Why Data & AI Initiatives Fail
Organizations invest heavily in:
- Data platforms
- AI solutions (GenAI & AI Agents)
- Cloud migration
- Analytics tools
Yet ROI remains disappointing.
The real issue?
Not the technology.
Not the data itself.
But:
- Misaligned roles
- Weak data governance disciplines
- Capability gaps
- Vendor mismatch
- Cultural resistance
- Lack of measurable improvement
Technology amplifies capability.
Without capability, investment turns into waste.
Introducing the Data Value Blueprint
A complete enterprise system that helps you:
- Assess your organisation’s data capability across 11 data management disciplines.
- Build & Improve your data teams by matching skills, roles, and people to real capability.
- Identify who is a fit for 7 critical data management roles.
- Decide where to train, improve, and invest.
- Benchmark capability internally, and later against industry peers.
- Measure and prove improvement through reassessments.
Assess your current level.
Then you can measure your improvement.
Grounded in Proven Data Management Principles
The Data Value Blueprint is grounded in globally recognized practices from DAMA InternationalDAMA International is a global, vendor-independent, not-for-profit association of technical and business professionals dedicated to advancing information and data management. Its mission is to promote the understanding and practice of managing data and information as a key enterprise asset. and is using methods developed by Chris Bradley, a world-leading DAMA and Data Management authority.
Proven in complex, data-intensive organizations across pharmaceuticals, insurance, banking, wealth management, energy, and oil & gas.
It combines:
- Practical enterprise experience
- Governance best practices
- Capability science
- Role-based diagnostics
- Continuous improvement methodology
Chris Bradley
DAMA ExpertGlobal data management authority with over 40 years of experience. Previous Vice President of Professional Development at DAMA International, inaugural Fellow of DAMA CDMP, and lead editor of DMBOK 2r.
Read more about Chris BradleyThis is not theory.
These are battle-tested best practices for creating data value.
Who It's For
For Team Leaders & Hiring Managers
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Build the right data team with confidence — every role has the skills and business fit it truly needs.
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Hire smarter — match candidates to teams and roles accurately, reducing costly mistakes.
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Develop your team faster — assess current capability and prioritise training that delivers measurable impact.
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Understand your own fit — gain clear, actionable insights to grow in your role and career.
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Select individual vendors with clarity — investment goes to proven capability, not promises.
For Data & Digital Leaders in Enterprises
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Know exactly where you stand — benchmark maturity across 11 data management disciplines with clarity and confidence.
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See real progress — track measurable improvement over time and demonstrate ROI to executive stakeholders.
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Focus resources where they create value — strengthen weak areas and amplify true strengths.
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Build the right ecosystem — choose partners based on team strength, delivery capability, and upskilling potential.
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Gain competitive advantage — understand how you compare to peers and where to invest for differentiation.
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Integrate into your systems and partner programs — embed the Data Value Blueprint through secure APIs to assess, benchmark, and develop capabilities across your organization and consulting or partner networks.
How It Works
Integrate into your existing systems. Organisations and partners can integrate the Data Value Blueprint into their platforms using secure APIs.
Step 1: Measure Reality
Assess your organization using a framework aligned with DAMA International 11 data management disciplines. Evaluate: Data governance, Data quality, Architecture, Metadata, Security, And more. Plus: Business capability maturity, Technology enablement level, Cultural alignment.
Step 2: Align Capability
Identify: 7 key data management roles, Best-fit individuals internally, Vendor team strengths & weaknesses, Mentoring relationships. You align people to value — not titles to hierarchy.
Step 3: Strengthen What Matters
Launch: Targeted capability building, Focused training, Mentoring programs, Governance strengthening, Vendor optimization. Based on measured gaps — not assumptions.
Step 4: Reassess & Benchmark
Re-measure maturity. Track numerical improvement. Benchmark against your industry. Turn capability development into a measurable business asset.
What You Gain
Clarity
You know exactly:
- Where you are strong
- Where you are exposed
- Where investment is wasted
No guessing. No politics. No assumptions.
Faster ROI
Focus resources where capability gaps block value. Stop investing in tools before fixing the capability foundation.
Reduced Risk
Prevent failed AI programs, compliance issues, and governance breakdowns before they happen.
Better Talent Decisions
Know:
- Who should lead
- Who should mentor
- Who needs development
- Which vendors are truly capable
Measurable Improvement
Run improvements. Reassess. See progress numerically. Show the board evidence — not optimism.
Competitive Benchmarking
See how your organization performs compared to industry peers. Gain confidence — or urgency.
What Makes This Different
Most solutions:
- Assess tools
- Assess technology
- Assess data maturity in isolation
The Data Value Blueprint assesses:
- People
- Teams
- Vendors
- Governance
- Culture
- Roles
- Improvement trajectory
It integrates them into one continuous system.
That is why it drives value — not just insight.
Ready to discover your true data capabilities?
Start today with an assessment for people, teams, vendors or your whole organization — and begin improving with evidence, not guesswork.
The Data Value Blueprint – Pricing
Invest in Measurable Data Value
Most data and AI initiatives fail — not because of technology, but because organizations lack aligned capabilities, clear roles, and measurable improvement processes.
The Data Value Blueprint provides clarity, alignment, and actionable insight, helping your people, teams, and vendors turn data investments into measurable business value.
1. Professional Blueprint (Individual)
per assessment
Optional yearly re-assessment: €290
Outcome:
Clarity on where an individual creates value — whether internal hire, candidate, or vendor — and actionable insights to grow impact.
What You Get:
- Personal capability diagnostics across Data, Technology & Business domains
- Alignment analysis with 7 critical data value creation roles
- Strength and capability gap report
- Clear, prioritized development recommendations
Additional Use Cases:
- Assess individual employees or candidates
- Test one or a few individual vendors before onboarding to see how they would enhance your team
Team Capability Solutions
Build, align, and continuously improve your data teams — with measurable outcomes.
Whether you want a quick snapshot or a continuous system, we have the right option for your organization.
Option A – One-Off Team Diagnostic
€6,900 – €12,900
Small Team (≤8): €6,900
Medium Team (9–20): €12,900
Custom pricing for larger teams
Outcome:
Immediate clarity on your team's strengths, gaps, and mentoring potential — ideal for short-term projects, hiring decisions, or vendor evaluation.
What You Get:
- Current team capability level across Data, Technology & Business domains
- Identification of the most suitable individuals for 7 critical data management roles
- Mentoring alignment insights to understand team dynamics
- Structured capability gap report with prioritized focus areas
Additional Use Cases:
- Benchmark job applicants before hiring
- Evaluate vendor teams for capability and fit
Option B – Team Blueprint License (Annual Subscription)
€9,900 – €19,900
Small Team (≤8): €9,900 / year
Medium Team (9–20): €19,900 / year
Custom pricing for larger teams
Outcome:
Turn talent selection, team development, and vendor management into a data-driven, continuous capability system.
Identify the right people, optimize mentoring, and track measurable improvement — all in one place.
Everything in Option A – One-Off Diagnostic, plus:
- Continuous reassessment & progress tracking – monitor team capability over time
- Capability evolution dashboard – see team strengths, gaps, and growth at a glance
- Annual mentoring alignment updates – ensure mentoring stays effective as roles evolve
- Vendor impact tracking – know which external partners actually raise capability
- Candidate integration — benchmark job applicants and individual vendors and see how they improve team performance
3. Enterprise Assessment Options
Option A – One-Off Enterprise Diagnostic
(pricing based on organizational scope)
Outcome:
A clear, actionable picture of your enterprise readiness, with an immediate roadmap for capability improvement and measurable business value.
What You Get:
- Includes everything in Option A – One-Off Team Diagnostic
- Role alignment for critical Key Data Management positions — identify who should lead, mentor, and execute
- Enterprise-wide capability benchmarking across 11 data management disciplines
- Clear visibility of your current Data Management maturity
- Industry benchmarking & executive reporting — see how you compare to peers
- Capability improvement recommendations — actionable steps for immediate impact
Option B – Enterprise Blueprint License™ (Annual Subscription)
/ year (pricing based on organizational scope)
Outcome:
Turn your enterprise data capability into a continuously improving, measurable, and strategic asset.
Ensure all teams and vendors are aligned to create business value
See how initiatives drive capability toward your target levels
Demonstrate measurable improvement and ROI from data & AI initiatives
What You Get:
- Includes everything in Option B – Team Blueprint License™ (Annual Subscription)
- Role alignment for all critical Key Data Management positions — identify leaders, mentors, and executors
- Continuous reassessment & progress tracking — track enterprise-wide capability evolution over time
- Capability evolution dashboards — visualize team and role development, and see how initiatives impact progress toward target capability levels
- Vendor team impact tracking — monitor which vendor teams truly raise your organization's capability
- Industry benchmarking & executive reporting — compare performance against peers and track measurable improvement
- Strategic capability roadmap — actionable steps to continuously strengthen enterprise data capabilities
4. Enterprise Partnership – Global Solutions
Enterprise Partnership – Global Solutions
annually
A fully tailored engagement for organizations seeking a bespoke approach to data capability across teams, business units, and regions.
What You Get:
- Tailored use of your own data to assess capabilities across global teams and units
- Fully customized solutions for multiple teams, divisions, or organizations
- Executive workshops to align strategy, governance, and capability across the enterprise
- Customized training programs aligned with local and global needs
- Enterprise API access to embed the Data Value Blueprint into your systems, dashboards, and workflows
Ideal for:
- Large enterprises with multiple teams or business units
- Organizations looking to integrate capability benchmarking into internal systems
- Companies aiming to measure and improve data capabilities at scale
Consulting Partner License
annually
Unlimited capability assessments and integration for consulting and partner organizations.
What You Get:
- Unlimited client assessments across teams, units, and organizations
- Benchmarking and partner dashboards for portfolio-wide insight
- White-label reports that fit your consulting brand and methodology
- API access to integrate the Data Value Blueprint into consulting frameworks and client platforms
Ideal for:
- Consulting firms looking to embed capability assessments into client programs
- Partners who want standardized benchmarking across multiple clients
- Firms aiming to leverage the Data Value Blueprint for measurable client impact
Professional Data Management Trainings
Enhance your data management skills with world-class training programs, led by industry experts such as Chris Bradley, Mike Ferguson, Alec Sharp and many more.
Live Training with Chris Bradley
Request personalized training sessions with Chris Bradley, CDMP Fellow and DAMA UK expert. Get hands-on guidance tailored to your organization's needs.
Tailored Training
Custom training solutions designed specifically for your organization. Tell us your specific needs and we'll create a training program that fits perfectly.
DataVersity Training
Professional data management training and certification programs. Access comprehensive courses covering all aspects of data management.
Timely & In-Demand Trainings
Professional data management training courses led by industry experts
Data Management Fundamentals with certification exam
Chris Bradley
3 days
Tailored pricing
Data Governance
Chris Bradley
2 days
Tailored pricing
AI-Assisted Active Data and AI Governance - The Route to Healthy Data, Analytics and AI
Mike Ferguson
2 days
Tailored pricing
Enterprise Data Governance & Master Data Management
Mike Ferguson
2 days
Tailored pricing
Turning IoT data into actionable intelligence — from source architecture to AI-driven insight
Mike Ferguson
2 days
Tailored pricing
Building a Competitive Data Strategy for A Data-Driven Enterprise
Mike Ferguson
1 day
Tailored pricing
Integrating AI and Analytics in the Data Driven Enterprise
Mike Ferguson
1 day
Tailored pricing
Modern Data Architecture - Building a Foundation for the Data and AI Driven Enterprise
Mike Ferguson
1 day
Tailored pricing
Practical Guidelines for Implementing Data Products (Data Catalog, Data Fabric, Data Product Development, Data Marketplace)
Mike Ferguson
1 day
Tailored pricing
Business-Oriented Data Modelling Masterclass
Alec Sharp
3 days
Tailored pricing
Practical steps for developing Data Strategy and Governance
Chris Bradley
2-3 days • Tailored pricing
Course Purpose
With Data at the forefront of business, the need for organisations to create a comprehensive Data Strategy is greater than ever, with both the increase in data regulations and the focus on data driven business strategies.
This course will provide concrete practical approaches to get you started on your Data Strategy, the typical contents of a Data Strategy, and the ways in which your supporting data governance framework can be organised.
Course Topics
Comprehensive 2-3 day training program
Learn practical approaches to data strategy
Ready to discover your true data capabilities?
Start today with an assessment for people, teams, vendors or your whole organization — and begin improving with evidence, not guesswork.