SlideShare a Scribd company logo
1 of 41
Download to read offline
Why is Reference Data
“Mission Critical” Now?
Aaron Zornes
Chief Research Officer
The MDM Institute
Conrad Chuang
Director Product Marketing
Orchestra Networks
We help organizations manage
their most important data
Reference Data
Things
Parties
Relationships
Master & Reference
Data
Support over the entire life cycle
of your master & reference data
MeasureIntegrateManageControlDesignDefine
Business
Glossary
Data and
workflow
modeling
Data
quality and
validation
Workflow
-driven data
& hierarchy
management
Integration
and
distribution
DQ KPIs
and
dashboards
+ Full version control on models and data + Fine-grained role-based security
Orchestra Networks has wide array of
customers
Agenda
n  Why is RDM mission critical today?
n  How does RDM differ from (how is it similar to) MDM?
n  What are the top business drivers for RDM?
n  What are the “top 10” technical evaluation
criteria?
n  Where are most organizations focusing their
RDM efforts?
n  Q&A
© 2014 The MDM Institute The-MDM-Institute.com
What is Reference Data?
Reference data =“coded, semantically stable, relatively static
data sets shared by multiple constituencies”
(people, systems, & other master data domains)
Customers
Product
Industry
Sales
Person
Geo
Cost /
Revenue
Acct
Business
Unit ID
In the logical view, private & public forms of reference data
connect domains & application; consistent values
(& semantics) required for multi-domain views & hierarchies
© 2014 The MDM Institute The-MDM-Institute.com
n  Errors in reference data will
ripple outwards affecting quality
of master data in each domain,
which in turn affects quality in
all dependent transactional
systems
n  RDM needed in both operational
& analytical MDM use cases
where capability often used to
provide attributes, hierarchies
& KPIs
Why Reference Data? Why Now?
Central role of reference data means RDM becoming
“starting point” for many organizations planning MDM & DG
Systemic
Failure
Inconsistent
Reporting
Transaction
Failure
Regulatory
Non-compliance
© 2014 The MDM Institute The-MDM-Institute.com
Social Data
TXN Data
Master Data
Enterprise data relies upon clean &
consistent reference data.
Reference
Data
© 2014 The MDM Institute The-MDM-Institute.com
Many analyst inquiries cite poor reference data a leading
cause of errors in the organization
Reference Data Categories
Multi-Domain
RDM Use Cases
Real-Time / Transactional
RDM Use Cases
Public
(External)
Countries & Subdivisions (FIPS10)
Currencies (ISO 4217)
Time Zones (ISO 8601)
Industry Classification (NAICS, ISIC)
Security Prices
SWIFT BIC Codes (Payments)
ICD-9/10 Codes (Healthcare)
ACORD/ISO Codes (Insurance)
Private
(Internal)
Legal Entities
Chart of Accounts
Organizations
Employees
(i.e., much of HR & Finance Data)
Reference data required for
transaction processing
Semi-
Private?
(Shared)
Customized Public Reference
Standards (e.g. customized D&B)
Shared Private Data (Finance)
© 2014 The MDM Institute The-MDM-Institute.com
RDM programs need to support multiple domains (kinds) of
reference data to avoid RDM silos.
FIRST POLL
© 2014 The MDM Institute The-MDM-Institute.com
Multi-Domain MDM
Multidomain
RDM
Vendor RDM Approach Indicates
Level of Multi-Domain Ability
Customers
Product
RDM
RDM
Two main approaches to RDM = Synchronization-driven (buy
lots of ETL) vs. Multidomain (buy commercial RDM).
Synchronization-driven requires $$$ for data integration &
lacks semantic stability/governance of hub approach.
Suppliers
RDM
Synchronization-Centric
Private RD
RDM
ETL/
DI
Private
Public
Customers
Product
Suppliers
RDM Hub or Multi-Domain
MDM Implementation
© 2014 The MDM Institute The-MDM-Institute.com
Critique of Current Approaches
for Multidomain Reference Data
RDM Solution Drawback Recommendation
Custom-built, manual
solutions
Heavy TCO burden Avoid unless reference data
demands are truly unique
Spreadsheets Difficult to govern, secure,
version, & audit; no modeling,
poor hierarchy management
Distribute data in spreadsheets;
govern data in RDM solution
Repurpose hierarchy
management solution
(MSFT MDS, ORCL DRM)
Poor cross-domain support, no
classification mapping, few
enterprise integration options
Seek out multi-domain RDM
solution with hierarchy
management
Customize existing
domain-specific MDM
(Customer or Product)
Rudimentary data modeling,
lifecycle mgmt capabilities, &
governance features (esp.
authoring & workflow)
Use multi-domain RDM solution
to maintain connections &
govern/update into CDI & PIM
via data services
ERP / Enterprise
Application
Limited governance, versioning,
distribution; also reference data
customized use in app may have
limited appeal in other systems
Master in external platform.
RDM can be used to govern
baseline set, versions and
adaptations
Real-time / industry-
specific RDM
Premium priced R/T RDM
solutions do not represent good
economic sense
Leverage R/T RDM solutions for
R/T use cases (trading, claims
processing, payments)
© 2014 The MDM Institute The-MDM-Institute.com
“Top 10” RDM Technical Evaluation Criteria
1.  Administration of diverse reference data types
2.  Ability to map reference data
3.  Management of reference data sets
4.  Architecture/performance
5.  Hierarchy management over
reference data sets
6.  Connectivity/integration
7.  Import & export
8.  Versioning support
9.  Security & access control
10.  E2E lifecycle management
Coming to market are RDM solutions characterized by
multiple, diverse levels of integration w/ market-dominant
MDM hubs as well as repackagings of existing mid-market
MDM solutions – HOW TO EVALUATE?
© 2014 The MDM Institute The-MDM-Institute.com
“Administration of Diverse
Reference Data Types”
From R. Thompson,/Credit Suisse, “Multidomain Enterprise Reference
Data,” 7th Annual MDM & Data Governance Summit New York 2013
Private Ref Data
Public Ref Data
RDM solution should support a wide mix of data structures from
name:value pairs to hierarchies (see criteria #5)
RDM Top 10
Eval Criteria #1
© 2014 The MDM Institute The-MDM-Institute.com
FINANCE
LOCATIONS
“Ability to Map Reference Data”
– pt. 1 (cross-domain mapping)
Issuing Country
(ISO3166)
Name ISO 4217
Code
USA US Dollar USD
CHN Yuan Renminbi CNY
JPN Japanese Yen JPY
Official
Currency
ISO3166
USD ASM
USD IOT
USD ECU
USD SLV
USD GUM
USD HTI
USD MHL
USD FSM
USD MNP
USD PLW
USD PAN
USD PRI
USD TLS
USD TCA
USD USA
USD VIR
CNY CHN
JPY JPN
ISO 3166
Code
Name
USA United States of America
CHN People’s Republic of China
JPN Japan
ASM American Samoa
IOT British India Ocean Terr.
ECU Ecuador
SLV El Salvador
GUM Guam
HTI Haiti
MHL Marshall Islands
FSM Micronesia
MNP Northern Mariana Islands
PLW Palau
PAN Panama
PRI Puerto Rico
TLS East Timor
TCA Turks and Caicos Islands
VIR Virgin Islands
RDM solutions need to preserve
values & mappings between
reference data sets – both in
domain & across domains
RDM Top 10
Eval Criteria #2
LOCATION&FINANCE
© 2014 The MDM Institute The-MDM-Institute.com
2013 VERSION
2007 VERSION
“Ability to Map Reference Data”
– pt. 2 (temporal referential integrity)
2013
NAICS
Description
311224 Soybean and Other Oilseed
Processing
221114 Solar Electric Power
Generation
221115 Wind Electric Power
Generation
221116 Geothermal Electric Power
Generation
221117 Biomass Electric Power
Generation
221118 Other Electric Power
Generation
2007
NAICS
Description
311222 Soybean Processing
311223 Other Oilseed Processing
221119 Other Electric Power
Generation - solar electric
power generation
RDM solution needs to maintain links between versions, creating a
migration path between versions of reference data … “Crosswalks”
are important for understanding how something changed
MERGE
SPLIT
RDM Top 10
Eval Criteria #2
© 2014 The MDM Institute The-MDM-Institute.com
RACI Tasks User
R
Update sales
hierarchies Rogers
R
Change industry
classifications Romanova
A
Approve hierarchies
and effective dates Stark
A
Approve industry
classifications Banner
A Approve merge into
effective dated
Fury
“Mgmt of Reference Data
Sets” (Governance Workflows)
RDM Top 10
Eval Criteria #3
An RDM solution needs to support governance workflows … includes
defining: responsible & accountable parties (including systems),
permissions & area of responsibility for each party (field, instance,
container level), how parties interact/tasks & auditing/history…
Sequence of
Interactions
Permissions
Responsibilities
© 2014 The MDM Institute The-MDM-Institute.com
“Hierarchy Management Over
Reference Data Sets”
RDM solution should harness relationships between reference data
sets & existing party or thing data to create hierarchies
SIC Codes
Customer & SIC Code Mapping
ICD-10 Codes
Active Ingredients & ICD-10 Mappin
Active Ingredients & Product Mappi
Viewing customers by industry classification
Viewing drugs by Active
Ingredient interactions & ICD-10
Codes
RDM Top 10
Eval Criteria #5
© 2014 The MDM Institute The-MDM-Institute.com
EMEA OPS
DEU Cost Ctr
FRA Cost Ctr
APLA OPS
TUR Cost Ctr
JPN Cost Ctr
MEX Cost Ctr
NA OPS
CAN Cost Ctr
USA Cost Ctr
“Versioning Support”
(a.k.a. time travel)
EMEA OPS
TUR Cost Ctr
DEU Cost Ctr
FRA Cost Ctr
APLA OPS
JPN Cost Ctr
MEX Cost Ctr
NA OPS
CAN Cost Ctr
USA Cost Ctr
Cost Centers
(As-Of 2013 Q2)
EMEA OPS
DEU Cost Ctr
FRA Cost Ctr
AP OPS
TUR Cost Ctr
JPN Cost Ctr
CALA OPS MEX Cost Ctr
NA OPS
CAN Cost Ctr
USA Cost Ctr
RDM solution needs versioning & “as of” / effective dating to support
recall of reference data values, relationships or hierarchies
(versioning has *major* implications for analytics/ BI!)
Cost Centers
(Current)
Cost Centers
(Effective 2013 Q1)
RDM Top 10
Eval Criteria #8
© 2014 The MDM Institute The-MDM-Institute.com
2014 RDM Market
Survey Results (Overview)
Aaron Zornes
Chief Research Officer
The MDM Institute
aaron.zornes@tcdii.com
www.linkedin.com/in/aaronzornes
@azornes
+1 650.743.2278
SECOND POLL
© 2014 The MDM Institute The-MDM-Institute.com
Agenda
n  Survey methodology
n  Attitudes about RDM & current plans
n  Trending key features
n  Vendor rankings
© 2014 The MDM Institute The-MDM-Institute.com
Partial List of Survey Respondents
Amgen CIT Fireman’s Fund Insurance Sabre
ANZ Bank Citi Mortgage Grant Thornton Spectrum Health
Aspen Re Citibank
Hellmann Worldwide
Logistics
Standard Bank South
Africa
Bank Audi Sal Citizens Financial Group IBM (CIO Office)
State Farm Automobile
Insurance
Bank of Montreal COLT Technology Services
Insurance Commission of
British Columbia TD Ameritrade
Barclays Credit Suisse
Louis Dreyfus
Commodities
The Bank of New York
Mellon
Blue Cross Blue Shield
Association Cummins Nippur Volvo AB
BPI France
Dept of Homeland
Security/CBP
NJ Office of Information
Technology WellPoint
British American Tobacco DNB ASA OP-Pohjola Group World Vision
Cargill Electronic Arts Royal Mail Group Yorkshire Building Society
Carolinas Healthcare Fidelity Investments
Royal Melbourne Institute
of Technology Zurich Insurance
© 2014 The MDM Institute The-MDM-Institute.com
RDM is a key business initiative
in some of the world’s largest companies!
>50% of Respondents
Plan to Invest in RDM Within 2 Years
MYTH: There’s no interest in RDM
Attendees to summits have been requesting RDM sessions,
Megavendors (and more) have RDM products … and now most of the
responding organizations are planning on investing in RDM?
© 2014 The MDM Institute The-MDM-Institute.com
<50% of Respondents
= Financial Services Organizations
MYTH: RDM is only for financial services & finance departments
Surveys & analyst inquiry load
show increasing interest across the board
© 2014 The MDM Institute The-MDM-Institute.com
Accountability for Multi-Domain RDM
Centers at the Enterprise Level
MYTH: RDM projects LOB-centric or departmental projects
RDM is gaining enterprise level relevance
& are often directly coupled to business users
© 2014 The MDM Institute The-MDM-Institute.com
Multi-Domain RDM Projects
Have Enterprise-Appropriate Budgets
MYTH: RDM is small scale, small investment
Multi-phase RDM programs are in multi-million USD range … Wide
range in investment levels reflect where respondents are in RDM
journey
© 2014 The MDM Institute The-MDM-Institute.com
Interest in RDM to Support Transactional
& Operational Enterprise Applications
MYTH: RDM is an isolated program
Considerable interest in integrating enterprise applications with RDM
… Analyst inquiry load shows interest in tying analytical enterprise
applications (BI/Big Data) to RDM
© 2014 The MDM Institute The-MDM-Institute.com
Interest in RDM to Support Traditional
CDI, PIM & Other MDM Programs
MYTH: RDM is an isolated program, Part II
Considerable interest in RDM to support traditional MDM initiatives
in Customer & Product (Why maintain country codes everywhere?)
© 2014 The MDM Institute The-MDM-Institute.com
Categories of Data Managed by RDM
Multi-Domain
RDM Use Cases
Real-Time / Transactional
RDM Use Cases
Public
(External)
Private
(Internal)
Semi-Private
(Shared)
88%
59%
80%
12%
2%
RDM programs are not only managing public forms of reference data,
but are focused on public & private in equal measure … also interest
in using RDM to syndicate data services internally
© 2014 The MDM Institute The-MDM-Institute.com
THIRD POLL
© 2014 The MDM Institute The-MDM-Institute.com
Top 5 RDM Business Drivers
Reporting, Reconciliation & Regulatory Compliance = key business
reasons for pursuing RDM (Bad reference data = bad reports)
© 2014 The MDM Institute The-MDM-Institute.com
Top 3 RDM IT Drivers
n  Developing standard metadata management to
support enterprise application integration— e.g.,
common, standard data domain definitions
n  Providing common reporting dimensions to support
analytics across departments/LOBs, application
systems, data marts & data warehouses
n  Providing common RDM support services to support
transactional application integration
Reporting & reconciliation are also top IT drivers for RDM …
Goal for IT teams =providing source of consistent & accurate
reference data to organization & applications
© 2014 The MDM Institute The-MDM-Institute.com
What are the Top Cost Drivers
in RDM Projects?
Plan to benchmark development time (screens, BPM/workflow, models)
as part of PoC … high development time = high TCO!
Also key cost factor = vendor licensing models
© 2014 The MDM Institute The-MDM-Institute.com
Top Evaluation Requirements
for Commercial RDM Solutions (Ranked Order)
Multi-domain requirements (cross-domain, inter-temporal), hierarchy
management, governance & versioning = top requirements
Rank	
   Table Data	
  
1 	
  
Ability to map reference data — e.g., between multiple domains, between time
periods or versions of reference data	
  
2 	
   Management of reference data sets — e.g., implementing governance workflows	
  
3 	
   Hierarchy management over sets of reference data	
  
4 	
  
Administration of reference data types — e.g., handling public, semi-private &
private	
  
4 	
  
Versioning support — e.g., support for four main version types: as-of, effective,
current, proposed/hypothetical	
  
6 	
   Connectivity & integration with other enterprise applications or MDM platforms	
  
7 	
  
Architecture/performance — e.g., enterprise scalable, Cloud-based deployment/
licensing option	
  
7 	
   Import & export	
  
9 	
  
E2E lifecycle management — e.g., onboarding, managing, retiring, redacting
reference data	
  
10 	
  
Security & access control — e.g., fine grained/field level permissioning for create,
read, update, & delete of reference data	
  
© 2014 The MDM Institute The-MDM-Institute.com
Teams Using Commercial RDM Solutions
= Most Satisfied
Tools	
  vs.	
  Sa*sfac*on	
  
Effec*ve	
  
Program	
  
Planning	
  	
  
Ineffec*ve	
  
Program	
  
Not	
  
Planning	
  
Commercial	
  RDM	
  solu0on	
   23%	
   6%	
   10%	
   0%	
  
Exis0ng	
  MDM	
  pla<orm	
   3%	
   0%	
   3%	
   3%	
  
Custom-­‐built	
  solu0ons	
  or	
  
spreadsheets	
  
0%	
   23%	
   13%	
   0%	
  
ERP	
  or	
  other	
  Enterprise	
  
Applica0on	
  
0%	
   10%	
   0%	
   3%	
  
Don't	
  know	
   0%	
   0%	
   0%	
   3%	
  
Teams that are currently using a commercial RDM solution are the
most satisfied, while teams using XLSs are planning on change
© 2014 The MDM Institute The-MDM-Institute.com
Which Vendors are Commonly Short
Listed & Which are Being Implemented?
Multiple vendors are shortlisted for RDM (megavendors, incumbents).
Incumbent does not mean best fit.
© 2014 The MDM Institute The-MDM-Institute.com
MDM Vendors IBM & Orchestra Networks
= Over 2/3 of Implementations Surveyed
RDM focus/components (vs. generic CDI/PIM)
seem to be cause, not correlation of implementations
© 2014 The MDM Institute The-MDM-Institute.com
BOTTOM LINE
n  Impact of poor or non-existent RDM is profound
n  RDM is vital for analytical, transactional & operational
systems— reflected in investment levels within the
organization
n  Initial RDM investments are manageable— getting
started won’t kill your budget like CRM, ERP, CDI or PIM
n  50% of successful MDM implementations happen on
non-mega vendor solutions … RDM is tracking to the
same market dynamics
n  RDM is independent from traditional MDM (CDI, PIM)—
forward looking MDM providers have a distinct RDM
strategy
n  e.g., IBM, Oracle, Orchestra Networks
© 2014 The MDM Institute The-MDM-Institute.com
BUY DON’T BUILD RDM— seek out
multi-domain MDM providers with an RDM solution
Next Steps
n  Web research, blogs, investigate social media SIGs,
RDM field reports on slide share &
MDM Institute website
n  Read market studies, analyst reports, investigate
academic resources, e.g., DAMA-DMBOK
n  Attend industry conferences & network with veteran
RDM practitioners
© 2014 The MDM Institute The-MDM-Institute.com
Contact vendors & explore their solution
Unlike CDI & PIM, RDM can be tested with real business data & users
with very little setup
MDM & Data Governance Summit™
Conference Series
“More MDM programs get their successful start at
MDM & Data Governance Summits than anywhere else”
MDM & Data Governance Summit Europe
London ▪ May 19-21, 2014
MDM & Data Governance Tokyo
Belle Salle Kanda– Tokyo ▪ June 12-13, 2014
MDM & Data Governance Summit San Francisco
Hyatt Fisherman’s Wharf – June 17-18, 2014
MDM & Data Governance Summit Canada
The Carlu – Toronto ▪ July 8-9, 2014
MDM & Data Governance Summit Asia-Pacific
Doltone House, Darling Harbour – Sydney ▪ July 29-31, 2014
MDM & Data Governance Summit New York
Sheraton Times Square ▪ October 5-7, 2014
MDM & Data Governance Summit Shanghai
Shanghai Int’l Convention Ctr ▪ Fall 2014
© 2014 The MDM Institute www.the-MDM-Institute.com

More Related Content

What's hot

Gartner: Master Data Management Functionality
Gartner: Master Data Management FunctionalityGartner: Master Data Management Functionality
Gartner: Master Data Management FunctionalityGartner
 
MDM Strategy & Roadmap
MDM Strategy & RoadmapMDM Strategy & Roadmap
MDM Strategy & Roadmapvictorlbrown
 
Building an Effective Data Warehouse Architecture
Building an Effective Data Warehouse ArchitectureBuilding an Effective Data Warehouse Architecture
Building an Effective Data Warehouse ArchitectureJames Serra
 
Developing & Deploying Effective Data Governance Framework
Developing & Deploying Effective Data Governance FrameworkDeveloping & Deploying Effective Data Governance Framework
Developing & Deploying Effective Data Governance FrameworkKannan Subbiah
 
MDM & BI Strategy For Large Enterprises
MDM & BI Strategy For Large EnterprisesMDM & BI Strategy For Large Enterprises
MDM & BI Strategy For Large EnterprisesMark Schoeppel
 
Introduction to Amazon QuickSight - Pop-up Loft TLV 2017
Introduction to Amazon QuickSight - Pop-up Loft TLV 2017Introduction to Amazon QuickSight - Pop-up Loft TLV 2017
Introduction to Amazon QuickSight - Pop-up Loft TLV 2017Amazon Web Services
 
The Business Value of Metadata for Data Governance
The Business Value of Metadata for Data GovernanceThe Business Value of Metadata for Data Governance
The Business Value of Metadata for Data GovernanceRoland Bullivant
 
Understanding ITIL CMDB
Understanding ITIL CMDBUnderstanding ITIL CMDB
Understanding ITIL CMDBManageEngine
 
Reference master data management
Reference master data managementReference master data management
Reference master data managementDr. Hamdan Al-Sabri
 
Webinar: How Banks Manage Reference Data with MongoDB
 Webinar: How Banks Manage Reference Data with MongoDB Webinar: How Banks Manage Reference Data with MongoDB
Webinar: How Banks Manage Reference Data with MongoDBMongoDB
 
Real-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance ExpectationsReal-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance ExpectationsDATAVERSITY
 
Create a 'Customer 360' with Master Data Management for Financial Services
Create a 'Customer 360' with Master Data Management for Financial ServicesCreate a 'Customer 360' with Master Data Management for Financial Services
Create a 'Customer 360' with Master Data Management for Financial ServicesPerficient, Inc.
 
The Importance of Master Data Management
The Importance of Master Data ManagementThe Importance of Master Data Management
The Importance of Master Data ManagementDATAVERSITY
 
Enterprise Data Management
Enterprise Data ManagementEnterprise Data Management
Enterprise Data ManagementBhavendra Chavan
 
Data Warehousing Trends, Best Practices, and Future Outlook
Data Warehousing Trends, Best Practices, and Future OutlookData Warehousing Trends, Best Practices, and Future Outlook
Data Warehousing Trends, Best Practices, and Future OutlookJames Serra
 
Master Your Data. Master Your Business
Master Your Data. Master Your BusinessMaster Your Data. Master Your Business
Master Your Data. Master Your BusinessDLT Solutions
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureDATAVERSITY
 
How to identify the correct Master Data subject areas & tooling for your MDM...
How to identify the correct Master Data subject areas & tooling for your MDM...How to identify the correct Master Data subject areas & tooling for your MDM...
How to identify the correct Master Data subject areas & tooling for your MDM...Christopher Bradley
 

What's hot (20)

Gartner: Master Data Management Functionality
Gartner: Master Data Management FunctionalityGartner: Master Data Management Functionality
Gartner: Master Data Management Functionality
 
MDM Strategy & Roadmap
MDM Strategy & RoadmapMDM Strategy & Roadmap
MDM Strategy & Roadmap
 
Building an Effective Data Warehouse Architecture
Building an Effective Data Warehouse ArchitectureBuilding an Effective Data Warehouse Architecture
Building an Effective Data Warehouse Architecture
 
Developing & Deploying Effective Data Governance Framework
Developing & Deploying Effective Data Governance FrameworkDeveloping & Deploying Effective Data Governance Framework
Developing & Deploying Effective Data Governance Framework
 
MDM & BI Strategy For Large Enterprises
MDM & BI Strategy For Large EnterprisesMDM & BI Strategy For Large Enterprises
MDM & BI Strategy For Large Enterprises
 
Mdm: why, when, how
Mdm: why, when, howMdm: why, when, how
Mdm: why, when, how
 
Introduction to Amazon QuickSight - Pop-up Loft TLV 2017
Introduction to Amazon QuickSight - Pop-up Loft TLV 2017Introduction to Amazon QuickSight - Pop-up Loft TLV 2017
Introduction to Amazon QuickSight - Pop-up Loft TLV 2017
 
The Business Value of Metadata for Data Governance
The Business Value of Metadata for Data GovernanceThe Business Value of Metadata for Data Governance
The Business Value of Metadata for Data Governance
 
Understanding ITIL CMDB
Understanding ITIL CMDBUnderstanding ITIL CMDB
Understanding ITIL CMDB
 
Reference master data management
Reference master data managementReference master data management
Reference master data management
 
Webinar: How Banks Manage Reference Data with MongoDB
 Webinar: How Banks Manage Reference Data with MongoDB Webinar: How Banks Manage Reference Data with MongoDB
Webinar: How Banks Manage Reference Data with MongoDB
 
Real-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance ExpectationsReal-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance Expectations
 
Create a 'Customer 360' with Master Data Management for Financial Services
Create a 'Customer 360' with Master Data Management for Financial ServicesCreate a 'Customer 360' with Master Data Management for Financial Services
Create a 'Customer 360' with Master Data Management for Financial Services
 
The Importance of Master Data Management
The Importance of Master Data ManagementThe Importance of Master Data Management
The Importance of Master Data Management
 
Enterprise Data Management
Enterprise Data ManagementEnterprise Data Management
Enterprise Data Management
 
DAMA International DMBOK V2 - Comparison with V1
DAMA International DMBOK V2 - Comparison with V1DAMA International DMBOK V2 - Comparison with V1
DAMA International DMBOK V2 - Comparison with V1
 
Data Warehousing Trends, Best Practices, and Future Outlook
Data Warehousing Trends, Best Practices, and Future OutlookData Warehousing Trends, Best Practices, and Future Outlook
Data Warehousing Trends, Best Practices, and Future Outlook
 
Master Your Data. Master Your Business
Master Your Data. Master Your BusinessMaster Your Data. Master Your Business
Master Your Data. Master Your Business
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data Architecture
 
How to identify the correct Master Data subject areas & tooling for your MDM...
How to identify the correct Master Data subject areas & tooling for your MDM...How to identify the correct Master Data subject areas & tooling for your MDM...
How to identify the correct Master Data subject areas & tooling for your MDM...
 

Viewers also liked

Reference Data Integration: A Strategy for the Future
Reference Data Integration: A Strategy for the FutureReference Data Integration: A Strategy for the Future
Reference Data Integration: A Strategy for the FutureBarry Smith
 
Data Reference Interview
Data Reference InterviewData Reference Interview
Data Reference InterviewLynda Kellam
 
1 rdm keynote-robin_bater
1 rdm keynote-robin_bater1 rdm keynote-robin_bater
1 rdm keynote-robin_baterIBM
 
Semantic interoperability courses training module 3 - reference data v0.10
Semantic interoperability courses    training module 3 - reference data v0.10Semantic interoperability courses    training module 3 - reference data v0.10
Semantic interoperability courses training module 3 - reference data v0.10Semic.eu
 
MDM & RDM: Enabling a One Company Supply Chain in a Decentralized Environment
MDM & RDM: Enabling a One Company Supply Chain in a Decentralized EnvironmentMDM & RDM: Enabling a One Company Supply Chain in a Decentralized Environment
MDM & RDM: Enabling a One Company Supply Chain in a Decentralized EnvironmentOrchestra Networks
 
ASUG 10_27_2016 Entegris PLM-MDM Business Process Optimization 3
ASUG 10_27_2016 Entegris PLM-MDM Business Process Optimization 3ASUG 10_27_2016 Entegris PLM-MDM Business Process Optimization 3
ASUG 10_27_2016 Entegris PLM-MDM Business Process Optimization 3keefe008
 
The linked open government data and metadata lifecycle
The linked open government data and metadata lifecycleThe linked open government data and metadata lifecycle
The linked open government data and metadata lifecycleOpen Data Support
 
United Technologies, Hands On Reference Data Management For Corporate Finance...
United Technologies, Hands On Reference Data Management For Corporate Finance...United Technologies, Hands On Reference Data Management For Corporate Finance...
United Technologies, Hands On Reference Data Management For Corporate Finance...Orchestra Networks
 

Viewers also liked (9)

Reference Data Integration: A Strategy for the Future
Reference Data Integration: A Strategy for the FutureReference Data Integration: A Strategy for the Future
Reference Data Integration: A Strategy for the Future
 
Data Reference Interview
Data Reference InterviewData Reference Interview
Data Reference Interview
 
1 rdm keynote-robin_bater
1 rdm keynote-robin_bater1 rdm keynote-robin_bater
1 rdm keynote-robin_bater
 
Semantic interoperability courses training module 3 - reference data v0.10
Semantic interoperability courses    training module 3 - reference data v0.10Semantic interoperability courses    training module 3 - reference data v0.10
Semantic interoperability courses training module 3 - reference data v0.10
 
MDM & RDM: Enabling a One Company Supply Chain in a Decentralized Environment
MDM & RDM: Enabling a One Company Supply Chain in a Decentralized EnvironmentMDM & RDM: Enabling a One Company Supply Chain in a Decentralized Environment
MDM & RDM: Enabling a One Company Supply Chain in a Decentralized Environment
 
ASUG 10_27_2016 Entegris PLM-MDM Business Process Optimization 3
ASUG 10_27_2016 Entegris PLM-MDM Business Process Optimization 3ASUG 10_27_2016 Entegris PLM-MDM Business Process Optimization 3
ASUG 10_27_2016 Entegris PLM-MDM Business Process Optimization 3
 
The linked open government data and metadata lifecycle
The linked open government data and metadata lifecycleThe linked open government data and metadata lifecycle
The linked open government data and metadata lifecycle
 
United Technologies, Hands On Reference Data Management For Corporate Finance...
United Technologies, Hands On Reference Data Management For Corporate Finance...United Technologies, Hands On Reference Data Management For Corporate Finance...
United Technologies, Hands On Reference Data Management For Corporate Finance...
 
Big data analysis concepts and references
Big data analysis concepts and referencesBig data analysis concepts and references
Big data analysis concepts and references
 

Similar to Why Reference Data Management is Now Mission Critical

Analyst field reports on top 10 RDM solutions - Aaron Zornes (NYC 2021)
Analyst field reports on top 10 RDM solutions  - Aaron Zornes (NYC 2021) Analyst field reports on top 10 RDM solutions  - Aaron Zornes (NYC 2021)
Analyst field reports on top 10 RDM solutions - Aaron Zornes (NYC 2021) Aaron Zornes
 
09 mdm tool comaprison
09 mdm tool comaprison09 mdm tool comaprison
09 mdm tool comaprisonSneha Kulkarni
 
MDM SUMMIT Asia-Pacific 2009 Conference Keynote Aaron Zornes (Sydney April ...
MDM SUMMIT Asia-Pacific 2009 Conference Keynote   Aaron Zornes (Sydney April ...MDM SUMMIT Asia-Pacific 2009 Conference Keynote   Aaron Zornes (Sydney April ...
MDM SUMMIT Asia-Pacific 2009 Conference Keynote Aaron Zornes (Sydney April ...Aaron Zornes
 
RGA Master Data Management at TDWI St. Louis
RGA Master Data Management at TDWI St. LouisRGA Master Data Management at TDWI St. Louis
RGA Master Data Management at TDWI St. LouisTDWI St. Louis
 
Peopleware. Introduction to Enterprise DataMashups
Peopleware. Introduction to Enterprise DataMashupsPeopleware. Introduction to Enterprise DataMashups
Peopleware. Introduction to Enterprise DataMashupsJusto Hidalgo
 
Common Service and Common Data Model by Henry McCallum
Common Service and Common Data Model by Henry McCallumCommon Service and Common Data Model by Henry McCallum
Common Service and Common Data Model by Henry McCallumKTL Solutions
 
20160406 orchestra-networks-presentation-cb
20160406 orchestra-networks-presentation-cb20160406 orchestra-networks-presentation-cb
20160406 orchestra-networks-presentation-cbCarlos Guerreiro
 
Notes On Single View Of The Customer
Notes On Single View Of The CustomerNotes On Single View Of The Customer
Notes On Single View Of The CustomerAlan McSweeney
 
Klarna Tech Talk - Mind the Data!
Klarna Tech Talk - Mind the Data!Klarna Tech Talk - Mind the Data!
Klarna Tech Talk - Mind the Data!Jeffrey T. Pollock
 
MDG & RDM field reports Aaron Zornes - 2012 Singapore- print v1
MDG & RDM field reports   Aaron Zornes - 2012 Singapore- print v1MDG & RDM field reports   Aaron Zornes - 2012 Singapore- print v1
MDG & RDM field reports Aaron Zornes - 2012 Singapore- print v1Aaron Zornes
 
Commvault - Il Dato è tratto - 09.11.2017
Commvault - Il Dato è tratto - 09.11.2017Commvault - Il Dato è tratto - 09.11.2017
Commvault - Il Dato è tratto - 09.11.2017Eurosystem S.p.A.
 
Pi replacement architecture options
Pi replacement architecture optionsPi replacement architecture options
Pi replacement architecture optionsMike Grear
 
Bhawani prasad mdm-cdh-methodology
Bhawani prasad mdm-cdh-methodologyBhawani prasad mdm-cdh-methodology
Bhawani prasad mdm-cdh-methodologyBhawani N Prasad
 
A "First Time Right" Start with Data Virtualization by Bart De Groeve, Practi...
A "First Time Right" Start with Data Virtualization by Bart De Groeve, Practi...A "First Time Right" Start with Data Virtualization by Bart De Groeve, Practi...
A "First Time Right" Start with Data Virtualization by Bart De Groeve, Practi...Patrick Van Renterghem
 
Customer-Centric Data Management for Better Customer Experiences
 Customer-Centric Data Management for Better Customer Experiences Customer-Centric Data Management for Better Customer Experiences
Customer-Centric Data Management for Better Customer ExperiencesInformatica
 
Customer-Centric Data Management for Better Customer Experiences
Customer-Centric Data Management for Better Customer ExperiencesCustomer-Centric Data Management for Better Customer Experiences
Customer-Centric Data Management for Better Customer ExperiencesInformatica
 
Analyst field reports on top 20 MDM and Data Governance implementation partne...
Analyst field reports on top 20 MDM and Data Governance implementation partne...Analyst field reports on top 20 MDM and Data Governance implementation partne...
Analyst field reports on top 20 MDM and Data Governance implementation partne...Aaron Zornes
 
Analyst field reports on top 10 data governance solutions aaron zornes (nyc...
Analyst field reports on top 10 data governance solutions   aaron zornes (nyc...Analyst field reports on top 10 data governance solutions   aaron zornes (nyc...
Analyst field reports on top 10 data governance solutions aaron zornes (nyc...Aaron Zornes
 

Similar to Why Reference Data Management is Now Mission Critical (20)

Analyst field reports on top 10 RDM solutions - Aaron Zornes (NYC 2021)
Analyst field reports on top 10 RDM solutions  - Aaron Zornes (NYC 2021) Analyst field reports on top 10 RDM solutions  - Aaron Zornes (NYC 2021)
Analyst field reports on top 10 RDM solutions - Aaron Zornes (NYC 2021)
 
09 mdm tool comaprison
09 mdm tool comaprison09 mdm tool comaprison
09 mdm tool comaprison
 
MDM SUMMIT Asia-Pacific 2009 Conference Keynote Aaron Zornes (Sydney April ...
MDM SUMMIT Asia-Pacific 2009 Conference Keynote   Aaron Zornes (Sydney April ...MDM SUMMIT Asia-Pacific 2009 Conference Keynote   Aaron Zornes (Sydney April ...
MDM SUMMIT Asia-Pacific 2009 Conference Keynote Aaron Zornes (Sydney April ...
 
RGA Master Data Management at TDWI St. Louis
RGA Master Data Management at TDWI St. LouisRGA Master Data Management at TDWI St. Louis
RGA Master Data Management at TDWI St. Louis
 
Peopleware. Introduction to Enterprise DataMashups
Peopleware. Introduction to Enterprise DataMashupsPeopleware. Introduction to Enterprise DataMashups
Peopleware. Introduction to Enterprise DataMashups
 
Common Service and Common Data Model by Henry McCallum
Common Service and Common Data Model by Henry McCallumCommon Service and Common Data Model by Henry McCallum
Common Service and Common Data Model by Henry McCallum
 
20160406 orchestra-networks-presentation-cb
20160406 orchestra-networks-presentation-cb20160406 orchestra-networks-presentation-cb
20160406 orchestra-networks-presentation-cb
 
Notes On Single View Of The Customer
Notes On Single View Of The CustomerNotes On Single View Of The Customer
Notes On Single View Of The Customer
 
Klarna Tech Talk - Mind the Data!
Klarna Tech Talk - Mind the Data!Klarna Tech Talk - Mind the Data!
Klarna Tech Talk - Mind the Data!
 
What is a Demand Signal Repository?
What is a Demand Signal Repository?What is a Demand Signal Repository?
What is a Demand Signal Repository?
 
MDG & RDM field reports Aaron Zornes - 2012 Singapore- print v1
MDG & RDM field reports   Aaron Zornes - 2012 Singapore- print v1MDG & RDM field reports   Aaron Zornes - 2012 Singapore- print v1
MDG & RDM field reports Aaron Zornes - 2012 Singapore- print v1
 
Commvault - Il Dato è tratto - 09.11.2017
Commvault - Il Dato è tratto - 09.11.2017Commvault - Il Dato è tratto - 09.11.2017
Commvault - Il Dato è tratto - 09.11.2017
 
Pi replacement architecture options
Pi replacement architecture optionsPi replacement architecture options
Pi replacement architecture options
 
Bhawani prasad mdm-cdh-methodology
Bhawani prasad mdm-cdh-methodologyBhawani prasad mdm-cdh-methodology
Bhawani prasad mdm-cdh-methodology
 
A "First Time Right" Start with Data Virtualization by Bart De Groeve, Practi...
A "First Time Right" Start with Data Virtualization by Bart De Groeve, Practi...A "First Time Right" Start with Data Virtualization by Bart De Groeve, Practi...
A "First Time Right" Start with Data Virtualization by Bart De Groeve, Practi...
 
Data mining knowing the unknown
Data mining knowing the unknownData mining knowing the unknown
Data mining knowing the unknown
 
Customer-Centric Data Management for Better Customer Experiences
 Customer-Centric Data Management for Better Customer Experiences Customer-Centric Data Management for Better Customer Experiences
Customer-Centric Data Management for Better Customer Experiences
 
Customer-Centric Data Management for Better Customer Experiences
Customer-Centric Data Management for Better Customer ExperiencesCustomer-Centric Data Management for Better Customer Experiences
Customer-Centric Data Management for Better Customer Experiences
 
Analyst field reports on top 20 MDM and Data Governance implementation partne...
Analyst field reports on top 20 MDM and Data Governance implementation partne...Analyst field reports on top 20 MDM and Data Governance implementation partne...
Analyst field reports on top 20 MDM and Data Governance implementation partne...
 
Analyst field reports on top 10 data governance solutions aaron zornes (nyc...
Analyst field reports on top 10 data governance solutions   aaron zornes (nyc...Analyst field reports on top 10 data governance solutions   aaron zornes (nyc...
Analyst field reports on top 10 data governance solutions aaron zornes (nyc...
 

More from Orchestra Networks

Sabre: Mastering a strong foundation for operational excellence and enhanced ...
Sabre: Mastering a strong foundation for operational excellence and enhanced ...Sabre: Mastering a strong foundation for operational excellence and enhanced ...
Sabre: Mastering a strong foundation for operational excellence and enhanced ...Orchestra Networks
 
Plateforme du Bâtiment: Product Master Data Management
Plateforme du Bâtiment: Product Master Data ManagementPlateforme du Bâtiment: Product Master Data Management
Plateforme du Bâtiment: Product Master Data ManagementOrchestra Networks
 
Netspend: Maintaining "High Operations Tempo" via Multidomain MDM
Netspend: Maintaining "High Operations Tempo" via Multidomain MDMNetspend: Maintaining "High Operations Tempo" via Multidomain MDM
Netspend: Maintaining "High Operations Tempo" via Multidomain MDMOrchestra Networks
 
Axpo Trading: Master Data Management in the Energy Sector
Axpo Trading: Master Data Management in the Energy SectorAxpo Trading: Master Data Management in the Energy Sector
Axpo Trading: Master Data Management in the Energy SectorOrchestra Networks
 
SBM Offshore: How MDM is changing our way of working
SBM Offshore: How MDM is changing our way of workingSBM Offshore: How MDM is changing our way of working
SBM Offshore: How MDM is changing our way of workingOrchestra Networks
 
Vaasan: Product master data consolidation
Vaasan: Product master data consolidationVaasan: Product master data consolidation
Vaasan: Product master data consolidationOrchestra Networks
 
Beyond Oracle EPM metadata synchronization
Beyond Oracle EPM metadata synchronizationBeyond Oracle EPM metadata synchronization
Beyond Oracle EPM metadata synchronizationOrchestra Networks
 
Médecins Sans Frontières/Doctors Without Borders: The Codification Project
Médecins Sans Frontières/Doctors Without Borders: The Codification ProjectMédecins Sans Frontières/Doctors Without Borders: The Codification Project
Médecins Sans Frontières/Doctors Without Borders: The Codification ProjectOrchestra Networks
 
Sabre: Master Reference Data in the Large Enterprise
Sabre: Master Reference Data in the Large EnterpriseSabre: Master Reference Data in the Large Enterprise
Sabre: Master Reference Data in the Large EnterpriseOrchestra Networks
 
Mastering Oracle® Hyperion EPM Metadata in a distributed organization
Mastering Oracle® Hyperion EPM Metadata in a distributed organizationMastering Oracle® Hyperion EPM Metadata in a distributed organization
Mastering Oracle® Hyperion EPM Metadata in a distributed organizationOrchestra Networks
 
Acolyance: Applying MDM to Drive ERP Success & ROI
Acolyance: Applying MDM to Drive ERP Success & ROIAcolyance: Applying MDM to Drive ERP Success & ROI
Acolyance: Applying MDM to Drive ERP Success & ROIOrchestra Networks
 
Accurate BI &MDM Lead to successful Project Execution!
Accurate BI &MDM Lead to successful Project Execution!Accurate BI &MDM Lead to successful Project Execution!
Accurate BI &MDM Lead to successful Project Execution!Orchestra Networks
 
Taming the Raving Rabbids: The Ubisoft MDM Journey
Taming the Raving Rabbids: The Ubisoft MDM JourneyTaming the Raving Rabbids: The Ubisoft MDM Journey
Taming the Raving Rabbids: The Ubisoft MDM JourneyOrchestra Networks
 
Technip Multidomain MDM Journey
Technip Multidomain MDM JourneyTechnip Multidomain MDM Journey
Technip Multidomain MDM JourneyOrchestra Networks
 
Driving Multidomain MDM simultaneously to ERP harmonization
Driving Multidomain MDM simultaneously to ERP harmonizationDriving Multidomain MDM simultaneously to ERP harmonization
Driving Multidomain MDM simultaneously to ERP harmonizationOrchestra Networks
 
UKOUG 2012 Metadata Management for Oracle Hyperion EPM
UKOUG 2012 Metadata Management for Oracle Hyperion EPMUKOUG 2012 Metadata Management for Oracle Hyperion EPM
UKOUG 2012 Metadata Management for Oracle Hyperion EPMOrchestra Networks
 

More from Orchestra Networks (20)

Sabre: Mastering a strong foundation for operational excellence and enhanced ...
Sabre: Mastering a strong foundation for operational excellence and enhanced ...Sabre: Mastering a strong foundation for operational excellence and enhanced ...
Sabre: Mastering a strong foundation for operational excellence and enhanced ...
 
Plateforme du Bâtiment: Product Master Data Management
Plateforme du Bâtiment: Product Master Data ManagementPlateforme du Bâtiment: Product Master Data Management
Plateforme du Bâtiment: Product Master Data Management
 
Netspend: Maintaining "High Operations Tempo" via Multidomain MDM
Netspend: Maintaining "High Operations Tempo" via Multidomain MDMNetspend: Maintaining "High Operations Tempo" via Multidomain MDM
Netspend: Maintaining "High Operations Tempo" via Multidomain MDM
 
Amadeus: Multidomain MDM
Amadeus: Multidomain MDMAmadeus: Multidomain MDM
Amadeus: Multidomain MDM
 
Axpo Trading: Master Data Management in the Energy Sector
Axpo Trading: Master Data Management in the Energy SectorAxpo Trading: Master Data Management in the Energy Sector
Axpo Trading: Master Data Management in the Energy Sector
 
SBM Offshore: How MDM is changing our way of working
SBM Offshore: How MDM is changing our way of workingSBM Offshore: How MDM is changing our way of working
SBM Offshore: How MDM is changing our way of working
 
Vaasan: Product master data consolidation
Vaasan: Product master data consolidationVaasan: Product master data consolidation
Vaasan: Product master data consolidation
 
Beyond Oracle EPM metadata synchronization
Beyond Oracle EPM metadata synchronizationBeyond Oracle EPM metadata synchronization
Beyond Oracle EPM metadata synchronization
 
Médecins Sans Frontières/Doctors Without Borders: The Codification Project
Médecins Sans Frontières/Doctors Without Borders: The Codification ProjectMédecins Sans Frontières/Doctors Without Borders: The Codification Project
Médecins Sans Frontières/Doctors Without Borders: The Codification Project
 
Sabre: Master Reference Data in the Large Enterprise
Sabre: Master Reference Data in the Large EnterpriseSabre: Master Reference Data in the Large Enterprise
Sabre: Master Reference Data in the Large Enterprise
 
Mastering Oracle® Hyperion EPM Metadata in a distributed organization
Mastering Oracle® Hyperion EPM Metadata in a distributed organizationMastering Oracle® Hyperion EPM Metadata in a distributed organization
Mastering Oracle® Hyperion EPM Metadata in a distributed organization
 
Acolyance: Applying MDM to Drive ERP Success & ROI
Acolyance: Applying MDM to Drive ERP Success & ROIAcolyance: Applying MDM to Drive ERP Success & ROI
Acolyance: Applying MDM to Drive ERP Success & ROI
 
Accurate BI &MDM Lead to successful Project Execution!
Accurate BI &MDM Lead to successful Project Execution!Accurate BI &MDM Lead to successful Project Execution!
Accurate BI &MDM Lead to successful Project Execution!
 
Taming the Raving Rabbids: The Ubisoft MDM Journey
Taming the Raving Rabbids: The Ubisoft MDM JourneyTaming the Raving Rabbids: The Ubisoft MDM Journey
Taming the Raving Rabbids: The Ubisoft MDM Journey
 
Multidomain MDM at Amadeus
Multidomain MDM at AmadeusMultidomain MDM at Amadeus
Multidomain MDM at Amadeus
 
Technip Multidomain MDM Journey
Technip Multidomain MDM JourneyTechnip Multidomain MDM Journey
Technip Multidomain MDM Journey
 
Driving Multidomain MDM simultaneously to ERP harmonization
Driving Multidomain MDM simultaneously to ERP harmonizationDriving Multidomain MDM simultaneously to ERP harmonization
Driving Multidomain MDM simultaneously to ERP harmonization
 
UKOUG 2012 Metadata Management for Oracle Hyperion EPM
UKOUG 2012 Metadata Management for Oracle Hyperion EPMUKOUG 2012 Metadata Management for Oracle Hyperion EPM
UKOUG 2012 Metadata Management for Oracle Hyperion EPM
 
MDM for Oracle Hyperion EPM
MDM for Oracle Hyperion EPMMDM for Oracle Hyperion EPM
MDM for Oracle Hyperion EPM
 
National Bank MDM Initiative
National Bank MDM InitiativeNational Bank MDM Initiative
National Bank MDM Initiative
 

Recently uploaded

SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxNavinnSomaal
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024Lonnie McRorey
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Scott Keck-Warren
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.Curtis Poe
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfRankYa
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Manik S Magar
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek SchlawackFwdays
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostZilliz
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfPrecisely
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DayH2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DaySri Ambati
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024Stephanie Beckett
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 

Recently uploaded (20)

SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptx
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdf
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DayH2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 

Why Reference Data Management is Now Mission Critical

  • 1. Why is Reference Data “Mission Critical” Now? Aaron Zornes Chief Research Officer The MDM Institute Conrad Chuang Director Product Marketing Orchestra Networks
  • 2. We help organizations manage their most important data Reference Data Things Parties Relationships Master & Reference Data
  • 3. Support over the entire life cycle of your master & reference data MeasureIntegrateManageControlDesignDefine Business Glossary Data and workflow modeling Data quality and validation Workflow -driven data & hierarchy management Integration and distribution DQ KPIs and dashboards + Full version control on models and data + Fine-grained role-based security
  • 4. Orchestra Networks has wide array of customers
  • 5. Agenda n  Why is RDM mission critical today? n  How does RDM differ from (how is it similar to) MDM? n  What are the top business drivers for RDM? n  What are the “top 10” technical evaluation criteria? n  Where are most organizations focusing their RDM efforts? n  Q&A © 2014 The MDM Institute The-MDM-Institute.com
  • 6. What is Reference Data? Reference data =“coded, semantically stable, relatively static data sets shared by multiple constituencies” (people, systems, & other master data domains) Customers Product Industry Sales Person Geo Cost / Revenue Acct Business Unit ID In the logical view, private & public forms of reference data connect domains & application; consistent values (& semantics) required for multi-domain views & hierarchies © 2014 The MDM Institute The-MDM-Institute.com
  • 7. n  Errors in reference data will ripple outwards affecting quality of master data in each domain, which in turn affects quality in all dependent transactional systems n  RDM needed in both operational & analytical MDM use cases where capability often used to provide attributes, hierarchies & KPIs Why Reference Data? Why Now? Central role of reference data means RDM becoming “starting point” for many organizations planning MDM & DG Systemic Failure Inconsistent Reporting Transaction Failure Regulatory Non-compliance © 2014 The MDM Institute The-MDM-Institute.com
  • 8. Social Data TXN Data Master Data Enterprise data relies upon clean & consistent reference data. Reference Data © 2014 The MDM Institute The-MDM-Institute.com Many analyst inquiries cite poor reference data a leading cause of errors in the organization
  • 9. Reference Data Categories Multi-Domain RDM Use Cases Real-Time / Transactional RDM Use Cases Public (External) Countries & Subdivisions (FIPS10) Currencies (ISO 4217) Time Zones (ISO 8601) Industry Classification (NAICS, ISIC) Security Prices SWIFT BIC Codes (Payments) ICD-9/10 Codes (Healthcare) ACORD/ISO Codes (Insurance) Private (Internal) Legal Entities Chart of Accounts Organizations Employees (i.e., much of HR & Finance Data) Reference data required for transaction processing Semi- Private? (Shared) Customized Public Reference Standards (e.g. customized D&B) Shared Private Data (Finance) © 2014 The MDM Institute The-MDM-Institute.com RDM programs need to support multiple domains (kinds) of reference data to avoid RDM silos.
  • 10. FIRST POLL © 2014 The MDM Institute The-MDM-Institute.com
  • 11. Multi-Domain MDM Multidomain RDM Vendor RDM Approach Indicates Level of Multi-Domain Ability Customers Product RDM RDM Two main approaches to RDM = Synchronization-driven (buy lots of ETL) vs. Multidomain (buy commercial RDM). Synchronization-driven requires $$$ for data integration & lacks semantic stability/governance of hub approach. Suppliers RDM Synchronization-Centric Private RD RDM ETL/ DI Private Public Customers Product Suppliers RDM Hub or Multi-Domain MDM Implementation © 2014 The MDM Institute The-MDM-Institute.com
  • 12. Critique of Current Approaches for Multidomain Reference Data RDM Solution Drawback Recommendation Custom-built, manual solutions Heavy TCO burden Avoid unless reference data demands are truly unique Spreadsheets Difficult to govern, secure, version, & audit; no modeling, poor hierarchy management Distribute data in spreadsheets; govern data in RDM solution Repurpose hierarchy management solution (MSFT MDS, ORCL DRM) Poor cross-domain support, no classification mapping, few enterprise integration options Seek out multi-domain RDM solution with hierarchy management Customize existing domain-specific MDM (Customer or Product) Rudimentary data modeling, lifecycle mgmt capabilities, & governance features (esp. authoring & workflow) Use multi-domain RDM solution to maintain connections & govern/update into CDI & PIM via data services ERP / Enterprise Application Limited governance, versioning, distribution; also reference data customized use in app may have limited appeal in other systems Master in external platform. RDM can be used to govern baseline set, versions and adaptations Real-time / industry- specific RDM Premium priced R/T RDM solutions do not represent good economic sense Leverage R/T RDM solutions for R/T use cases (trading, claims processing, payments) © 2014 The MDM Institute The-MDM-Institute.com
  • 13. “Top 10” RDM Technical Evaluation Criteria 1.  Administration of diverse reference data types 2.  Ability to map reference data 3.  Management of reference data sets 4.  Architecture/performance 5.  Hierarchy management over reference data sets 6.  Connectivity/integration 7.  Import & export 8.  Versioning support 9.  Security & access control 10.  E2E lifecycle management Coming to market are RDM solutions characterized by multiple, diverse levels of integration w/ market-dominant MDM hubs as well as repackagings of existing mid-market MDM solutions – HOW TO EVALUATE? © 2014 The MDM Institute The-MDM-Institute.com
  • 14. “Administration of Diverse Reference Data Types” From R. Thompson,/Credit Suisse, “Multidomain Enterprise Reference Data,” 7th Annual MDM & Data Governance Summit New York 2013 Private Ref Data Public Ref Data RDM solution should support a wide mix of data structures from name:value pairs to hierarchies (see criteria #5) RDM Top 10 Eval Criteria #1 © 2014 The MDM Institute The-MDM-Institute.com
  • 15. FINANCE LOCATIONS “Ability to Map Reference Data” – pt. 1 (cross-domain mapping) Issuing Country (ISO3166) Name ISO 4217 Code USA US Dollar USD CHN Yuan Renminbi CNY JPN Japanese Yen JPY Official Currency ISO3166 USD ASM USD IOT USD ECU USD SLV USD GUM USD HTI USD MHL USD FSM USD MNP USD PLW USD PAN USD PRI USD TLS USD TCA USD USA USD VIR CNY CHN JPY JPN ISO 3166 Code Name USA United States of America CHN People’s Republic of China JPN Japan ASM American Samoa IOT British India Ocean Terr. ECU Ecuador SLV El Salvador GUM Guam HTI Haiti MHL Marshall Islands FSM Micronesia MNP Northern Mariana Islands PLW Palau PAN Panama PRI Puerto Rico TLS East Timor TCA Turks and Caicos Islands VIR Virgin Islands RDM solutions need to preserve values & mappings between reference data sets – both in domain & across domains RDM Top 10 Eval Criteria #2 LOCATION&FINANCE © 2014 The MDM Institute The-MDM-Institute.com
  • 16. 2013 VERSION 2007 VERSION “Ability to Map Reference Data” – pt. 2 (temporal referential integrity) 2013 NAICS Description 311224 Soybean and Other Oilseed Processing 221114 Solar Electric Power Generation 221115 Wind Electric Power Generation 221116 Geothermal Electric Power Generation 221117 Biomass Electric Power Generation 221118 Other Electric Power Generation 2007 NAICS Description 311222 Soybean Processing 311223 Other Oilseed Processing 221119 Other Electric Power Generation - solar electric power generation RDM solution needs to maintain links between versions, creating a migration path between versions of reference data … “Crosswalks” are important for understanding how something changed MERGE SPLIT RDM Top 10 Eval Criteria #2 © 2014 The MDM Institute The-MDM-Institute.com
  • 17. RACI Tasks User R Update sales hierarchies Rogers R Change industry classifications Romanova A Approve hierarchies and effective dates Stark A Approve industry classifications Banner A Approve merge into effective dated Fury “Mgmt of Reference Data Sets” (Governance Workflows) RDM Top 10 Eval Criteria #3 An RDM solution needs to support governance workflows … includes defining: responsible & accountable parties (including systems), permissions & area of responsibility for each party (field, instance, container level), how parties interact/tasks & auditing/history… Sequence of Interactions Permissions Responsibilities © 2014 The MDM Institute The-MDM-Institute.com
  • 18. “Hierarchy Management Over Reference Data Sets” RDM solution should harness relationships between reference data sets & existing party or thing data to create hierarchies SIC Codes Customer & SIC Code Mapping ICD-10 Codes Active Ingredients & ICD-10 Mappin Active Ingredients & Product Mappi Viewing customers by industry classification Viewing drugs by Active Ingredient interactions & ICD-10 Codes RDM Top 10 Eval Criteria #5 © 2014 The MDM Institute The-MDM-Institute.com
  • 19. EMEA OPS DEU Cost Ctr FRA Cost Ctr APLA OPS TUR Cost Ctr JPN Cost Ctr MEX Cost Ctr NA OPS CAN Cost Ctr USA Cost Ctr “Versioning Support” (a.k.a. time travel) EMEA OPS TUR Cost Ctr DEU Cost Ctr FRA Cost Ctr APLA OPS JPN Cost Ctr MEX Cost Ctr NA OPS CAN Cost Ctr USA Cost Ctr Cost Centers (As-Of 2013 Q2) EMEA OPS DEU Cost Ctr FRA Cost Ctr AP OPS TUR Cost Ctr JPN Cost Ctr CALA OPS MEX Cost Ctr NA OPS CAN Cost Ctr USA Cost Ctr RDM solution needs versioning & “as of” / effective dating to support recall of reference data values, relationships or hierarchies (versioning has *major* implications for analytics/ BI!) Cost Centers (Current) Cost Centers (Effective 2013 Q1) RDM Top 10 Eval Criteria #8 © 2014 The MDM Institute The-MDM-Institute.com
  • 20. 2014 RDM Market Survey Results (Overview) Aaron Zornes Chief Research Officer The MDM Institute aaron.zornes@tcdii.com www.linkedin.com/in/aaronzornes @azornes +1 650.743.2278
  • 21. SECOND POLL © 2014 The MDM Institute The-MDM-Institute.com
  • 22. Agenda n  Survey methodology n  Attitudes about RDM & current plans n  Trending key features n  Vendor rankings © 2014 The MDM Institute The-MDM-Institute.com
  • 23. Partial List of Survey Respondents Amgen CIT Fireman’s Fund Insurance Sabre ANZ Bank Citi Mortgage Grant Thornton Spectrum Health Aspen Re Citibank Hellmann Worldwide Logistics Standard Bank South Africa Bank Audi Sal Citizens Financial Group IBM (CIO Office) State Farm Automobile Insurance Bank of Montreal COLT Technology Services Insurance Commission of British Columbia TD Ameritrade Barclays Credit Suisse Louis Dreyfus Commodities The Bank of New York Mellon Blue Cross Blue Shield Association Cummins Nippur Volvo AB BPI France Dept of Homeland Security/CBP NJ Office of Information Technology WellPoint British American Tobacco DNB ASA OP-Pohjola Group World Vision Cargill Electronic Arts Royal Mail Group Yorkshire Building Society Carolinas Healthcare Fidelity Investments Royal Melbourne Institute of Technology Zurich Insurance © 2014 The MDM Institute The-MDM-Institute.com RDM is a key business initiative in some of the world’s largest companies!
  • 24. >50% of Respondents Plan to Invest in RDM Within 2 Years MYTH: There’s no interest in RDM Attendees to summits have been requesting RDM sessions, Megavendors (and more) have RDM products … and now most of the responding organizations are planning on investing in RDM? © 2014 The MDM Institute The-MDM-Institute.com
  • 25. <50% of Respondents = Financial Services Organizations MYTH: RDM is only for financial services & finance departments Surveys & analyst inquiry load show increasing interest across the board © 2014 The MDM Institute The-MDM-Institute.com
  • 26. Accountability for Multi-Domain RDM Centers at the Enterprise Level MYTH: RDM projects LOB-centric or departmental projects RDM is gaining enterprise level relevance & are often directly coupled to business users © 2014 The MDM Institute The-MDM-Institute.com
  • 27. Multi-Domain RDM Projects Have Enterprise-Appropriate Budgets MYTH: RDM is small scale, small investment Multi-phase RDM programs are in multi-million USD range … Wide range in investment levels reflect where respondents are in RDM journey © 2014 The MDM Institute The-MDM-Institute.com
  • 28. Interest in RDM to Support Transactional & Operational Enterprise Applications MYTH: RDM is an isolated program Considerable interest in integrating enterprise applications with RDM … Analyst inquiry load shows interest in tying analytical enterprise applications (BI/Big Data) to RDM © 2014 The MDM Institute The-MDM-Institute.com
  • 29. Interest in RDM to Support Traditional CDI, PIM & Other MDM Programs MYTH: RDM is an isolated program, Part II Considerable interest in RDM to support traditional MDM initiatives in Customer & Product (Why maintain country codes everywhere?) © 2014 The MDM Institute The-MDM-Institute.com
  • 30. Categories of Data Managed by RDM Multi-Domain RDM Use Cases Real-Time / Transactional RDM Use Cases Public (External) Private (Internal) Semi-Private (Shared) 88% 59% 80% 12% 2% RDM programs are not only managing public forms of reference data, but are focused on public & private in equal measure … also interest in using RDM to syndicate data services internally © 2014 The MDM Institute The-MDM-Institute.com
  • 31. THIRD POLL © 2014 The MDM Institute The-MDM-Institute.com
  • 32. Top 5 RDM Business Drivers Reporting, Reconciliation & Regulatory Compliance = key business reasons for pursuing RDM (Bad reference data = bad reports) © 2014 The MDM Institute The-MDM-Institute.com
  • 33. Top 3 RDM IT Drivers n  Developing standard metadata management to support enterprise application integration— e.g., common, standard data domain definitions n  Providing common reporting dimensions to support analytics across departments/LOBs, application systems, data marts & data warehouses n  Providing common RDM support services to support transactional application integration Reporting & reconciliation are also top IT drivers for RDM … Goal for IT teams =providing source of consistent & accurate reference data to organization & applications © 2014 The MDM Institute The-MDM-Institute.com
  • 34. What are the Top Cost Drivers in RDM Projects? Plan to benchmark development time (screens, BPM/workflow, models) as part of PoC … high development time = high TCO! Also key cost factor = vendor licensing models © 2014 The MDM Institute The-MDM-Institute.com
  • 35. Top Evaluation Requirements for Commercial RDM Solutions (Ranked Order) Multi-domain requirements (cross-domain, inter-temporal), hierarchy management, governance & versioning = top requirements Rank   Table Data   1   Ability to map reference data — e.g., between multiple domains, between time periods or versions of reference data   2   Management of reference data sets — e.g., implementing governance workflows   3   Hierarchy management over sets of reference data   4   Administration of reference data types — e.g., handling public, semi-private & private   4   Versioning support — e.g., support for four main version types: as-of, effective, current, proposed/hypothetical   6   Connectivity & integration with other enterprise applications or MDM platforms   7   Architecture/performance — e.g., enterprise scalable, Cloud-based deployment/ licensing option   7   Import & export   9   E2E lifecycle management — e.g., onboarding, managing, retiring, redacting reference data   10   Security & access control — e.g., fine grained/field level permissioning for create, read, update, & delete of reference data   © 2014 The MDM Institute The-MDM-Institute.com
  • 36. Teams Using Commercial RDM Solutions = Most Satisfied Tools  vs.  Sa*sfac*on   Effec*ve   Program   Planning     Ineffec*ve   Program   Not   Planning   Commercial  RDM  solu0on   23%   6%   10%   0%   Exis0ng  MDM  pla<orm   3%   0%   3%   3%   Custom-­‐built  solu0ons  or   spreadsheets   0%   23%   13%   0%   ERP  or  other  Enterprise   Applica0on   0%   10%   0%   3%   Don't  know   0%   0%   0%   3%   Teams that are currently using a commercial RDM solution are the most satisfied, while teams using XLSs are planning on change © 2014 The MDM Institute The-MDM-Institute.com
  • 37. Which Vendors are Commonly Short Listed & Which are Being Implemented? Multiple vendors are shortlisted for RDM (megavendors, incumbents). Incumbent does not mean best fit. © 2014 The MDM Institute The-MDM-Institute.com
  • 38. MDM Vendors IBM & Orchestra Networks = Over 2/3 of Implementations Surveyed RDM focus/components (vs. generic CDI/PIM) seem to be cause, not correlation of implementations © 2014 The MDM Institute The-MDM-Institute.com
  • 39. BOTTOM LINE n  Impact of poor or non-existent RDM is profound n  RDM is vital for analytical, transactional & operational systems— reflected in investment levels within the organization n  Initial RDM investments are manageable— getting started won’t kill your budget like CRM, ERP, CDI or PIM n  50% of successful MDM implementations happen on non-mega vendor solutions … RDM is tracking to the same market dynamics n  RDM is independent from traditional MDM (CDI, PIM)— forward looking MDM providers have a distinct RDM strategy n  e.g., IBM, Oracle, Orchestra Networks © 2014 The MDM Institute The-MDM-Institute.com BUY DON’T BUILD RDM— seek out multi-domain MDM providers with an RDM solution
  • 40. Next Steps n  Web research, blogs, investigate social media SIGs, RDM field reports on slide share & MDM Institute website n  Read market studies, analyst reports, investigate academic resources, e.g., DAMA-DMBOK n  Attend industry conferences & network with veteran RDM practitioners © 2014 The MDM Institute The-MDM-Institute.com Contact vendors & explore their solution Unlike CDI & PIM, RDM can be tested with real business data & users with very little setup
  • 41. MDM & Data Governance Summit™ Conference Series “More MDM programs get their successful start at MDM & Data Governance Summits than anywhere else” MDM & Data Governance Summit Europe London ▪ May 19-21, 2014 MDM & Data Governance Tokyo Belle Salle Kanda– Tokyo ▪ June 12-13, 2014 MDM & Data Governance Summit San Francisco Hyatt Fisherman’s Wharf – June 17-18, 2014 MDM & Data Governance Summit Canada The Carlu – Toronto ▪ July 8-9, 2014 MDM & Data Governance Summit Asia-Pacific Doltone House, Darling Harbour – Sydney ▪ July 29-31, 2014 MDM & Data Governance Summit New York Sheraton Times Square ▪ October 5-7, 2014 MDM & Data Governance Summit Shanghai Shanghai Int’l Convention Ctr ▪ Fall 2014 © 2014 The MDM Institute www.the-MDM-Institute.com