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Honeywell Customer Master Data
Governance
Visibility Changes the Game
Nancy Northrup, PMPCustomer Master Data Governance LeaderSix Sigma Black Belt, + LeanCreation Date: November 2007
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 2
Contents
• Introduction
• Measure and Model – Six Sigma Lean as a core focus
• Building the Future
• Wrap up
• Appendix
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 3
Honeywell’s Strategic Business Groups (SBGs)
2006 Sales
35%35%
15%15%35%
15%AerospaceSpecialty
Materials
Automationand Control Solutions
TransportationSystems Total = $31.36B
Diverse Businesses, Technologies, Products, Channels
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 4
Customer Data on Demand (CD2) Usage Where we are today
Multiple uses for cross Honeywell view
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 5
What is the market for this product globally?
How is the Customer’s business growing and
changing?
What products does this Customer buy
(from other Honeywell businesses)?
Dave needs it by
Monday
It’s All About Growth
Source: Adapted from BI presentation D.Clark Dir. BI SM
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 6
Pre-Customer Data Integration
• Standard financial code namesBut definitions are not standardized
• Data maintenance at the individual line of business levelBut no central repository
• No Customer Relationship Management controlsLimited customer interaction awareness
• Mergers and Acquisitions create additional complexityAcquired competitors continue competing
Customer Knowledge Sharing Done by “Talking”
High Labor C
osts / Low R
eturnC
onstrained Grow
th
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 7
Barriers and Enablers for Governance
• Historic autonomy in a diverse company
• Accountability for strategic initiatives at
the operational level
• Integration of multiple versions of SAP
• Enormity of legacy data quality issues
• Complex distributed customer creation
authority in a global corporation
• Continued growth through mergers and
acquisitions
Barriers√Buy-in of top management
√Engaged middle management
√Business Case for CMD quality
√Well-executed communication plan
√Inclusive council membership
√Goal-driven program
√Regular progress measurement & reporting
√Distributed decision-making
√Data standards and best-practice processes
√Tool support for data cleansing, maintenance and system integration
√Data stewardship and quality activities integrated with the day-to-day processes
√Real benefits for front-line workers
Enablers
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 8
Honeywell CMD Governance ApproachSix Sigma plus Lean
Define the ProblemIdentity Data & SourcesDefine prioritiesDefine Core DataEngage Expertise
Measure Current StateAccessible
AvailableQuality
Consistent Auditable
Secure
Control QualityStandardizeMonitor complianceUtilize common tools, services, processesIdentify & sharebest practices & lessons learned
Improve Data Integrity
Ensure validityEstablish baseline
Re-design processes
Promote reuse / best practices
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 9
Problem Statement
• Honeywell is unable to consistently and clearly identify the complete relationship with our business partners which impacts:- Assessing credit risk management
- Analyzing the full relationship for cross sell & up-sell
- Maximizing value exchange in the relationship
- Understanding the full relationship with a partner and impact on working capital
- Providing consistency in product offerings and services, where appropriate
Exxon, Exxon/Mobil Buy/Sell positionCalendar Year 2006 2007
Honeywell Organization Purchase Sales Sales
$$$ $$$ $$$
CORPORATE $$$
$1,000,000 $$$
AUTOMATION & CONTROL $$$ $3,000,000 $$$
SPECIALTY MATERIALS $5,000,000 $$$ $$$
TRANSPORTATION SYSTEMS $$$
HONEYWELL
AEROSPACE SOLUTIONS
**Dollars are fordemonstration purposes onlyand bear no resemblance to actual data
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 10
CD2 Value Proposition• Enable growth through expansive customer views
- Establish Honeywell view of strategic customer account sales and purchases
- Support informed Customer and Supplier visits and negotiations
- Enables quick response legal and business development inquiries
- Serve as clearing house for D&B requests to reduce duplicate requests and costs
Aerospace
Specialty
Materials
Automation &Control Solutions
Tran
spor
tatio
nS
yste
ms Honeywell
Customer
Creating“One-Honeywell”
Aligned to the Customer
• Enable unified Customer Master Data Governance- Facilitate transaction productivity & success- Complete customer “sold to” information
360° customer relationship managementProvides standardized postal addressingEnables business intelligence reporting
- Strategic Business Groups (SBG) and Corporate entities aligned on data standards for self-governance and ownership
Source: IBM CD2 Study
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 11
Governance Council Principles and Responsibilities
• Strive for a core set of customer master data (CMD) standards
and guidelines, globally common across Honeywell
• Implement and oversee effective and efficient processes for
managing and ensuring the quality of the core set of CMD
• Build Data Quality into the stewardship processes, creating and
managing data at the source
• Set objective metrics and reasonable targets for managing data
quality
• Share lessons learned across SBGsGuiding Principles ground all design and recommendations
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 12
Customer Master Data Management Program Charter
Mission:Provide common master data standardized, agreed-to, consistent format across Honeywell for Customer Master Data (CMD) records independent of source system but with an SAP focus.
Value Proposition:•Data Integrity: Correct customer alignment•Improved productivity through common process•Improved reliability and validity of reporting & analytics
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 13
Customer Master Data Management Program Charter
Scope:•Global Honeywell Organization
•Information domains—core customer master data
•Processes—customer master data creation & update supporting common processes
•Technology—ERP (SAP, Seibel, Oracle), data cleansing tools, MDM solutions (i2, WCC, SAP…)
Boundary Statement: This project will not attempt to “fix” legacy systems despite their continued operation through 2012, but highlight areas impacting the move to SAP for pre-load data remediation.
Implementation: Due to the independent schedules of SBG SAP implementation efforts, timelines will be negotiate with each SBG.
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 14
Customer Master Data Management Program Charter
Mission Enablers:• Enterprise Customer Master Data Governance Council• Clear data ownership and supportive staffing• Common data management and cleansing processes• Data harmonization & consolidation process• Unified ERP platform with appropriate tools
Goals:• Develop business case & priority focus• Establish Enterprise Customer MDM program• Customer MDM education & communication• Solution & services aligned with SAP Enterprise Architecture direction and roadmap
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 15
Enterprise Data – Requirements
Customer Data is a Valued & Respected Resource
Accessible Data access is independent of source or structure
Available Data is available when, where & how needed
Quality Completeness and accuracy are defined
Consistent Consistent data definitions are used across the enterprise
Auditable Managed audit trails cross the enterprise
Secure Data is secure
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 16
Measure and Model
Incorporate 6ơ Lean Principles(The Toyota Operating System)
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 17
StandardWork
VOC/VOP
Quality Cost Alignment Taguchi & Deming
Lean Manufacturing
• Global Supply chainControl/Ownership
• Henry Ford - River Rouge Plant 1915
• Cars for income levels -• Paying by installments• Collect Requirements
• Collect historical defect data• Alfred Sloan - GM Variation 1926
• Resource constraints WWII• Focus on productivity• Noise isolation
• Process Robustness 1950• Toyota Operating System
•USA buy-in to teachings of Deming- Customer Metrics- Process Control Metrics- Functional Metrics
•Predictive ability (SPC)•Scorecards
Lean transformation requires changes to tools methodologies, standards, & procedures
1915
1980+• Waste triggers root cause analysis
- Determines opportunities for improvementProcess redesign for improved flowLoad balanced work groupsEnd to end performance management
The History of Lean Thinking
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 18
Value Stream
Common Repository Driving Common Metadata
IncomingSBG CMD
•Diverse Quality•definitions•Scrap: incomplete data•Files not on time to request (OTTR)
OutgoingReporting
Process D&B file
•CMD Hierarchies•Industry Reports•Customer Visit Preparation•Revenue Reports
•Send errors to SBGs•Load validated CMD into CD2 for reporting
DUNN & Bradstreet
Separation& Cleanse
•Validate, correct, standardize , enrich with hierarchy•Apply confidence codes
• ID new CMD for D&B send• Add established customer and revenue to CD2 for reporting
NVA NVA VA VANVA
Supply Chain Management is Cost Management
Speed through Standard Work• Re-work decreases• Cycle time decreases
Voice of the Customer• Predictable Quality• Continuous Improvement
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 19
Measure the Baseline
• Customer Master Data (CMD) Revenue Alignment- 64% Revenue ready for CASH recovery and Growth alignment- The hidden customer - one customer, many definitions
No cross Honeywell standard CMD definitions, or attributesNo system independent identifier to enable leveraging
strategic customer management
• Empower the Employees - Many source systems, little or no data ownership
Data resolution owned & largely executed by CD2 teamLittle understanding of DUNS#, D&B coverage, or the
need to align revenue for recovery- Information sharing void
No centralized forum for data managementNo Best Practice sharing through a stewardship
network
Rejects / RepairExcessive MotionOver ProcessingTransportation
Waiting
Over productionExcessive Inventory
Defective Information• Process Failure• Wrong or Sub-optimized Decisions
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 20
The 5 Lean Principles – Managing Change1. Specify value in the eyes of the customer - VoC survey for CD2
- Engage cross functional team for Governance
Predictable
Trainable
Measurable
3. Make the processes flow – Material Flow Analysis- Perform 5S
2. Identify all the steps along the process chain- Enable process re-design
4. Make only what is pulled by the customer- Reporting
5. Strive for perfection by continually removing waste- End to end performance management
★ Empower the employees - The business owns the data
Ownership & Responsibility Activates Problem Solving
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 21
Load Balancing: Leverage Business Knowledge
2007SBG Data Stewards own data integrity.
Project Manager trains, tracks, & reviews progress
Driving Business Data Ownership Institutionalizes Stewardship
2006Project Manager / Data Steward
I’m tired
N/A
N/ASBG
N/AN/A
SBG
N/A
N/A
N/A
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 22
Sort, Store, Shine, Standardize, and Sustain 5S Workplace Organization
Share Information
Share Standards
Build Standards into the Workplace
Prevent Abnormalities
(Error-Proof)
Stop Abnormalities(Prevent defects from moving on)
Warn About Abnormalities(Build in alarms)
Visual
Display
Visual
Contro
l
6
5
4
3
2
1SBU CMD Sold-to
Transactions Feed CD2
Governance Council Kickoff
Metrics
Man
agem
ent
Managed State
Lean Maturity Pyramid – Data Quality & CompletenessAssess the maturity level
Lean Begins with Information Sharing
Data Cleansing Effort
Define CORE CMD StandardsStandardize DUNS# Storage
Define Metrics Tracking & Trending
2007
2006/7
2005
2007/8
Mechanize CORE CMD Standards, stage II
Mechanize CORE CMD Standards, stage III
Enterprise MDM alignment, stage I
Enterprise MDM alignment, stage II
Enterprise MDM alignment, stage III
Mechanize CORE CMD Standards, stage I
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 23
SUSTAINSUSTAIN
Monitor / Measure
5 S Process
Utilize documented standards
STANDARDIZE
SHINE
Take corrective actionSTORE
Create a place for everythingSORT
Keep only the necessary to perform the task
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 24
SortEstablish goal and standard definitions
Store Shine Standardize SustainSortSort• Goal: Deliver continued improvement in Customer Master Data quality
• Establish Scope and Criteria- High confidence D&B DUNS# match to Sold-to customer records
aligned with sales dollars
• Define ownership - SBU owned and managed, CD2 team assisting
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 25
STORE
Sort Shine Standardize SustainStoreStore• Determine required quantities
• Label needed items- Maintain transaction traceability
- Define D&B DUNS# as key code
System independent & family linkage
• Create a place for everything
- Develop shadow boards aligning CMD by family
• Define scrap and remove from the process
• Enrich CMD records through the D&B process
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 26
Shine
Sort Store Standardize SustainShineShine
• Corrective Action resolves low confidence match to DUNS#- Identify SBG Data Stewards- Maintain audit trail – source system & customer number- Utilize Standard Work process- Track & drive results in weekly status meetings
• Create standard work- Provide consistent format- Conduct Training on documented process- Enable mechanized correction
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 27
Standardize
Sort Store Shine SustainStandardizeStandardize
• Create CORE Customer Master Data
- Define elements and attributes
- Obtain consensus across organizational lines
• Define unique system independent identifier
- D&B DUNS#
• Populate into SBG systems
- SAP FI Credit Master Credit Info. No. (KKK table)
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 28
Sustain
Sort Store Shine Standardize SustainSustain• Measure Quality & predictability
- Percentage Honeywell yearly revenue aligned with D&B DUNS#
• Measure Re-work- Drive Cost Containment & need for mechanized standards- Cost of employee time + opportunity cost
• Measure Scrap & On Time to Request (OTTR)-Drives Data Completeness -Scrap (unusable record) for first pass yield per file
Example: CMD record with no associated dollars, blank customer name, blank country, or unusable record
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 29
Current and Future Focus
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 30
One Honeywell Focus
Build in Quality:•Populate SAP FI Credit Master with DUNS#•Create SBG specific Roadmaps for Change•Roll out Informatica Data Quality Tool
Process Improvements:•Standardize data stewardship processes•Leverage CMD Governance Council for cross Honeywell best practices sharing, stewardship support, and decision making body•Leverage CD2 as D&B central
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 31
Quality and Completeness
Key Data Requirements:Customer master data from all SBGs and source systems
providing a comprehensive understanding of customer entities and relationships
Defined data qualityProperly identifying business organizations enabling
building corporate families & associationsProviding complete & consistent name, address &
codificationName Source system and organization identifiers, customer numberAddress lines; city, state, and countryTelephone number
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 32
2006 - Corporate Drives Enterprise Data Management
• Forming Governance Council formed
• StormingCorporate leads in data cleanup
• Norming Data Quality tools assessment
• ConformingAgreement to seek CMD alignment
Kickoff - Charter / SIPOCSub-teams
86.7% achieved
Informatica Data Quality Tool
Baseline data gatheringCMD Core field straw-man
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 33
2007 - Business Drives Enterprise Data Management
Goal Alignment across One Honeywell
Automated Control Solutions Common Standards
Aerospace Data Quality Integrity
Specialty Materials Strategic Management
Transportation Systems Business Reporting
Corporate One Honeywell
Honeywell Credit Services Improve Working Capital
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 34
Customer Data Integration • Standard financial code names
But definitions are not standardized
• Data maintenance at the individual line of business levelBut no central repository
• No Customer Relationship Management controlsLimited customer interaction awareness
• Mergers and Acquisitions create additional complexityAcquired competitors continue competing
Customer Knowledge Sharing Done by “Talking”
High Labor C
osts / Low R
eturnC
onstrained Grow
th• CD2 is a central repository for Customer Data Integration
- Consistent code definitions- Report requests OTTR 1 or 2 days
• CD2 enables view into customers across Honeywell- Insight into the customers of other Honeywell businesses- Managed CRM
• CD2 enables view into industry codes aligned to Honeywell customers- Alignment of customer by business through SIC codes (industry type)- Enabled competition
Managed and Enabled Customer Knowledge Sharing
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 35
Positive Feedback but What have you Done for me Lately?
It helps to see in total what Honeywell means to the customer
The tool is really valuable!
CD2 information is critical because each business unit is on a separate system.
CD2 helps identify our potential leverage and
risks, particularly for big contracts
It helps to understand our risk exposureThe visibility that CD2
provides really changes the game!
The people that use it frequently should think about the 5 things it has caused them to do differently and start tracking it
It used to take me 1-2 weeks to pull the information together that I can now get from CD2 in 24 hours!
CD2 saves a massive amount of time and
improves the quality of the data
We’ve had One Honeywell chats
forever, until you use these reports you don’t start thinking outside of
your business unit. CD2 is fostering collaboration across Honeywell.
Source: IBM CD2 Study
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 36
Data Governance Reality Check
• Don’t think that a tool will solve all your problems
• Don’t forget that Data Governance is required & on-
going
• Do remember that life is made up of baby steps
• Do pick your battles – be flexible
• Don’t ignore the significance of data stewardship
• Don’t over do it or do it at the wrong time
• Don’t think it will be easy
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 37
Questions?
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 38
Appendix
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 39
Sort / Shine - Scrap and Re-Work identified in the process
Data Steward Cross Honeywell Effort Enables Revenue Alignment Achieving 87% Match Rate to DUNS#
Hon
eyw
ell
CD
2D
un &
Bra
dstr
eet
Bus
ines
sU
nits
HONSource
Data
D&B FileReceipt
D&BMatchingProcess
SBG/CD2ManualMatch
Records
Match≥ 8 ?
HONLoad of DataInto CD2 Hub
QualityData?
SBG ManualData
CleansingProcess
QualityIssues?
SBG/CD2Issue
ResolutionProcess
Match Code <8; Load as Single Entity
Batch Load; Load into Family
Y
Y
YN
N
NM
onth
lyso
urce
Syst
em fi
les
Re-worked Data: Corrected Records returned to CD2
New
Dat
a;O
ne-o
ffen
trie
s
DUNS# known
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 40
Best Practices – Stewardship Methodology
Activities needed to support the establishment of a Stewardship Framework
Identify Key Data
• Identify critical data
• Identify business sources
• Identify IT sources
• Consolidate and validate
Define the Data
• Data naming conventions
• Attribute definitions
• Business and technical definitions
• Valid values and samples
• Enterprise (and external )modeling and cross-referencing
Define Business
Rules
• Ownership and authority sources
• Transformation and referential rules
• Relationship rules
• Constraints• Derived values
Manage Data Quality
• Define data quality
• Identify key metrics
• Establish quality measures baseline
• Create data quality control plan
• Implement on-going monitoring
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 41
Significance of Dun and Bradstreet (D&B) Information
• Required for US Government contracts- Managed by the Central Contractor Registration (CCR)- D&B information used for Registrant identification
• Supplier Performance Score Cards created using D&B family trees (i.e. General Motors)
- Based upon DUNS#- Delivery and quality performance
• Used as data base key- Boeing/Lockheed Martin supplier system-EXOSTAR- One Source – Honeywell supplier system
• DUNS# maintenance improves our ability to:- Establish a selling relationship with the US Government- Ship and invoice for product and services sold to the US Government- Have Customers accurately report Honeywell performance- Understand who the customer is (family hierarchy)
D&B DUNS# is an Industry Standard Code
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 42
What is a DUNS Number?
Source: http://www.ccr.gov/pdfs/DUNSGuideGovVendors.pdf
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 43
D&B Match Process
Cleansing & Parsing Candidate Retrieval Match Processing
• Identify key components of inquiry data• Name, Address & City Normalization• Address Standardization
• Keys optimized based on data provided in inquiry
• Keys used to improve retrieval quality & speed• Best possible match candidates gathered from
reference database
• Evaluate matches according to a consistent standard
• MatchGrade pattern• Confidence Code
• A letter is assigned for each of the eleven components that create a MatchGrade pattern
• Match Grade provides similarity score between components of customer & D&B reference info:• (A = 80-100) Same: ABC WIDGET MFG vs. ABC Widgeting MFG 94• (B = 35-79) Similar: ABC Widget MFG vs. ABC MFG 73• (F = 0-34) Different: ABC Widget MFG vs. XYZ MFG 34• (Z = -1) Null: One or Both are Null (Blank) -1
• Match pattern system (i.e. name exact match, phone similar, etc.)• Match Grades map to confidence intervals (1-10) & probability percentage (i.e. probability of matched entity described
by input data)• Candidate selection driven by components of the name/address &o measures match quality
BusinessName
StreetName
A A A B A Z B F A Z BStreet # City
State
MailingAddress
Telephone
ZipCode
Density
Uniqueness
SIC
* Last 4 elements are available for US only
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 44
Customer Data on Demand (CD2) Overview
Improve service & growth: •Establish Honeywell view of strategic customer account•Provide information expediently to support business development•Provide information to support informed Customer visits and negotiations
Improve Customer Master Data Governance:•Facilitate transaction productivity and success•Complete 360° view of customer relationship management•SBG’s and Corporate data standards for self-governance and ownership
ERP
DW
CRM
D&B
CustomerMaster &
Summary Info
Staging
User InterfaceAdministration
User Interface360° ViewTransaction
Processing
Customer Data on Demand Hub
Business UnitApplications
& Technologies
Cleanse, match & append:DUNS, Parent GlobalUltimate & SIC Code
User Interface
SAP BWDatamart
Reporting
Business Unit SAP Environment
Data & ServiceVendors
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 45
Source System Data Quality
Common Errors: Blank, special characters - Name – “Do Not Use, Unknown”- Address (lines 1 and 2) - “ Accounts Payable, Directives”- City - “ unknown, numbers, concatenated”- State - “ unknown, numbers, concatenated”- Country - “ unknown, numbers, concatenated”- Postal code - “ all zeros, punctuation”- Phone numbers - “ all zeros, punctuation”
• Lack of naming / codification standards- Trigger and compound errors- Store location numbers, country spelling, territories identified as
states, etc.• Captured on Monthly Scorecard
N. Northrup CDI NYC Nov-07 HONEYWELL INTERNATIONAL 46
CMD Governance Council
• Vision - Improve
Establish business case for CMD qualityShare lessons learned, techniques and tools across organizationEstablish and implement CMD guidelines and standards
- Guide, Monitor, ControlImplement audit and metrics to ensure compliance
• Composition- Business process owners
Order ManagementAccounts Receivable
- StakeholdersInformation Technology
- Users and creators of CMDCustomer ServiceSales and Marketing
HCS