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(EIM) and Data Governance - PPC

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Enterprise Information Management (<strong>EIM</strong>)<strong>and</strong> <strong>Data</strong> <strong>Governance</strong>Mike FleckensteinMaster <strong>Data</strong> Management <strong>and</strong> <strong>Data</strong> <strong>Governance</strong>1. Introduction ________________________________________________________Information assets are enterprise assets that must be managed in the same manner as critical physicalassets. The value of information cannot be fully recognized when it is maintained in isolated pockets.Information must be shared in a consistent manner to maximize effective decision making across theorganization. The data from which information is derived must meet high quality st<strong>and</strong>ards for integrity<strong>and</strong> timeliness. A major part of information assets <strong>and</strong> intellectual property are hosted <strong>and</strong> maintained inthe IT domain. However, even in those instances where information assets are maintained in domainsoutside IT, this principle still applies.Thus, Enterprise Information Management (<strong>EIM</strong>) <strong>and</strong> the implementation of an Information Infrastructureenable a company to adhere to this principle. The purpose of implementing <strong>EIM</strong> is to elevate “CorporateInformation” to “Corporate Asset.” This can be done by ensuring that at the Enterprise Level, informationis accurate, timely <strong>and</strong> consistent <strong>and</strong> that information flows seamlessly <strong>and</strong> continuously across variousdepartments within the corporation.Project Performance Corporation’s (<strong>PPC</strong>) core methodology has its foundation in industry <strong>and</strong>government best practices <strong>and</strong> has been codified through similar work in both the public <strong>and</strong> privatesectors. In our solutions, we put together the best of all worlds from Industry Frameworks, Industry BestPractices, Industry Research (Gartner, Forrester, etc.) <strong>and</strong> personal work experiences. The <strong>PPC</strong> <strong>EIM</strong>Framework addresses both the technology components (see “<strong>EIM</strong> – Considerations for a CIO” by RajeevKumar) as well as the business-side components that are necessary for effective <strong>EIM</strong>. While thetechnology encompasses tools such as <strong>Data</strong> as a Service, Master <strong>Data</strong> Management <strong>and</strong> Enterprise<strong>Data</strong> Warehousing, the business-side component addresses the <strong>Governance</strong> required for <strong>EIM</strong> to beeffective.This White Paper focuses specifically on data governance <strong>and</strong> highlights a real-world example that hasbeen generalized for the purposes of this paper. It demonstrates how charters, rules <strong>and</strong> interactions(i.e., <strong>Governance</strong>) between the core <strong>EIM</strong> bodies interact in a systematic way to facilitate consistentinformation flow across the enterprise. These bodies—the <strong>EIM</strong> Group, <strong>Data</strong> <strong>Governance</strong> Council, <strong>Data</strong>Services Bureau <strong>and</strong> the <strong>Data</strong> Stewards—define, regulate <strong>and</strong> broker the data management flow. Thisdocument describes their functions.www.ppc.com 1


Enterprise Information Management <strong>and</strong><strong>Data</strong> <strong>Governance</strong>Mike Fleckenstein2. Enterprise Information Management/<strong>Governance</strong> Overview ________________<strong>EIM</strong>’s main functions are the collection of decision rights, processes, st<strong>and</strong>ards <strong>and</strong> policies required tomanage, maintain <strong>and</strong> exploit information as an enterprise resource. This can be achieved by theinteraction of an <strong>EIM</strong> Group (<strong>EIM</strong>G), <strong>Data</strong> <strong>Governance</strong> Council (DGC), the Services Bureau (SB) <strong>and</strong><strong>Data</strong> Stewards (DS).The DGC can be viewed as strategic in nature. Its main function is to regulate <strong>and</strong> prioritize competinginformation requests. The <strong>EIM</strong> Group’s main responsibility is to facilitate new data requests <strong>and</strong> requestsfor changes in data <strong>and</strong> to ensure that data is being maintained consistently enterprise-wide. The SB’sfunction is operational in nature. Its main mission is to implement the <strong>EIM</strong>G’s requests. Finally the DSare the individual gatekeepers for specific data. Their main role is to oversee the validation <strong>and</strong>dissemination a specific sub-set of data. Below is a summary of each body’s role <strong>and</strong> the interactionbetween these entities:The Enterprise Information Management Group (<strong>EIM</strong>G) is the central component to <strong>Data</strong> <strong>Governance</strong>.They are responsible for facilitating all data requests for new <strong>and</strong> changed data from the users (via theCustomer Services Group (CSG)). The <strong>EIM</strong>G works with the Services Bureau (SB) to obtain an estimatefor the requested work <strong>and</strong> provides this estimate back to the users (via CSG). Once funding isestablished the <strong>EIM</strong> Group ensures that the data request is architecturally sound. Their tasks include:• Brokering data requests for new <strong>and</strong> changed data from the users (via CSG);• Advising the <strong>Data</strong> <strong>Governance</strong> Council (DGC) on the priority of requests;• Chairing the DGC;• Assuring that data requests are met (i.e., owners of the data request);• Working with the Services Bureau (SB) to ensure that data requests are met in anarchitecturally sound way; <strong>and</strong>• Monitoring the information architecture to ensure that it is sound <strong>and</strong> advising the DGC onchanges <strong>and</strong> strategy.The Services Bureau (SB) is made up of Technical Staff members. There are two main components ofthe SB: the <strong>Data</strong> Services Bureau (DSB) <strong>and</strong> the Business Intelligence Service Bureau (BISB). The DSBfocuses on the actual data entering the Infrastructure <strong>Data</strong> Repositories <strong>and</strong> the BISB focuses on thedata consumption from Infrastructure <strong>Data</strong> Repositories data in the form of Reports, Dashboards,Scorecards, etc. The SB tasks include:• Executing the vision of the DGC <strong>and</strong> working with the <strong>EIM</strong> on how to best implement a givendata strategy;• Advising the <strong>EIM</strong>G on technical strategy <strong>and</strong> limitations related to data;• Assisting the <strong>EIM</strong>G, DGC <strong>and</strong> DS with data quality by running, monitoring <strong>and</strong> explainingdata profile reports;• Assuring a quality physical data architecture (DSB);• Guiding the business intelligence strategy (BISB); <strong>and</strong>• Developing the st<strong>and</strong>ard set of corporate reports requested by the DGC.The <strong>Data</strong> Stewards (DS) are subject matter experts (SMEs) from the business side. There are bothtactical as well as operational <strong>Data</strong> Stewards. While both are ‘gatekeepers’ for data completeness,st<strong>and</strong>ards <strong>and</strong> quality, tactical DS help set the guidelines while operational DS apply them on a day-to-www.ppc.com 2


Enterprise Information Management <strong>and</strong><strong>Data</strong> <strong>Governance</strong>Mike Fleckensteinday basis. An operational DS is responsible for acquiring, validating, enriching, authorizing, publishing<strong>and</strong> distributing a specific set of Master <strong>Data</strong>. In general the DS’s tasks include:• Keeping the data quality of the data set for which they are responsible very high by assuringcorrect data input;• Routinely executing data profile reports against their data set <strong>and</strong> cleansing data whereapplicable;• Alerting the Manager of Enterprise Information (MEI) of data quality issues;• Working with the <strong>EIM</strong>G <strong>and</strong> DGC to ensure data st<strong>and</strong>ards (tactical);• Working with the <strong>EIM</strong>G <strong>and</strong> DGC to accommodate changes to their data set;• Working with the <strong>EIM</strong>G to ensure proper dissemination of their Master <strong>Data</strong> set; <strong>and</strong>• Mentoring one or more support DS that can step in if required.The <strong>Data</strong> <strong>Governance</strong> Council (DGC) is made up of the head of the <strong>EIM</strong>G, three CSG Directors, at leastthree Customer Representatives (one each for respective business areas) <strong>and</strong> an Executive Sponsor.Their tasks include:• Tracking data quality (with help the Services Bureau) by profiling/reviewing data <strong>and</strong>monitoring metrics on data quality;• Determining what new data will be captured <strong>and</strong>/or st<strong>and</strong>ardized;• Prioritizing projects with respect to data;• Specifying what data must be shared organizationally or otherwise;• Overseeing key st<strong>and</strong>ard corporate reports <strong>and</strong> dashboards; <strong>and</strong>• Assuring that legal <strong>and</strong> corporate compliance st<strong>and</strong>ards are being followed.Note that the makeup of these corporate entities is specifically designed to fit seamlessly with theorganizational structure <strong>and</strong> vision for this case study <strong>and</strong> consists of the Enterprise Architecture (EA),Enterprise Solutions (ESG), Customer Service (CSG), IT Effectiveness (ITG) <strong>and</strong> TechnologyOptimization (TOG) organizational components. However, such a governance framework can be easilyadapted to other organizational structures.In this example the <strong>EIM</strong>G function will fall under the Enterprise Architecture Group. User data requestswill go through the CSG. The <strong>EIM</strong>G will process new or changed data requests from CSG <strong>and</strong>, inconjunction with the SB, provide estimates for the work to be completed. The SB will then work with theinfrastructure team as well as with developers from CSG <strong>and</strong>/or the business side to implement therequest. Note that access to existing data can be directly facilitated between users/CSG <strong>and</strong> the SB.The <strong>Data</strong> <strong>Governance</strong> Council exists to provide an objective data strategy <strong>and</strong> to prioritize requests. Itsmakeup from the EA, CSG <strong>and</strong> User sides ensures this balance. While this independent body is chairedby the head of the <strong>EIM</strong>G, an Executive Sponsor owns this group to ensure that its mission isaccomplished. The DGC will follow the change management processes put in place by the TechnologyOptimization Group.This interaction between the Enterprise Information Management Group (<strong>EIM</strong>G), <strong>Data</strong> <strong>Governance</strong>Council (DGC), Services Bureau (SB) <strong>and</strong> <strong>Data</strong> Stewards (DS) is represented pictorially in the followingdiagram:www.ppc.com 3


Enterprise Information Management <strong>and</strong><strong>Data</strong> <strong>Governance</strong>Mike Fleckenstein3. The Enterprise Information Management (<strong>EIM</strong>) Charter ____________________The <strong>EIM</strong> Charter requires that the above groups (e.g., <strong>Data</strong> Stewards, <strong>EIM</strong> Group, <strong>Data</strong> <strong>Governance</strong>Council <strong>and</strong> Services Bureau) be formed <strong>and</strong> meet between <strong>and</strong> among each other on a regular basis tomonitor the health of corporate data <strong>and</strong> decide on scope changes of that data.Enterprise Information Management Charter• A team of Staff Members will be established <strong>and</strong> maintained for Enterprise Information Managementat CI. This <strong>Data</strong> <strong>Governance</strong> Team in general will consist of Executives, IT Managers, BusinessManagers, <strong>Data</strong> Stewards <strong>and</strong> IT Operations Staff. The <strong>EIM</strong> functions of this team are a part-timeeffort for most members.• This team will be grouped in the following three teams: <strong>Governance</strong> Council (DGC), EnterpriseInformation Management Group (<strong>EIM</strong>G), <strong>Data</strong> Stewards (DS) <strong>and</strong> Services Bureau (SB). Thesegroups will interact routinely <strong>and</strong> form the basis for data governance at CI.• The <strong>EIM</strong>G will be made up of an Enterprise Information Manager (MEI) <strong>and</strong> Information Architects.www.ppc.com 4


Enterprise Information Management CharterEnterprise Information Management <strong>and</strong><strong>Data</strong> <strong>Governance</strong>Mike FleckensteinThe number of Information Architects will be dependent on the amount of data requests funneledthrough this group. The function of this group is to ensure that data requests are fulfilled in a mannerconsistent with the overall enterprise data architecture.• The Services Bureau (SB) is made up of Technical Staff. There are two main components of the SB:the <strong>Data</strong> Services Bureau (DSB) <strong>and</strong> the Business Intelligence Service Bureau (BISB). The DSB willfocus on the actual data entering the <strong>Data</strong> Repositories <strong>and</strong> the BISB will focus on the dataconsumption from <strong>Data</strong> Repositories in the form of Reports, Dashboards, Scorecards, etc. They willcarry out the vision of the DGC by determining how a given data strategy is implemented <strong>and</strong>maintained. The SB will meet weekly.• <strong>Data</strong> Stewards (DS) are subject matter experts from the business side whose primary responsibilityis to ensure data quality for a specific set of Master <strong>Data</strong>. Most <strong>Data</strong> Stewards will be operational<strong>and</strong> will focus on the day-to-day data quality issues of their respective dataset; some data stewardswill be tactical <strong>and</strong> help to set st<strong>and</strong>ards for data quality <strong>and</strong> stewardship.• Members from these groups will meet at bi-weekly <strong>and</strong> form the DGC. The DGC will be made up ofManager of Enterprise Information (MEI), Directors from CSG Group, <strong>and</strong> Customer Representativesfor the respective CSG areas, <strong>and</strong> an Executive Sponsor. Their main task is to form the vision ofdata to ensure consistency <strong>and</strong> regulatory compliance. They will meet to determine the state of dataquality <strong>and</strong> determine data strategy. The DGC may also include one or more members of the SB.• All meetings will result in a written status of the state of data <strong>and</strong> specific action items.Table 1: <strong>EIM</strong> Charter4. The Enterprise Information Management Group (<strong>EIM</strong>G) ____________________The <strong>EIM</strong>G is the central component for managing the health of corporate data. They reside within theEnterprise Architecture Group <strong>and</strong> are responsible for assuring that there is an overall, consistentinformation architecture. They work closely with the CSG to facilitate user requests for new or changeddata <strong>and</strong> with the SB to ensure that these requests get implemented in an architecturally consistent way.The table below outlines the activities of the <strong>EIM</strong>G.Enterprise Information Management Group (<strong>EIM</strong>G)Activities, Roles <strong>and</strong> Responsibilities• The <strong>EIM</strong>G facilitates user requests for new or changed data (via CSG) <strong>and</strong> works with the SB toboth provide an estimate for the work <strong>and</strong> to implement these requests once approved <strong>and</strong> funded;the <strong>EIM</strong>G is the owner of a given request, once approved.• The <strong>EIM</strong>G advises the DGC on the priority of these requests <strong>and</strong> the respective impact. TheManager of Enterprise Information will chair the DGC.• It is the role of the <strong>EIM</strong>G to ensure a consistent information architecture. This includes limiting theuse of information in local databases, spreadsheets <strong>and</strong> other sources.www.ppc.com 5


Enterprise Information Management <strong>and</strong><strong>Data</strong> <strong>Governance</strong>Mike FleckensteinEnterprise Information Management Group (<strong>EIM</strong>G)• The <strong>EIM</strong>G documents <strong>and</strong> maintains a diagram depicting data sources for data.• The <strong>EIM</strong>G works with the DGC, CSG, DS <strong>and</strong> SB to improve the data architecture, where required.• The <strong>EIM</strong>G determines how new or changed data requests are ingrained into the corporateinformation architecture. This may require changes to the existing architecture <strong>and</strong> thus consultationwith the DGC.• The <strong>EIM</strong>G routinely profiles Master <strong>Data</strong> (<strong>and</strong> possibly other data) to assess its health. It generateskey metrics to share with the DGC, CSG, DS <strong>and</strong> SB <strong>and</strong> works to maintain data quality. This mayrequire a change in business process.• The <strong>EIM</strong>G generates <strong>and</strong> publishes use cases that detail data governance with respect to Master<strong>Data</strong> as a reference for <strong>Data</strong> Stewards as well as projects.• The <strong>EIM</strong>G works closely with <strong>Data</strong> Stewards to address data quality issues. They facilitate changesto business process <strong>and</strong>/or data architecture where required.Table 2: <strong>EIM</strong> Group Roles <strong>and</strong> Responsibilities5. The <strong>Data</strong> <strong>Governance</strong> Council (DGC) ___________________________________The <strong>Data</strong> <strong>Governance</strong> Council (DGC) is made up of Manager of Enterprise Information (MEI), who chairsthe DGC, three CSG Directors, three Customer Representatives for the respective CSG areas, <strong>and</strong> anExecutive Sponsor. The DGC size should be no more than ten people, the majority of which come fromBusiness Operations. However, it is equally critical that key Executives participate <strong>and</strong> take ownership inthe DCG. We recommend the Chief Information Officer (CIO) or the Chief Financial Officer (CFO). Thishelps set the st<strong>and</strong>ard for enterprise-wide reporting. The table below outlines the activities of the DGC.<strong>Data</strong> <strong>Governance</strong> Council (DGC)Activities, Roles <strong>and</strong> Responsibilities• The DGC will be responsible for the strategic vision of data. They will determine what data isconsidered Master <strong>Data</strong> <strong>and</strong> how this data evolves. C<strong>and</strong>idates include donor, child <strong>and</strong> product.They will determine what meta-data should be st<strong>and</strong>ardized. For example, address is meta-datathat is critical to child <strong>and</strong> donor.• The DGC will determine the overall data strategy when launching a new organizational initiative.For example, the DGC will work with the <strong>EIM</strong>G to determine the type of data to be captured <strong>and</strong>the extent to which this data can be re-used, <strong>and</strong> must be shared <strong>and</strong> reported.• The <strong>Governance</strong> Council will conduct a routine health check on the types of the Master <strong>Data</strong> storedwithin the enterprise. They will evaluate if the current data is adequate to support all existingprogram. They will work with the SB to profile data <strong>and</strong> maintain <strong>and</strong> report metrics regarding dataquality.• <strong>Data</strong> that is used by the entire company needs to be consistent <strong>and</strong> one of the ways to ensurewww.ppc.com 6


Enterprise Information Management <strong>and</strong><strong>Data</strong> <strong>Governance</strong>Mike Fleckenstein<strong>Data</strong> <strong>Governance</strong> Council (DGC)consistency is by sharing data. The DGC will determine which data needs to be consistent acrossthe enterprise.• The DGC will work with the SB to create a set of st<strong>and</strong>ard corporate reports <strong>and</strong>/or dashboards.• The DGC will advise on the selection of data stewards.• The DGC will monitor data security st<strong>and</strong>ards. This may require periodic assessments by thirdparties. The DGC will work with the SB <strong>and</strong> IT to ensure that data security weaknesses areaddressed in a timely manner.• The DGC will determine the priority of data requests.• The DGC will ensure data enterprise-wide complies with applicable regulations <strong>and</strong> guidelineswithin United States <strong>and</strong> other countries to the extent required.• The DGC will follow the change management processes put in place by the TechnologyOptimization Group.Table 3: <strong>Data</strong> <strong>Governance</strong> Council Roles <strong>and</strong> Responsibilities6. The Services Bureau (SB) ____________________________________________The SB is made up of Technical Staff. There are two main components of the SB: the <strong>Data</strong> ServicesBureau (DSB) <strong>and</strong> the Business Intelligence Service Bureau (BISB). The DSB will focus on the actualdata entering the <strong>Data</strong> Repositories <strong>and</strong> the BISB will focus on the data consumption from <strong>Data</strong>Repositories in the form of Reports, Dashboards, Scorecards, etc. One or more of the SB’s members maysupport the SB full time (e.g., data profiling, working with projects, publishing use cases, etc.). Membersof the SB are primarily tasked with implementing the requests of the <strong>EIM</strong>G <strong>and</strong> vision of the DGC. Theymake decisions regarding how the data is physically managed (DSB) <strong>and</strong> accessed via st<strong>and</strong>ard reports<strong>and</strong> business intelligence tools (BISB). Therefore, the members of this group must have sufficientauthority to facilitate the implementation of data storing, maintenance, cleansing <strong>and</strong> sharing across theenterprise. The table below details the role of the SB.Services BureauActivities, Roles <strong>and</strong> Responsibilities• Once the <strong>EIM</strong>G <strong>and</strong> DGC decide on Master <strong>Data</strong>, it is the role of the SB to architect how eachtype of Master <strong>Data</strong> will be physically maintained <strong>and</strong> shared across the enterprise. Similarly, theSB must architect how related meta-data will be maintained <strong>and</strong> shared. This responsibility maybe extended to other reference data.• The SB must manage the physical data architecture (DSB). For example, they decide to whatextent Master <strong>Data</strong> will be redundant. Such data must be managed in central repositories <strong>and</strong>may be shared with DWs, ODS, <strong>Data</strong> Marts, etc.• Once the DGC decides on the types of st<strong>and</strong>ard reports it wants, it is the role of the SB to createwww.ppc.com 7


Enterprise Information Management <strong>and</strong><strong>Data</strong> <strong>Governance</strong>Mike FleckensteinServices Bureau<strong>and</strong> maintain st<strong>and</strong>ard reports; in fact, the BISB of the SB will act as the central reporting officethrough which all requests for st<strong>and</strong>ardized reports come.• It is the SB’s (specifically DSB’s) role to underst<strong>and</strong> <strong>and</strong> integrate various repositories (MDM,ODS, DW, <strong>Data</strong> Marts, etc.) that are critical to data <strong>and</strong> data sharing.• The SB will implement most changes in business process <strong>and</strong> recommend major changes inbusiness process to the DGC.• The SB has the responsibility to advise the <strong>EIM</strong>G <strong>and</strong> DGC of technology (or other types of)limitations regarding the DGC vision; this is why one or more members of the SB might also beDGC members.• The SB will work with the <strong>EIM</strong>G on projects requiring Master <strong>Data</strong> to ensure that the project hasthe required access to the data from the proper source <strong>and</strong> that reports correctly reflect all Master<strong>Data</strong> enterprise-wide.• Upon approval of the DGC, the SB will work with the <strong>EIM</strong>G to retire legacy <strong>and</strong> unusedapplications after a certain acceptable period of time when newer applications or tools aredeployed to replace them. It may require the help of IT persons to execute this.Table 4: Services Bureau Roles <strong>and</strong> Responsibilities7. The <strong>Data</strong> Stewards (DS)The <strong>Data</strong> Stewards (DS) are subject matter experts (SME) from the business side. These ‘power users’are identified by the business with the recommendation of the DGC. DS work with users <strong>and</strong> the <strong>EIM</strong>G toensure that data quality remains high, by monitoring <strong>and</strong> correcting data errors <strong>and</strong> duplications.DS are considered data SMEs for their respective business functions <strong>and</strong> processes. Their role asstewards is to guide <strong>and</strong> influence others in implementing the changes necessary to improve data quality.They are viewed as the leaders of the data quality improvement effort <strong>and</strong> they define <strong>and</strong> monitor qualitymeasures to justify the program. They work closely with the <strong>EIM</strong>G to facilitate Master <strong>Data</strong> dissemination.<strong>Data</strong> Stewards (DS)Activities, Roles <strong>and</strong> Responsibilities• The majority of <strong>Data</strong> Stewards will be operational; their main mission is to ensure data quality for thedataset they are assigned. A few <strong>Data</strong> Stewards will be tactical; they will work with the <strong>EIM</strong>G <strong>and</strong>DGC to set the data quality <strong>and</strong> stewardship st<strong>and</strong>ards <strong>and</strong> guidelines.• <strong>Data</strong> Stewards will be identified for all major pieces of Master <strong>Data</strong> within the organization. Their jobwill be to assist with <strong>Data</strong> <strong>Governance</strong> across the board. These stewards may physically reside invarious departments, such as Operations, Finance, HR, etc.www.ppc.com 8


Enterprise Information Management <strong>and</strong><strong>Data</strong> <strong>Governance</strong>Mike Fleckenstein<strong>Data</strong> Stewards (DS)• A given DS is responsible for acquiring, validating, enriching, authorizing, <strong>and</strong> publishing <strong>and</strong>distributing a specific set of Master <strong>Data</strong>; they work with both the business users to ensure that Master<strong>Data</strong> is acquired from the right source <strong>and</strong> they approve this step; they also work closely with the<strong>EIM</strong>G to ensure that Master <strong>Data</strong> is disseminated properly.• The <strong>Data</strong> Steward will be responsible for the following attributes of his/her subset of Master <strong>Data</strong>: dataaccuracy, data integrity, data quality, freshness/timeliness of the data.• DS should identify, maintain <strong>and</strong> publish a “List” of their Master <strong>Data</strong>.• The MIL <strong>Data</strong> Stewards will be responsible for assuring all relevant meta-data for various programs isactually being acquired.• DS will analyze data profiling reports run by the SB <strong>and</strong> cleanse Master <strong>Data</strong> accordingly; they mayalso run profiling reports themselves.• The <strong>Data</strong> Stewards will enrich the data by identifying the missing elements from the data repositories<strong>and</strong> then working with other resources to bring this missing data to the centralized repositories.• The DS will work closely with the <strong>EIM</strong>G to publish data quality reports.• The <strong>Data</strong> Stewards will participate as <strong>and</strong> when needed in any new business initiatives to provideinformation on how the data in their domain can be leveraged to help the business move forward.• The <strong>Data</strong> Stewards will work in a consulting role with IT resources when new systems <strong>and</strong> applicationsare being designed. This will enable the proper use of the data within their domain.• DS are responsible for mentoring a backup for themselves.Table 5: <strong>Data</strong> Steward Roles <strong>and</strong> ResponsibilitiesThe <strong>Data</strong> <strong>Governance</strong> approach described in this White Paper can also easily be extended to incorporatea corporate-specific version of the <strong>Data</strong> Reference Model <strong>and</strong> integration with Taxonomy.For more information on this White Paper, <strong>and</strong> for information about <strong>PPC</strong>’s MDM, <strong>Data</strong> <strong>Governance</strong> <strong>and</strong>Enterprise Information Management solutions, please contact Mike Fleckenstein at 571-527-6453 ormfleckenstein@ppc.com.About the AuthorMike Fleckenstein has 20 years experience developing <strong>and</strong> deploying data solutions for public <strong>and</strong> private sectorclients worldwide. He currently leads the Master <strong>Data</strong> Management & <strong>Data</strong> <strong>Governance</strong> Practice at ProjectPerformance Corporation (<strong>PPC</strong>) using best-of-breed technologies. He also works closely with related Practices,including <strong>Data</strong> Warehousing, Business Intelligence <strong>and</strong> Knowledge Management, among others, to provideEnterprise Information Management solutions. He is a regular speaker <strong>and</strong> author on these topics. Prior to joining<strong>PPC</strong> Mr. Fleckenstein served as Application Manager at Medmarc Insurance, a P&C insurer, <strong>and</strong> ran his own ITconsulting firm, Windsor Systems Inc, specializing in IT <strong>and</strong> data solutions.www.ppc.com 9

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