implementing multi-entity mdm multi-entity mdm joe young – lexmark sr. manager eim rajesh shewale...
TRANSCRIPT
Implementing Multi-entity MDM
Joe Young – Lexmark Sr. Manager EIMRajesh Shewale – WIPRO Program Manager
Agenda
• Overview of Lexmark’s MDM Program• Data Domains• 4 Step Approach• Multiple Styles• Example of process• Governance Model• High Level Architecture• Results
Lexmark Products and Coverage
C935 Series
X945e X644e
C532n/C532dn
Color and Mono Laser
Laser Multifunction
X500n/X502n
C530dn
C780 Series
C500n
X560n
C782 Series
X854e
Wireless Inkjet AIOs
X9575X6575X6570X4875
Industry Coverage
Lexmark Master Data Management
• Master Data Management and Data Governance Program with strong business and IT participation• Multiple Domains• Quality Data to Transactional Systems and Business Intelligence• Enable successful ERP Migration and CRM upgrades• Comprehensive use of Enterprise data management tools including SAP MDM, BO Metadata Manager, BO Data Insight, BO Data Services, SAP Enterprise Portal
Material
Supplier Person
Customer
Product
Our Approach
Baseline and
Profile1st Quality
Assessment
CRUD
Processes
Cleanse and
Manage
Baseline
and Profile
4 Step Process
PeopleBusiness Leads
Data Architects
System Integrator
Business Leads
Data Stewards
Data Architects
System Integrator
Business Leads
Process Owners
Data Architects
System Integrator
Business Leads
Data Stewards
Data Architects
Support team
Technology
Data InsightData Insight
Data Services
SAP MDM
SAP Enterprise Portal
SAP MDM / EP
Data Services
Metadata Manager
Scope of MDM Domains
Material
Vendor Person
Customer
Product
•Two MDM repositories•Legal Entity•MDM Account
•150+ attributes•Consolidation/Harmonization/ Centralization•End User Customer, Partners –Phase 1•Consumers – Phase 2
•Centrally managed in HR Source System•Primary focus on process improvement to fix Data Quality issues
•Supplier MDM Repository•125+ Attributes•Consolidation and Centralization
•Product MDM Repository•30+ attributes•Data Governance Organization•Consolidation and Centralization
•Material MDM Repository•35+ attributes•Consolidation and Centralization
Multiple Entities…Multiple Styles
•Analysis of business processes for each domain–Customer
•Centralized for - New ERP, SFA•Harmonized for - Call Center•Consolidated for - Non-strategic systems
–Product•Centralized for all systems
–Material•Harmonized for all systems
–Vendor•Centralized for all systems (with ERP roll out)
– Person•Stays wholly within PeopleSoft
Example of Customer Process
Automated
Data Steward/ Business Owner Intervention
B
C
D
A Handles error code 1040,1041,1051,1052,1054,1055,1056
B
Handles error codes 1020,1030,1040,1060,2000,2010,
2020,2030,2040,2050,3000,3010,3020,3030,3040,3050,3060,3070,
3080,3090,3100,3110,4000,4010,5000,5010,5020,6000
C Handles error code 6010and 9999
Records for D&B Processing
D&B Processing
Data Preparation for SAP MDM
Data Movement into SAP MDM
End
Source System Data Extraction
Customer Data Consolidation
Data Validation
Customer Name and Address Standardization & Cleansing
Handling non D&B stamped records
Populate Legal EntityPopulate Sold-To
BillTo – SoldToLinkData Owner Review and Override
Begin
Exception Processing
Exception Processing
Step1
Step2
Step3
Step4
Step5
Party-Role & Party Type Association
Records for D&B Processing
D&B Processing
Data Preparation for SAP MDM
Data Movement into SAP MDM
End
Source System Data Extraction
Customer Data Consolidation
Data Validation
Customer Name and Address Standardization & Cleansing
Handling non D&B stamped records
Populate Legal EntityPopulate Sold-To
BillTo – SoldToLinkData Owner Review and Override
Begin
Exception
Processing
Exception Processing
Step1
Step2
Step3
Step4
Step5
Party-Role & Party Type Association
A
B
C
Data Governance Structure
People Process
StewardshipData Architecture
StandardsGuidelines
DirectionAuthority
Resources Commitment
Executive Leadership
Data Governance
Data ManagementData AnalysisData Capture
Process ControlsBusiness Rules
Error Resolution Quality Review
Data Governance Office
Data Governance Office
DomainData Management
Team
DomainData Management
Team
Data Governance Council
Data Governance Council
EIM Architecture
10
Consolidation Harmonization Centralization
EnterprisePortal
Guided Procedures Adobe
Bus
ines
s O
bjec
ts
Dat
a Se
rvic
es
Inte
grat
ion
Ariba
CRM
Sales Out
……
ECC
CRM
BI
EDW
MDM
ProductMaterialsVendor
Customer
Data Manager
Impo
rt M
anag
er
Synd
icat
or
APIsAnd
Web Services
Content Providers:DnB
Data EnrichmentController
Web App Server
JDE
10
BOMM
The good and the…
• NA • EMEA
• EMEA
• Bite what you can chew
• Global design• 5 weeks
• 80% global Design• 5 weeks
• Working withIT as well as business
• Offshore Centric• 10 weeks
• Offshore Centric• 14 weeks
• Global delivery model
• Have businessResources dedicated to testing• 4 weeks
• Extended UAT• 6 weeks
• Basic trainingprior to UAT
• Expected lower exceptions• 3 weeks
• DQ not as good as Expected• In Process
• Shared DQ reality earlier
• Started with 6 systems• 4 weeks
• Focus on EMEAas per ERProll-out
• Settled on4 systems• 8 weeks
Scope Systems Design Develop Testing Deploy
Planned
Actual
Went Well
•Cross program impacts
•Need to iterate, but have to limit
•Touching common components
• True end to end testing is tough
• Cannot over communicate
•Many moving parts in the infrastructure
Challenges
Our results so far• People
– Established Data Governance Org• 7 Data Stewards (new, full time)• 20+ Business Process owners
• Architecture– New infrastructure
• 5 new applications - 20+ new servers
• Data Processed– Data extracted from 9 core systems
• 300K+ customer records• 75k+ material records• 5K+ product records• 8K+ supplier records
– We have delivered both Master and Non-Master data to our ERP program
• Over 100k Master records • Over 1.5M Non-Master records
Lexmark Master Data Journey
DestinationDestinationMDMMDM
Organization
Technology
Process
Compliance
Starting Point Starting Point --AsAs--Is ChallengesIs Challenges
Lack of linkage between process and technologyNo defined KPIs around data
TransitionTransition Interim DestinationInterim DestinationPhase 1 Phase 1
Lack of socialized policies in place
Multiple legacy systemsNew ERP coming on line
New Data Governance organization still learningMultiple entry and control points for similar MD
New Data Governance organization defining policies and proceduresRefinements to roles and responsibilities
Define Enterprise Data Model / ArchitectureDefine integration framework with ERP/legacy apps
Developing MD stewardship processEducating the business on MD stewardship
Organizational awareness of MD process through engagement
Policy enforcement of data standards and procedures in placeStructured GovernanceTeam in place, managing MD process and policies
Centralized MDM Solution Single source of Truth
Common data repositoryFoundation for centralized framework Foundation for the ERP implementation
Defined MD stewardship processIdentified KPIs being measured and reported
Organization is complying with MD policy & procedure inconsistentlyBroad awareness of MD governance
Complete ownership established Fully functional Data Governance bodyOrganization aligned and support MDM vision
Defined, measured MDM process end to endProcess that successfully navigates the risk/speed tradeoff
Organization has ownership in MDM processesFunctions report their own compliance metrics for MDM
Business Transformation
Legacy Systems
MDM
ERP
Master Data Master Data
MDM will handle master data (Global Master data)ERP will handle rest of the data (Local Master Data)MDM will go live firstEnsure no duplication of processes between MDM and ERPStart with consolidation, proceed to harmonization and
then march to centralization
Data Migration
Other Systems
MDM Project Team
CONFIDENTIAL© Copyright 2007 Wipro Ltd 15
Lexmark & Wipro Program Manager
Lexmark Program Director
LexmarkEnterprise Architect’s
NA, EMEA, LAD, APG
India
Onsite teamTrack leads
Offshore team
Program Management Team
Lexington
Lexington
Customer Data Owner
Product Data owner
Person Data Owner
Material Data Owner
Supplier Data Owner
Data Stewards
Data Process Owners
Good part of Journey
• Strong Leadership– Lexmark IT as well as business
• Strong Partnership– Lexmark and WIPRO, including SAP
• Business involvement throughout SDLC– Involvement in design and also during development and Unit
testing
• ERP Program in parallel– Kept MDM program on tight leash.
• Focus on Data Quality– Should be single focus of MDM program
Challenging part of Journey
• Better data profiling– Would have assisted better decision earlier in the project
• Material – Lack of ownership– Political struggle
• Person– Legal requirements
• ERP Program in Parallel– Unavailability of business users time– Change focus from global to local at times
• Resource turnover– Clear communication of resource duration– Unexpected departures
Best Part of the Journey
• Executive sponsorship• Data Quality Focus• Clear understanding of risk at start• Partnership working as expected• Recommend Multi-entity implementation
– Yes we can
Wipro MDM portfolio
Information Quality AssessmentBusiness Case BuilderMDM Roadmap
MDM Reference ModelMDM Reference ArchitectureMaster data governance services
Product & custom solutionsImplementation acceleratorsMDM foundation frameworks
StandardizationDe-duplicationEnrichment
MDM/Data Governance Organization
DataGovernance
LeadProgram Management
1 SAP (Part Time)1 Lexmark (Full Time)
1 Wipro (Full Time)
Data Governance Council
CustomerLead
CustomerOwner
PartnerLead(s)
EnterpriseArchitect
DataStewards
Part TimeResources
ProductLead
ProductOwner
PartnerLead(s)
EnterpriseArchitect
DataStewards
Part TimeResources
MaterialsLead
MaterialsOwner
PartnerLead(s)
EnterpriseArchitect
DataStewards
Part TimeResources
SupplierLead
SupplierOwner
PartnerLead(s)
EnterpriseArchitect
DataStewards
Part TimeResources
Partner Lead
TechnicalImplementation
Architect
ApplicationInstallation
HardwareInstallation
DevelopmentLead(s)
DevelopmentPM
PersonLead
PersonOwner
PartnerLead(s)
EnterpriseArchitect
DataStewards
Part TimeResources
DevelopmentTeam
SAP Prof. Services
1 MDM Principal Consultant1 DQ Principal Consultant1 DQ Senior Consultant
1 Metadata Manager Consultant
White = Full Time
Blue = Part Time