Coordinate business tasks Coordinate activities of the As part of daily job, As part of daily job, As part of daily job, technical aspects of system technical aspects of data solution associated with solution Operational Stewards related to identify operation identify operation identify operation SOLUTION solution monitoring & monitoring & maintenance. monitoring & maintenance. solution monitoring & data issues pertaining data issues pertaining data issues pertaining MONITORING & maintenance. maintenance including timelines, to their domain of to their domain of to their domain of MAINTENANCE status, tactical decision making. data. data. data. Twitter at #RWDG 24 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 24
  • 25. Metadata & Data Governance Applying Governance to Metadata • Reactive Data Governance – Build Into Response • Data Quality Methodology – Qualify & Prioritize Data Issue – Identify Affected Data Domain – Identify Affected Data Stewards – Conduct Data Systems & Data Resource Discovery – Conduct Root Cause Analysis – Conduct Cost-Benefit Analysis – Analyze & Recommend Resolution – Gain Approval, Funding, Resources – Resolve Data Issue • Cross Reference DQ Methodology & Resources – Who does What and When? Twitter at #RWDG 25 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 25
  • 26. Metadata & Data Governance The Relationship – The Other Way Metadata Governance Governance must be applied to meta-data as the discipline of managing meta-data. DATA GOVERNANCE & META-DATA STEWARDSHIP MANAGEMENT Metadata is a by-product and an enabler to improved Data Governance. Governing Through Metadata Twitter at #RWDG 26 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 26
  • 27. Metadata & Data Governance Governing Business & Technology Metadata • Traditional Metadata Classifications: – Data Definition Metadata • Data Modeling Tools • Database Catalogs • Data Dictionaries • Data Standards • Data Quality Tools • Business Rules – Compliance Rules – Classification Rules – Privacy Rules – Security Rules Twitter at #RWDG 27 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 27
  • 28. Metadata & Data Governance Governing Business & Technology Metadata • Traditional Metadata Classifications: – Data Production Metadata • Data Mappings Spreadsheets • Extract Transformation Load Tools – Data Usage Metadata • Reporting Tools • Scheduling Tools • Report Catalog Tools • Ad-Hoc Reporting Tools Twitter at #RWDG 28 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 28
  • 29. Metadata & Data Governance Governing Business & Technology Metadata IT ASSET MANAGEMENT META-DATA FRAMEWORK There are IT ASSETS Need a lot of process DATA GOVERNANCE FRAMEWORK different System Asset Data Non-System Asset Data to manage types of Applications Jobs/Procs Mainframe Hardware Mainframe Software the meta- Programs/Scripts Networks meta-data. Copybooks, ... SYSTEM NON-SYSTEM Printers Telephone data. DATA GOVERNANCE FRAMEWORK DATA GOVERNANCE FRAMEWORK Database DATA DATA PC Hardware/Software Table Space Table/View Technical Architecture Column Mission/Vision Index, … Best Practices Policies Data Model Standards Entity RELATIONSHIPS Procedures Attribute/Key Methodology Domain Configuration Valid Value, ... People/Stewards Reporting Tool Locations Need people Report/Query Data/Logic Timing/Dependencies Business Rules Distribution STRUCTURED UNSTRUCTURED Metrics/Measurements Need discipline to define, Relationships between System DATA DATA Relationships between Non- Infrastruct Data specified above. System Infrastructure Data to maintain the produce, use Example: Database to Table to Column specified above. Example: Method to Procedure to Steward meta-data. the meta-data. more … Inventory & Audit DATA GOVERNANCE FRAMEWORK more … Inventory & Audit Structured Data Relationships Unstructured Data Resides in … “Data” Resides in … “Artifacts” if at all Resides in … “Artifacts” Databases/Tables/Columns Between Assets & the Data Documents (Non Web-Based) IT Data Management Tools Between System & Non-Sys Data Content (Web-Based) Business Technology Tools Within System & Non-System Data Desktop Tools Spreadsheets/Desktop Tools Between Structured & Unstructured Data Video/Graphics/Video Other Example: Applications (System Asset) to Other Hardware (Non-System Asset), Hardware to Software (Non-System Asset) Twitter at #RWDG 29 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 29
  • 30. Metadata & Data Governance The Role / Tool of Data Stewards • The Role of Metadata Data Stewards: The Definition Metadata will not manage itself. Metadata Definers: Responsible for Data Definition Metadata 2 Perspectives: 1. Someone has to Identify What Definition Metadata is Needed 2. Someone has to Provide the Definition Metadata Operational Data Stewards The Definition of Metadata will not manage itself. Twitter at #RWDG 30 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 30
  • 31. Metadata & Data Governance The Role / Tool of Data Stewards • The Role of Metadata Data Stewards: The Production Metadata will not manage itself. Metadata Producers: Responsible for Data Production Metadata 2 Perspectives: 1. Someone has to Identify What Production Metadata is Needed 2. Someone has to Provide the Production Metadata Operational Data Stewards The Production of Metadata will not manage itself. Twitter at #RWDG 31 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 31
  • 32. Metadata & Data Governance The Role / Tool of Data Stewards • The Role of Metadata Data Stewards: The Usage Metadata will not manage itself. Metadata Users: Responsible for Usage Data Metadata 2 Perspectives: 1. Someone has to Identify What Usage Metadata is Needed 2. Someone has to Provide the Usage Metadata Operational Data Stewards The Usage of Metadata will not manage itself. Twitter at #RWDG 32 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 32
  • 33. Metadata & Data Governance Applying Metadata Stewards to Metadata Process • Second Order of Business: – Identify Metadata Stewards and Record Who They Are – Identify When and How They Should Be Involved – Follow Governed Process Twitter at #RWDG 33 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 33
  • 34. Metadata & Data Governance Applying Metadata Stewards to Metadata Process Twitter at #RWDG 34 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 34
  • 35. Metadata & Data Governance Applying Metadata Stewards to Metadata Process • Pro-Active Metadata Governance – Build application of meta-data stewards into existing meta-data project management methodology • Reactive Metadata Governance – Build application of meta-data stewards into meta-data quality methodology – Build application of meta-data stewards into meta-data issue resolution process Twitter at #RWDG 35 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 35
  • 36. Metadata & Data Governance Revisiting the Common Data Matrix Twitter at #RWDG 36 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 36
  • 37. Metadata & Data Governance Revisiting the Data Governance Framework Non-Invasive Data Governance™ Operating Model of Roles & Responsibilities Data Governance Program Team Executive Level Data Governance Team Manager Data Steering Committee Responsible for Administering the Program, Senior-most level knowledge of the program. facilitating use of the Data Governance Council, Leverage existing business structure as possible. communicating program components and value to the Organization. If no structure exists, utilize an IT Steering Committee Executive Advisory assistance from other levels. or an executive founded board or council. IT Subject Resource Experts Strategic Level System/Data Resource Experts Data Governance Council IT Staff including Application Data Governance Sponsors Group Development, Data Design, or Group of similar participation. One person, plus Security, and other Data alternate, for each Business Unit represented & IT. Strategic - Resource Management. Consider financial services & human resources. Enterprise Tactical Level T) Data Domain Stewards GP (D Per assigned Subject Areas ts m Data Steward Coordinators r pe a Te Ex One per Business Unit m e ra rc og ou Pr es Tactical Level - Cross Business Unit ce tR an ec Operational Level rn bj ve Su Operational Data Stewards (existing) Go IT Es Data Definers, Producers, Users ta c Da ala These people are presently defining, tio Co producing and using data as part of their n m jobs. Recording of the Operational Data /A m un pp Stewards will be an important enabler of i ca ro improved communications, coordination va tio lP and cooperation among stewards. n at h Operational Level - Business Unit Specific Twitter at #RWDG 37 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 37
  • 38. Metadata & Data Governance Applying Metadata Stewards to Metadata Process Data Steward Coordinators SysSMEs & DataSMEs Meta-Data Producers Meta-Data Definers Domain Stewards Meta-Data Users Meta-Data Stewards Meta-Data Meta-Data Meta-Data Mapped to Meta-Data Processes Process Step Outcome / Deliverables 1. Develop Conceptual Model / Conceptual Model Data Taxonomy X X X X of Taxonomy 2. Further Develop Logical Model Attributed Logical Model of Including Attribution of Entities X X X X Taxonomy 3. Specify Which Taxonomy Attributes Will Be Data List Per Included in the Repository X X X X Business Requirements 4. Conduct Data Analysis of Attributes Using Data Analysis for Data Listed in Data Analysis Template X X X X X Step 3 5. Map Sources of Source Data to Mapping of Source Data to Repository Data Structures X X X X X Data 6. Assess Change Control, Versioning, Security X X X X X Change Control, Versioning & Security Requirements 7. Selection of the “Best” Source Documentation Validating for the Data X X X X X X “Best” Source 8. Design and Develop the Data Movement, User Interface Data “Engine” and User Interface X X X X X & Functional Development 9. Validate and Test Data X X X X X X Sign Off of Data Validation in the Repository Legend: Gray Block w/Bold X = Active Participant, Block w/Dull X = Optional Participant, * See Appendix for Template Twitter at #RWDG 38 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 38
  • 39. Metadata & Data Governance Governing Metadata Through PMM Fill in With Fill in With Metadata Domain Specs Definition Metadata Fill in With Fill in With Metadata Steward Location Responsibility Twitter at #RWDG 39 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 39
  • 40. Metadata & Data Governance Crossing the 2-Way Street • Metadata & Data Governance are like “Love & Marriage” “You can’t have one without the other!” • Metadata is a By-Product of Governing & Stewarding Data. • The Metadata Needs to be Governed Just Like Business Data. Twitter at #RWDG 40 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 40
  • 41. Metadata & Data Governance Metadata Will Not Govern Itself • Follow a Non-Invasive Metadata Governance™ Approach: – Identifying rather than assigning meta-data stewards. – Applying roles and responsibilities to meta-data processes. – Providing formality and structure to what has always been informal. • Thank you for attending my session! Twitter at #RWDG 41 Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDG Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com 41