Research
Publication Date: 12 March 2009 ID Number: G00165636
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Creating an MDM Vision, Strategy and Road Map
John Radcliffe
The creation of a master data management (MDM) vision and strategy is the first step in
building an MDM program, and it should be seen in the context of Gartner's Seven
Building Blocks of MDM framework. Use this research to ensure that your MDM vision is
aligned with the business vision, and that the MDM strategy is suitably focused and
prioritized.
Key Findings
• The MDM vision needs to align with and enable the business vision, otherwise MDM will
be seen as an IT infrastructure initiative.
• The MDM strategy is about how to achieve the MDM vision. It is not just about creating
a road map, but about how to optimize the value of master data assets throughout their
life cycle.
• The MDM business case needs to connect to the business, and the best way of doing
that is to link MDM initiatives to measurable business process outcomes through
metrics.
Recommendations
• Create an MDM vision that articulates how MDM enables your organization's business
vision. This should gain the attention and sponsorship of executive-level management.
• Build up the different aspects of the MDM strategy — set the goals, define the scope,
think in terms of the master data's life cycle and build a road map.
• Build an MDM business case based on how MDM will positively impact key business
metrics related to the performance of key business processes or business decision
making.
Publication Date: 12 March 2009/ID Number: G00165636 Page 2 of 8
© 2009 Gartner, Inc. and/or its Affiliates. All Rights Reserved.
WHAT YOU NEED TO KNOW
MDM program managers will need to address all seven of Gartner's MDM building blocks, but
vision and strategy come first. To achieve business alignment and stakeholder support, the MDM
vision needs to be framed in terms of how MDM enables the organization's business vision. The
strategy is made up of different strands. First, the goals and the scope need to be defined. Then
there needs to be recognition that master data is a key enterprise asset, and the MDM strategy
needs to focus on how master data is managed throughout its life cycle, so that business value
can be derived from it. Lastly, an agreed on road map can be produced from a process that
benchmarks the current state of MDM maturity, defines the "to be" state, performs a gap analysis
and creates a prioritized road map. Closely associated with the creation of the strategy is the
creation of the business case. To ensure tight linkage to business value, the business case needs
to articulate how key business metrics can be improved.
ANALYSIS
Gartner's Seven Building Blocks of MDM framework (see "The Seven Building Blocks of MDM: A
Framework for Success") outlines the different areas that have to be addressed to create a
business-oriented and holistic MDM program. All building blocks need to be addressed to achieve
a successful outcome, but the first two that should be fleshed out are the vision and the strategy.
The vision is the "What do we want to achieve and why?" and the strategy is "How do we achieve
the vision?" And the vision and strategy have to be backed up by the business case, which
revolves around metrics.
Creating the MDM Vision — What Do We Want to Achieve and
Why?
It is important that the MDM initiative be seen as strongly aligned with delivering business value,
and not as an IT infrastructure project with no obvious benefits. The MDM vision has to be all
about how MDM can enable the organization's business vision. It should also articulate how the
business vision will be difficult, if not impossible, to achieve without an appropriate focus on
MDM.
Business visions are typically owned by the board and set the direction for the organization in
terms of what it seeks to be known for in the marketplace, and what it seeks to achieve.
Organizations typically only have one business vision, or they have an overall vision with aligned
lower-level visions if different business units address different markets. A common way of
categorizing organizations' business visions is by using the Value Discipline Framework,
developed by Michael Treacy and Fred Wiersema. This model says that when organizations try to
differentiate themselves in the marketplace, they do it in three ways, with one way being the
dominant characteristic. Thus a organization can differentiate itself by: (1) providing the best or
most innovative product (think of Apple with its iPhone); (2) excelling at operational excellence,
having highly efficient processes and driving down costs (think of Dell with its highly efficient
manufacturing and supply and demand networks); or (3) being customer-intimate and providing
an excellent and valuable customer experience to its customers (think of the gold or platinum
level of airline loyalty cards).
Organizations differ widely in terms of the products they offer and their target markets, and
government organizations would have a very different outlook to commercial organizations. But
all organizations' business visions could, with some adaptation, be categorized in terms of these
value disciplines. Your organization's business vision is likely to be articulated in your annual
report, the "Who We Are" section on your Web site (see Figure 1).
Publication Date: 12 March 2009/ID Number: G00165636 Page 3 of 8
© 2009 Gartner, Inc. and/or its Affiliates. All Rights Reserved.
Figure 1. The Value Discipline Framework
Product
Leadership
"Best Product"
Operational
Excellence
"Best Total Cost"
Customer
Intimacy
"Best Total Solution"
Product
Differentiation
Customer
Responsive
Operational
Competence
Product
Leadership
"Best Product"
Product
Leadership
"Best Product"
Operational
Excellence
"Best Total Cost"
Customer
Intimacy
"Best Total Solution"
Operational
Excellence
"Best Total Cost"
Operational
Excellence
"Best Total Cost"
Customer
Intimacy
"Best Total Solution"
Customer
Intimacy
"Best Total Solution"
Product
Differentiation
Customer
Responsive
Operational
Competence
Source: Gartner (March 2009)
It should be fairly straightforward to make the case for MDM as an enabler of the business vision.
If the business vision is very much about being customer-centric (but also a requisite amount of
operational excellence and product leadership), then it will be very difficult to deliver on that
promise if there is no single view of the customer. Equally, if it is all about operational efficiency,
then it will be difficult to do that without single views of the product, customer and supplier. By
using this method, an MDM program manager can create an MDM vision that aligns directly with
the organization's business vision. The MDM vision needs to describe what the organization's
MDM capabilities need to look like, and articulate why it is necessary at the top level. It also
needs a leader. Demonstrate that the business vision is unachievable without MDM, and that the
organization will unnecessarily:
• Fail to know who its best customers are, treat them well and retain them
• Lose out on revenue opportunities due to late new product introductions
• Fail to meet regulatory compliance requirements and face fines or worse
This should gain the attention and sponsorship of executive-level management and align with
their corporate measures of success, such as revenue and profit growth.
Action Item: Create an MDM vision that articulates how MDM enables the organization's business
vision.
Creating the MDM Strategy — How Are We Going to Achieve the
Vision?
When creating the strategy, there are different strands to consider, and the strategy is not just a
road map of how to get to the "to be" state. The four strands (see Figure 2) are:
Publication Date: 12 March 2009/ID Number: G00165636 Page 4 of 8
© 2009 Gartner, Inc. and/or its Affiliates. All Rights Reserved.
• Mapping out the goals
• Mapping out the scope
• Thinking in terms of the MDM life cycle
• Mapping out the MDM journey
Figure 2. The Four Strands of the MDM Strategy
Where are we now?
Where are we going?
How do we get there?
Map Out the MDM Journey
Author Store Pub/Synch Enrich Consume Archive
Think in Terms of the Life Cycle
How do you optimize the life cycle?
Who and what is involved?
Map Out the Scope
MDM
Use Cases
Use Cases
In
du
st
ry
In
du
st
ry
Domains
Domains
What should
"myMDM" look like?
What Are the Goals?
Increasing growth and
effectiveness
Decreasing costs and
improving efficiency
Mitigate risks and meet
compliance requirements
Where are we now?
Where are we going?
How do we get there?
Map Out the MDM Journey
Author Store Pub/Synch Enrich Consume ArchiveAuthor Store Pub/Synch Enrich Consume Archive
Think in Terms of the Life Cycle
How do you optimize the life cycle?
Who and what is involved?
Map Out the Scope
MDM
Use Cases
Use Cases
In
du
st
ry
In
du
st
ry
Domains
Domains
MDM
Use Cases
Use Cases
In
du
st
ry
In
du
st
ry
Domains
Domains
What should
"myMDM" look like?
What Are the Goals?
Increasing growth and
effectiveness
Decreasing costs and
improving efficiency
Mitigate risks and meet
compliance requirements
Source: Gartner (March 2009)
Mapping Out the Goals
One obvious strand is the need to start fleshing out the goals of the strategy more clearly in
business terms. At a top level, in a commercial organization, these can be characterized as: (1)
enabling growth in revenue and profits; (2) cost optimization and efficiency; and (3) regulatory
compliance and risk management. The MDM program manager needs to start working with
business stakeholders to understand what the drill-down business drivers are and what the
metrics associated with those business drivers are. For example:
• Enabling growth in revenue and profits — example drivers include increasing cross-sell
and up-sell rates, and increasing customer retention
• Cost optimization and efficiency — example drivers include reducing reconciliation
requirements and increasing productivity, or improving the speed and effectiveness of
processes, such as order to cash
• Regulatory compliance and risk management — compliance with cross-industry or
industry-specific compliance or risk management regulations, such as Know Your
Customer or Basel II in banking
Publication Date: 12 March 2009/ID Number: G00165636 Page 5 of 8
© 2009 Gartner, Inc. and/or its Affiliates. All Rights Reserved.
The drivers will vary in terms of how hard or soft they are, with compliance having the hardest
benefits, and goals such as improving the customer experience being much softer. Organizations
will vary over time, as will their positions in the economic cycle and to what extent they are in an
expansive growth mode or a defensive cost optimization mode. In 2009, the focus is certainly on
cost optimization and regulatory compliance, but when the recovery eventually comes, there will
be more focus on growth again.
Mapping Out the Scope
Another strand is that the scope of the strategy needs to be defined. Different organizations in
different vertical markets will have different MDM needs. In service industries, such as financial
services, the major focus will likely be on party data, such as consumer customers or business
partners, with potentially follow-on interest in products (usually not physical products), accounts
and so on. However, in a product-oriented industry, such as manufacturing, MDM will require a
wider focus, with product, materials, suppliers and customer master data all within the scope. In
government, the focus will be on party data; but depending on the sector of government, the
terminology could be citizen, constituent, taxpayer or person of interest, and there may be follow-
on interest in locations and objects of interest. The bottom line is that you will need to define the
scope of the MDM program in terms of master data domains. You will also need to scope it in
terms of use cases (see "Four Dimensions of MDM: Understanding the Complexity"). Most
organizations will need to consider MDM in terms of the operational and analytical environments,
but some that design and construct things (such as buildings, equipment and plant) will also have
the design/construction use case to consider.
Thinking in Terms of the MDM Life Cycle
The strategy should include a focus on how to optimize management of master data assets in the
organization, and how this can be done in terms of the life cycle of master data (see "Governance
of Master Data Starts With the Master Data Life Cycle"). Master data moves from being authored
to being published, shared, leveraged and potentially retired. Different data domains will have
different characteristics to the life cycle, with the product data life cycle being very workflow-
oriented, but consumer customer data being very transaction-oriented. Whatever the life cycle
looks like, the strategy should make implicit the goal of optimizing the asset that is master data,
and it should lay out at a high level who needs to be involved in the governance and stewardship
of the master data assets, and what processes are involved.
Mapping Out the MDM Journey
Having set the goals, mapped out the scope and ensured that a life cycle view is taken, it is time
to start work on creating the road map. The way to approach this is to leverage the Gartner MDM
maturity model (see "Use the Gartner MDM Maturity Model to Show the Business Benefits of
MDM Investments") and to perform a maturity or capability assessment based on Gartner's
Seven Building Blocks of MDM model, qualified by the five levels of the maturity model (see
Figure 3). Organizations will not typically have all the building blocks classified in the same
maturity level. There is likely to be a spread across different levels, very often with metrics lagging
the others.
Publication Date: 12 March 2009/ID Number: G00165636 Page 6 of 8
© 2009 Gartner, Inc. and/or its Affiliates. All Rights Reserved.
Figure 3. Perform an MDM Capability Assessment
Basis of
management
and investment
Using metrics to
measure
success cross-
domain
Successful use
of metrics at the
domain level
Starting to
develop DQ
metrics
No metrics
scheme for
master data
Metrics
Integrated and
consistent set of
capabilities
Integrated and
consistent set of
capabilities
One or more
disconnected
MDM solutions
Data quality
tools, but no
MDM solutions
Few or no data
quality tools
Technology
Continue to
optimize the life
cycle
Best practice
shared across
the enterprise
Focus on data
life cycle at
domain level
Starting to think
in terms of the
data life cycle
Silo-based —
applications or
functions
Processes
Well-established
cross-enterprise
stewardship
Centralization or
federation of
data steward
groups
Potentially
strong team, but
limited in scope
Developing the
culture of data
stewardship
No data
stewards
Organization
Well-established
cross-enterprise
governance
Cross-enterprise
multidomain
governance
Domain-level
governance
IT-led; lacking
business
involvement
No one has
responsibility
Governance
Ongoing
investment and
improvement
Consistent and
integrated
approach
Focus on
domains or use
cases
No
enterprisewide
strategy
NoneStrategy
Key enabler of
business
success
Unifying vision
for cross-
enterprise MDM
Top-down, but
limited in vision
Bottom-up
initiatives only
NoneVision
Level 5
Optimizing
Level 4
Managed
Level 3
Defined
Level 2
Developing
Level 1
Initial
Basis of
management
and investment
Using metrics to
measure
success cross-
domain
Successful use
of metrics at the
domain level
Starting to
develop DQ
metrics
No metrics
scheme for
master data
Metrics
Integrated and
consistent set of
capabilities
Integrated and
consistent set of
capabilities
One or more
disconnected
MDM solutions
Data quality
tools, but no
MDM solutions
Few or no data
quality tools
Technology
Continue to
optimize the life
cycle
Best practice
shared across
the enterprise
Focus on data
life cycle at
domain level
Starting to think
in terms of the
data life cycle
Silo-based —
applications or
functions
Processes
Well-established
cross-enterprise
stewardship
Centralization or
federation of
data steward
groups
Potentially
strong team, but
limited in scope
Developing the
culture of data
stewardship
No data
stewards
Organization
Well-established
cross-enterprise
governance
Cross-enterprise
multidomain
governance
Domain-level
governance
IT-led; lacking
business
involvement
No one has
responsibility
Governance
Ongoing
investment and
improvement
Consistent and
integrated
approach
Focus on
domains or use
cases
No
enterprisewide
strategy
NoneStrategy
Key enabler of
business
success
Unifying vision
for cross-
enterprise MDM
Top-down, but
limited in vision
Bottom-up
initiatives only
NoneVision
Level 5
Optimizing
Level 4
Managed
Level 3
Defined
Level 2
Developing
Level 1
Initial
Basis of
management
and investment
Using metrics to
measure
success cross-
domain
Successful use
of metrics at the
domain level
Starting to
develop DQ
metrics
No metrics
scheme for
master data
Metrics
Integrated and
consistent set of
capabilities
Integrated and
consistent set of
capabilities
One or more
disconnected
MDM solutions
Data quality
tools, but no
MDM solutions
Few or no data
quality tools
Technology
Continue to
optimize the life
cycle
Best practice
shared across
the enterprise
Focus on data
life cycle at
domain level
Starting to think
in terms of the
data life cycle
Silo-based —
applications or
functions
Processes
Well-established
cross-enterprise
stewardship
Centralization or
federation of
data steward
groups
Potentially
strong team, but
limited in scope
Developing the
culture of data
stewardship
No data
stewards
Organization
Well-established
cross-enterprise
governance
Cross-enterprise
multidomain
governance
Domain-level
governance
IT-led; lacking
business
involvement
No one has
responsibility
Governance
Ongoing
investment and
improvement
Consistent and
integrated
approach
Focus on
domains or use
cases
No
enterprisewide
strategy
NoneStrategy
Key enabler of
business
success
Unifying vision
for cross-
enterprise MDM
Top-down, but
limited in vision
Bottom-up
initiatives only
NoneVision
Level 5
Optimizing
Level 4
Managed
Level 3
Defined
Level 2
Developing
Level 1
Initial
Acronym Key: DQ — data quality
Source: Gartner (March 2009)
Performing a capability assessment is an excellent vehicle for engaging with the various
stakeholders around the organization, and gathering and documenting their views. It allows you
to start the process of building an agreed view, relative to an objective measure, of wher
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