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Master Data Management (MDM) 101

May 14, 2008
Dan Power, Hub Solution Designs, Inc.
g
      As Yogi Berra said …


“You’ve got to be
careful if you don’t
    f l        d ’t
know where you’re
              y
going, ’cause you
might not get there!”
               there!

Creating an enterprise-wide “single source of truth”
for critical master data can be challenging,
                                challenging
especially if you don’t have a plan
                                             Page 2
y
      Executive Summary


In today’s discussion, we will:
• talk about what MDM is
• present some useful MDM and Data
   Governance best practices
                    p
• talk about what’s worked and what hasn’t
• cover the importance of a holistic approach to
   MDM
• discuss how to get the political aspects right
• Tie MDM back to the “Decisions, Information
   and Governance conference themes
       Governance”

                                              Page 3
Who am I?


• Founder of Hub Solution Designs, a
  consulting firm that specializes in
  Master Data Management & Data
  Governance
• Previously, was general manager for
  D&B’s strategic alliance with Oracle
• H
  Have worked with O l ' enterprise
            k d ith Oracle's t        i
  applications for more than 12 years
• Regularly advise clients on developing
  & executing high impact MDM
  strategies

                                           Page 4
Definition of MDM


• So what is Master Data Management?
 – Our definition
   • MDM is a set of disciplines, processes
     and technologies
   • for ensuring the accuracy
                      accuracy,
     completeness, timeliness and
     consistency
   • of multiple domains of enterprise data -
     across applications, systems and
     databases, and
   • across multiple business processes,
     functional areas, organizations,
     geographies and channels
               hi     d h       l

                                                Page 5
Definition of MDM

– Gartner’s definition
  • MDM is the consistent and uniform set of
    identifiers and extended attributes that describe
    the core entities of the enterprise and are used
    across multiple business processes.
  • Some examples of core entities are parties
    (organizations or people), places and things.
    Groupings of master data include organizational
    hierarchies, sales territories, product roll-ups, etc.
                                    p             p


      • MDM is a process that may be workflow-driven or transactional in
        nature, in which b i
           t    i   hi h business units and IT d
                                    it           t    t    ll b    t
                                          d departments collaborate,
        cleanse, publish and protect common information assets that must
        be shared across the enterprise. MDM ensures the consistency,
        accuracy,
        accuracy stewardship and accountability for the core information of
        the enterprise.
                                                                  Page 6
Definition of MDM

• The MDM Institute’s definition:
 – Master Data Management: “The
   authoritative,
   authoritative reliable foundation for data used
   across many applications & constituencies
   with the goal to provide a single view of the
   truth no matter where it lies.”
                            lies.
 – Customer Data Integration: “Processes &
   technologies for recognizing a customer & its
   relationships at any touch-point while
   aggregating, managing & harmonizing
   accurate, up-to-date knowledge about that
   customer to deliver it ‘just in time’ in an
                           just time
   actionable form to touch-points.”
 – Data Governance: “Formal orchestration of
   people, process,
   people process & technology to enable an
   organization to leverage data as an enterprise
   asset.”                                           Page 7
MDM 101 – Five Essential Elements


• Five essential elements of a successful
  MDM initiative
    1. The MDM Hub itself
        There are three major types:
        Persistent Hub (stores all of the
        critical data from each source system
        into the central hub)
        Registry Hub (stores only the identity
        information and foreign keys required
                              g    y    q
        for matching in the hub)
        Hybrid Hub (uses a mix of both styles)


                                                 Page 8
MDM 101 – Five Essential Elements


2. Data integration or middleware
   Important to be able to synchronize
   data into and out of the hub
   Doesn t
   Doesn’t have to be real-time
                      real time
   Whole point is to build a “Single
   Source of Truth” for a given domain
             Truth
   So having out-of-date information in
   y
   your hub, or not synchronizing data
             ,       y          g
   quality improvements back to your
   source systems, can defeat the whole
   purpose of the program

                                          Page 9
MDM 101 – Five Essential Elements


  3. Data Quality
     Most companies realize q
                p                quickly
                                       y
     that they’re starting off with a
     much lower level of data
     quality th expected
         lit than         t d
     So a robust data quality tool can
     be vital in standardizing and
     correcting data, plus filling in
     missing information
            g

A good data quality tool can make the difference between a
failed project and a successful project

                                                 Page 10
MDM 101 – Five Essential Elements


  4. External Content (also
     known as enrichment)
     Having worked for D&B, I
     constantly saw the value of
     providing information you don’t
                               don t
     already have
     It could be something as
     straightforward as SIC codes, or
     as complex as corporate family
     trees a d c ed ratings
       ees and credit a gs


When you “don’t know what you don’t know , working with
            don t                don t know”,
an external content provider can be a big help
                                                Page 11
MDM 101 – Five Essential Elements


   5. Data Governance
      This is actually the most important
      element
      Without the people and processes around
      y
      your hub, the technology will ( best) be “a
                              gy    (at   )
      solution in search of a problem”
      The business won’t accept the solution
      unless they re driving it, and resolving
               they’re
                                                       Courtesy: Baseline Consulting
      difficult questions of ownership or quality is
      going to take some type of cross-functional
      g p,
      group, with an executive sponsor, business
                                  p      ,
      data stewards, IT support, etc.

Bringing together all of these elements is hard enough –
    g g g                                            g
don’t try to do it without a data governance organization
                                                                        Page 12
y
        Why Does All This Matter?


• So why are companies doing these
  MDM initiatives?
  – Most frequently, it’s to solve a
    specific business problem
  – Certain industries have had
    compelling external “compliance
    events” (lik B
         t ” (like Basel II or HIPAA)
                        l
    – But companies in every industry are looking to
      increase revenues, reduce costs, i
      i                     d            improve
      customer service & decision making, and get
      more ROI from their technology investments

                                                 Page 13
p
     Best practices we’ve observed



“90% of the
game is half
g
mental.”

What works and what doesn’t work?
                    doesn t
                                     Page 14
MDM Best Practice #1


• Active, involved executive
  sponsorship
 – This is true for many projects, but
   especially so for MDM
 – T champion a change, t
   To h       i      h        towards
                                   d
   managing master data as a true
   corporate asset, is going to mean
   significant cultural disruption
 – In most companies, that type of
   change is best driven “top down”
                            top down

Your executive sponsor doesn’t have to be involved in
everything,
everything but when the rubber meets the road, you need
                                         road
the “corner office” in your corner
                                                Page 15
MDM Best Practice #2


• The business should own data
  governance and MDM
 – As tempting as it is to start & finish with the
   technology, it doesn’t work
 – Wh MDM i d i
   When          is driven b IT th b i
                           by IT, the business may
   not understand or buy in
 – It’s hard, but start by building interest and
            ,            y        g
   demand (recruiting) in the business
 – Otherwise, the business won’t be committed
   and getting funding will be tough
MDM’s nature (an ongoing program, rather than a “once &
done
done” project) means that even if the initial project is funded
                                                         funded,
the business may not pick it up in Year 2 & beyond
                                                      Page 16
MDM Best Practice #3


• Strong project management &
  organizational change management
 – Given the political angst these initiatives cause,
   make sure you can’t be derailed by opponents
   pointing to sloppy project management or
   avoidable change management issues
 – If the project is “buttoned up”, then it’s much
   harder for champions of the status quo to throw
   stones at you, and you’ll make it easier for
   follow-on projects to succeed
              p j


Deliver value, on time and on budget, and y
                                 g        you’ll ensure
user adoption and achieve the expected ROI
                                                        Page 17
MDM Best Practice #4


• Use a holistic approach – people,
  process, technology and information
 – This may be the most important best
   practice of all
 – St t with the people, politics & culture,
   Start ith th      l     liti       lt
   then move on to the data governance and
   stewardship processes


You’ll succeed if you invest the time in creating a Data
Governance team; recruiting the right senior executives as
G                        ii    h i h        i        i
sponsors; designing your processes for managing master
data,
data and reporting how the MDM initiative helped the
company achieve its strategic objectives
                                                  Page 18
MDM Best Practice #5


• Build your processes to be ongoing &
  repeatable; plan for continuous
  improvement
 – People still think their project will “go live” and
   be done
 – Your company will be creating, updating &
   using master data as long as it’s in business
        g                     g
 – If everyone relies on this data, but no one’s
   accountable for its quality, over time, it will
   become more and more chaotic & unusable


 So plan for a “way of life”, not a project …
                way life

                                                         Page 19
MDM Best Practice #6


• Management needs to recognize the
  importance of a dedicated team of
  data stewards
 – If there’s no dedicated data stewardship
   function,
   function no one lives & dies with the
   accuracy, completeness, timeliness and
   consistency of the critical information the
   business runs on
 – Before you start, convince management of
   the need for a small team of data stewards

Otherwise, the “lights are on, but nobody’s home”; master
data repositories don’t manage themselves
                                                  Page 20
MDM Best Practice #7


• Understand your hub’s data model
  and how it integrates with internal
  systems and external providers
 – Some teams don’t spend the time to
   understand their hub’s data model or to
                                 model,
   take inventory of and map their internal
   source systems
 – So when issues crop up late in the
   project, it’s very disruptive

These problems might be avoided by really understanding
your hub, and then mapping it back to your source systems
and external d t providers
  d t       l data   id
                                                 Page 21
MDM Best Practice #8


• Resist the urge to customize
 – As the hubs mature, it's easier to
   resist the temptation to customize
 – Sometimes pushing the vendor to
   improve future releases is a better
   strategy than customization
 – When you do customize, do it
   carefully; make sure your changes are
   “upgrade-friendly” and documented


Most vendors are still revving their products once or twice a
year, so you don’t want to get “rev locked” on an older
version
                                                    Page 22
MDM Best Practice #9


• Stay current with vendor-provided
  patches and updates
 – Plan for at least one upgrade during the
   initial implementation
 – B ild “
   Build “upgrade competency” i t your
                 d         t     ” into
   team
 – Nothing’s worse than contacting the
            g                        g
   vendor, and to hear a problem is “fixed
   in the latest release”, but you can’t apply
   it for months or years
Vendors are constantly fixing problems reported by other
customers; make sure you’re in a position to take
         ;             y          p
advantage of those fixes, and have the discipline to do it
                                                    Page 23
MDM Best Practice #10


• Test, test, test and then test again
 – Your MDM hub is going to be different from
                     g g
   every other hub in the world
 – You’ve got a unique variety of source
   systems - and some of those may be
   custom and won’t exist anywhere else
 – Most vendors are doing much better at
   testing and QA, but the burden of testing
   remains squarely on the implementing
   company and the p j
        p y          project team

Don’t assume that just because something’s in general
  l      that     ill
release, th t it will work perfectly at your site
                         k    f tl t          it
                                                 Page 24
y
          Better Data Drives Better Analytics


• Users don’t trust the final result if
  they don’t trust the underlying data
• By separating master data and its
  management from any downstream
  analytic uses you’re taking a much
           uses, you re
  needed proactive approach
• The end result is master data
  feeding analytic systems that is
 – consistent
 – reliable
 – accurate
                                          That is, you’ve achieved
 – auditable
                                              “data i
                                              “d t nirvana”!”!
 – secure
                                                         Page 25
Questions?
Q estions?


             Page 26
Contact Info.


Dan Power                Hub Solution Designs, Inc.
(
(781) 749-8910
    )                    www.hubdesigns.com
                                    g
powerd@hubdesigns.com    blog.hubdesigns.com


This presentation:
www.hubdesigns.com/dig.html
    h bd i        /di ht l


Subscribe to our “MDM Best Practices” Newsletter:
www.hubdesigns.com/newsletter.html

                                             Page 27

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MDM 101, Palladium's "Decisions, Information & Governance 2008"

  • 1. Master Data Management (MDM) 101 May 14, 2008 Dan Power, Hub Solution Designs, Inc.
  • 2. g As Yogi Berra said … “You’ve got to be careful if you don’t f l d ’t know where you’re y going, ’cause you might not get there!” there! Creating an enterprise-wide “single source of truth” for critical master data can be challenging, challenging especially if you don’t have a plan Page 2
  • 3. y Executive Summary In today’s discussion, we will: • talk about what MDM is • present some useful MDM and Data Governance best practices p • talk about what’s worked and what hasn’t • cover the importance of a holistic approach to MDM • discuss how to get the political aspects right • Tie MDM back to the “Decisions, Information and Governance conference themes Governance” Page 3
  • 4. Who am I? • Founder of Hub Solution Designs, a consulting firm that specializes in Master Data Management & Data Governance • Previously, was general manager for D&B’s strategic alliance with Oracle • H Have worked with O l ' enterprise k d ith Oracle's t i applications for more than 12 years • Regularly advise clients on developing & executing high impact MDM strategies Page 4
  • 5. Definition of MDM • So what is Master Data Management? – Our definition • MDM is a set of disciplines, processes and technologies • for ensuring the accuracy accuracy, completeness, timeliness and consistency • of multiple domains of enterprise data - across applications, systems and databases, and • across multiple business processes, functional areas, organizations, geographies and channels hi d h l Page 5
  • 6. Definition of MDM – Gartner’s definition • MDM is the consistent and uniform set of identifiers and extended attributes that describe the core entities of the enterprise and are used across multiple business processes. • Some examples of core entities are parties (organizations or people), places and things. Groupings of master data include organizational hierarchies, sales territories, product roll-ups, etc. p p • MDM is a process that may be workflow-driven or transactional in nature, in which b i t i hi h business units and IT d it t t ll b t d departments collaborate, cleanse, publish and protect common information assets that must be shared across the enterprise. MDM ensures the consistency, accuracy, accuracy stewardship and accountability for the core information of the enterprise. Page 6
  • 7. Definition of MDM • The MDM Institute’s definition: – Master Data Management: “The authoritative, authoritative reliable foundation for data used across many applications & constituencies with the goal to provide a single view of the truth no matter where it lies.” lies. – Customer Data Integration: “Processes & technologies for recognizing a customer & its relationships at any touch-point while aggregating, managing & harmonizing accurate, up-to-date knowledge about that customer to deliver it ‘just in time’ in an just time actionable form to touch-points.” – Data Governance: “Formal orchestration of people, process, people process & technology to enable an organization to leverage data as an enterprise asset.” Page 7
  • 8. MDM 101 – Five Essential Elements • Five essential elements of a successful MDM initiative 1. The MDM Hub itself There are three major types: Persistent Hub (stores all of the critical data from each source system into the central hub) Registry Hub (stores only the identity information and foreign keys required g y q for matching in the hub) Hybrid Hub (uses a mix of both styles) Page 8
  • 9. MDM 101 – Five Essential Elements 2. Data integration or middleware Important to be able to synchronize data into and out of the hub Doesn t Doesn’t have to be real-time real time Whole point is to build a “Single Source of Truth” for a given domain Truth So having out-of-date information in y your hub, or not synchronizing data , y g quality improvements back to your source systems, can defeat the whole purpose of the program Page 9
  • 10. MDM 101 – Five Essential Elements 3. Data Quality Most companies realize q p quickly y that they’re starting off with a much lower level of data quality th expected lit than t d So a robust data quality tool can be vital in standardizing and correcting data, plus filling in missing information g A good data quality tool can make the difference between a failed project and a successful project Page 10
  • 11. MDM 101 – Five Essential Elements 4. External Content (also known as enrichment) Having worked for D&B, I constantly saw the value of providing information you don’t don t already have It could be something as straightforward as SIC codes, or as complex as corporate family trees a d c ed ratings ees and credit a gs When you “don’t know what you don’t know , working with don t don t know”, an external content provider can be a big help Page 11
  • 12. MDM 101 – Five Essential Elements 5. Data Governance This is actually the most important element Without the people and processes around y your hub, the technology will ( best) be “a gy (at ) solution in search of a problem” The business won’t accept the solution unless they re driving it, and resolving they’re Courtesy: Baseline Consulting difficult questions of ownership or quality is going to take some type of cross-functional g p, group, with an executive sponsor, business p , data stewards, IT support, etc. Bringing together all of these elements is hard enough – g g g g don’t try to do it without a data governance organization Page 12
  • 13. y Why Does All This Matter? • So why are companies doing these MDM initiatives? – Most frequently, it’s to solve a specific business problem – Certain industries have had compelling external “compliance events” (lik B t ” (like Basel II or HIPAA) l – But companies in every industry are looking to increase revenues, reduce costs, i i d improve customer service & decision making, and get more ROI from their technology investments Page 13
  • 14. p Best practices we’ve observed “90% of the game is half g mental.” What works and what doesn’t work? doesn t Page 14
  • 15. MDM Best Practice #1 • Active, involved executive sponsorship – This is true for many projects, but especially so for MDM – T champion a change, t To h i h towards d managing master data as a true corporate asset, is going to mean significant cultural disruption – In most companies, that type of change is best driven “top down” top down Your executive sponsor doesn’t have to be involved in everything, everything but when the rubber meets the road, you need road the “corner office” in your corner Page 15
  • 16. MDM Best Practice #2 • The business should own data governance and MDM – As tempting as it is to start & finish with the technology, it doesn’t work – Wh MDM i d i When is driven b IT th b i by IT, the business may not understand or buy in – It’s hard, but start by building interest and , y g demand (recruiting) in the business – Otherwise, the business won’t be committed and getting funding will be tough MDM’s nature (an ongoing program, rather than a “once & done done” project) means that even if the initial project is funded funded, the business may not pick it up in Year 2 & beyond Page 16
  • 17. MDM Best Practice #3 • Strong project management & organizational change management – Given the political angst these initiatives cause, make sure you can’t be derailed by opponents pointing to sloppy project management or avoidable change management issues – If the project is “buttoned up”, then it’s much harder for champions of the status quo to throw stones at you, and you’ll make it easier for follow-on projects to succeed p j Deliver value, on time and on budget, and y g you’ll ensure user adoption and achieve the expected ROI Page 17
  • 18. MDM Best Practice #4 • Use a holistic approach – people, process, technology and information – This may be the most important best practice of all – St t with the people, politics & culture, Start ith th l liti lt then move on to the data governance and stewardship processes You’ll succeed if you invest the time in creating a Data Governance team; recruiting the right senior executives as G ii h i h i i sponsors; designing your processes for managing master data, data and reporting how the MDM initiative helped the company achieve its strategic objectives Page 18
  • 19. MDM Best Practice #5 • Build your processes to be ongoing & repeatable; plan for continuous improvement – People still think their project will “go live” and be done – Your company will be creating, updating & using master data as long as it’s in business g g – If everyone relies on this data, but no one’s accountable for its quality, over time, it will become more and more chaotic & unusable So plan for a “way of life”, not a project … way life Page 19
  • 20. MDM Best Practice #6 • Management needs to recognize the importance of a dedicated team of data stewards – If there’s no dedicated data stewardship function, function no one lives & dies with the accuracy, completeness, timeliness and consistency of the critical information the business runs on – Before you start, convince management of the need for a small team of data stewards Otherwise, the “lights are on, but nobody’s home”; master data repositories don’t manage themselves Page 20
  • 21. MDM Best Practice #7 • Understand your hub’s data model and how it integrates with internal systems and external providers – Some teams don’t spend the time to understand their hub’s data model or to model, take inventory of and map their internal source systems – So when issues crop up late in the project, it’s very disruptive These problems might be avoided by really understanding your hub, and then mapping it back to your source systems and external d t providers d t l data id Page 21
  • 22. MDM Best Practice #8 • Resist the urge to customize – As the hubs mature, it's easier to resist the temptation to customize – Sometimes pushing the vendor to improve future releases is a better strategy than customization – When you do customize, do it carefully; make sure your changes are “upgrade-friendly” and documented Most vendors are still revving their products once or twice a year, so you don’t want to get “rev locked” on an older version Page 22
  • 23. MDM Best Practice #9 • Stay current with vendor-provided patches and updates – Plan for at least one upgrade during the initial implementation – B ild “ Build “upgrade competency” i t your d t ” into team – Nothing’s worse than contacting the g g vendor, and to hear a problem is “fixed in the latest release”, but you can’t apply it for months or years Vendors are constantly fixing problems reported by other customers; make sure you’re in a position to take ; y p advantage of those fixes, and have the discipline to do it Page 23
  • 24. MDM Best Practice #10 • Test, test, test and then test again – Your MDM hub is going to be different from g g every other hub in the world – You’ve got a unique variety of source systems - and some of those may be custom and won’t exist anywhere else – Most vendors are doing much better at testing and QA, but the burden of testing remains squarely on the implementing company and the p j p y project team Don’t assume that just because something’s in general l that ill release, th t it will work perfectly at your site k f tl t it Page 24
  • 25. y Better Data Drives Better Analytics • Users don’t trust the final result if they don’t trust the underlying data • By separating master data and its management from any downstream analytic uses you’re taking a much uses, you re needed proactive approach • The end result is master data feeding analytic systems that is – consistent – reliable – accurate That is, you’ve achieved – auditable “data i “d t nirvana”!”! – secure Page 25
  • 27. Contact Info. Dan Power Hub Solution Designs, Inc. ( (781) 749-8910 ) www.hubdesigns.com g powerd@hubdesigns.com blog.hubdesigns.com This presentation: www.hubdesigns.com/dig.html h bd i /di ht l Subscribe to our “MDM Best Practices” Newsletter: www.hubdesigns.com/newsletter.html Page 27