Activate Data Governance
Create the rules of engagement for trusted data with a decision-focused framework.
The Situation
Data governance has become a critical lever as expanding AI initiatives increase the need for trustworthy data. Governance ensures the organization extracts maximum value from the use of data assets and capabilities, but many struggle to make this work in practice. Governance must first codify business judgment – clarifying who makes decisions, what trade‑offs define “good enough for the purpose,” and how shared ownership works across domains – so that management only executes where those decisions create measurable impact.
This research helps you define and activate a data governance framework that will steer, influence, and determine how your organization manages its data. The framework follows four phases and includes multiple templates and tools, such as a decision log, governance handbook, data domains primer, catalog entries, and policy package.
- Define the decisions you need your organization to make by identifying your governance drivers, understanding your organizational context, and developing the “why” behind your data governance program.
- Define your decision-making framework by tailoring the governance structure to fit your context, articulating roles and responsibilities, defining membership, and establish decision-making processes.
- Establish critical guardrails in the form of policies and processes, plan how you’ll measure success, and finalize the governance structure.
- Activate data governance within your organization by preparing day-1 agendas, securing strategic approval, and initiating governance processes.
Blueprint Contents
-
Activate Data Governance – Phases 1-4
-
Activate Data Governance Handbook
-
Data Governance Charter Template
-
Data Governance Day 1 Agenda
-
Activate Data Governance Workbook
-
Activate Data Governance Decision Log
-
Activate Data Governance Executive Communication Deck
-
Activate Data Governance Executive Communication Deck Example
-
Data Domains, Metadata, Catalogs, and Lineage Primer
-
Business Data Catalog
-
Acceptable Use of Data Policy
-
Data Classification Policy
-
Data Quality Policy
-
Data Retention Policy
-
Data Sharing Policy
Member Testimonials
After each Info-Tech experience, we ask our members to quantify the real-time savings, monetary impact, and project improvements our research helped them achieve. See our top member experiences for this blueprint and what our clients have to say.
9.3/10
Overall Impact
$116,611
Average $ Saved
31
Average Days Saved
| Client | Alachua County Florida |
|---|---|
| Experience | Workshop |
| Impact | 10/10 |
| $ Saved | $68,999 |
| Days Saved | 60 |
| Testimonial |
The host/session leader was very efficient and accomplished what we needed to do quickly. Yet, he also allowed and encouraged the participants to ...
The host/session leader was very efficient and accomplished what we needed to do quickly. Yet, he also allowed and encouraged the participants to brainstorm and contribute their ideas. The worst part was our organization’s team members were not always available to participate in all the time slots of the sessions.
|
| Client | Toronto District School Board |
|---|---|
| Experience | Workshop |
| Impact | 8/10 |
| $ Saved | N/A |
| Days Saved | N/A |
| Testimonial |
Great session! Areez was very knowledgeable, engaging, and made the data governance concepts easy to understand with practical examples. Enjoyed ...
Great session! Areez was very knowledgeable, engaging, and made the data governance concepts easy to understand with practical examples. Enjoyed his session!
|
| Client | Catrion Catering Holding Company |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | $32,429 |
| Days Saved | 47 |
| Testimonial |
Abbas,
Thank you for the excellent work and the well-structured approach you have brought to this engagement. The framework provides us with a clea...
Abbas,
Thank you for the excellent work and the well-structured approach you have brought to this engagement. The framework provides us with a clear way to first understand and map our business capabilities to the supporting systems and data domains, and then assess data maturity and AI readiness across each domain.
More importantly, this creates a practical bridge between business capabilities, data, technology, governance, and AI. It gives us a strong foundation to identify gaps, prioritize investments, and focus AI initiatives where they can deliver measurable business value.
This process and its outcomes will be instrumental in unlocking significant capabilities for CATRION and accelerating our AI adoption in a structured and business-led manner.
Great work, Abbas. Thank you for your valuable contribution.
Ashraf Nadeem
CATRION - Chief IT Officer
|
| Client | City Of Lewisville |
|---|---|
| Experience | Workshop |
| Impact | 10/10 |
| $ Saved | N/A |
| Days Saved | 44 |
| Testimonial |
| Client | Los Angeles Regional Food Bank |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | N/A |
| Days Saved | 10 |
| Testimonial |
| Client | Queensway-Carleton Hospital |
|---|---|
| Experience | Guided Implementation |
| Impact | 7/10 |
| $ Saved | $10,000 |
| Days Saved | 10 |
| Testimonial |
good understanding of the material,
good understanding of the material,
|
| Client | Lake Simcoe Region Conservation Authority |
|---|---|
| Experience | Guided Implementation |
| Impact | 9/10 |
| $ Saved | $2,000 |
| Days Saved | 2 |
| Testimonial |
Actionable steps outlined to go forward.
Actionable steps outlined to go forward.
|
| Client | Athens State University |
|---|---|
| Experience | Guided Implementation |
| Impact | 8/10 |
| $ Saved | $65,549 |
| Days Saved | 50 |
| Testimonial |
| Client | University of Wyoming |
|---|---|
| Experience | Workshop |
| Impact | 10/10 |
| $ Saved | $103K |
| Days Saved | 50 |
| Testimonial |
| Client | Arkansas Department of the Military |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | $28,289 |
| Days Saved | 41 |
| Testimonial |
| Client | Sonepar Canada Inc |
|---|---|
| Experience | Guided Implementation |
| Impact | 5/10 |
| $ Saved | $2,000 |
| Days Saved | 5 |
| Testimonial |
Good documentation available and proposed roadmap.
Well provided insights before we move forward
No continuity from session to session. Model is s...
Good documentation available and proposed roadmap.
Well provided insights before we move forward
No continuity from session to session. Model is similar to Gartner: analyst call, questions, answers, debrief. Not bad, but not in line with the accompaniment being sold
|
| Client | Targa Resources LLC |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | N/A |
| Days Saved | 10 |
| Testimonial |
| Client | Wiss, Janney, Elstner Associates, Inc. |
|---|---|
| Experience | Workshop |
| Impact | 10/10 |
| $ Saved | $137K |
| Days Saved | 29 |
| Testimonial |
Areez was excellent - he was able to "read the room" and tailor the workshop to our company and attendees. We were able to get our initial data go...
Areez was excellent - he was able to "read the room" and tailor the workshop to our company and attendees. We were able to get our initial data governance plan elements in place. Areez facilitated the discussion among our various business team members that helped with consensus building. Great job!
|
| Client | Saskatchewan Indian Gaming Authority |
|---|---|
| Experience | Workshop |
| Impact | 10/10 |
| $ Saved | $9,000 |
| Days Saved | 20 |
| Testimonial |
| Client | Florida Department of Revenue |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | N/A |
| Days Saved | 110 |
| Testimonial |
Abbas has been great to work with throughout the guided implementation. He's extremely knowledgeable, patient, and does a great job meeting us wher...
Abbas has been great to work with throughout the guided implementation. He's extremely knowledgeable, patient, and does a great job meeting us where we are. He's taken the time to review our presentations, provide practical feedback, answer questions, and help us work through challenges rather than just walking through the material. His guidance has helped us move much more quickly and with greater confidence. It's still too early to put a dollar value on the savings, but the time, expertise, and direction he's provided have been incredibly valuable. I expect his guidance will save us significant time and effort as we continue building out our data governance program.
|
| Client | SaskTel |
|---|---|
| Experience | Workshop |
| Impact | 8/10 |
| $ Saved | N/A |
| Days Saved | 20 |
| Testimonial |
The best parts of our experience was that Paul understood our needs and adjusted the deliverable to meet our needs, while at the same time influenc...
The best parts of our experience was that Paul understood our needs and adjusted the deliverable to meet our needs, while at the same time influencing and sharing knowledge with us when he believed that a specific deliverable was important even we did not think that at first. He is good at influencing, but also at being flexible, he has a good grasp on the realities that we are facing, the road we've been on, and where we are looking to go. He is intuitive and influential. I do not really have a worst part of the experience, it was all valuable.
|
| Client | Rensselaer Polytechnic Institute |
|---|---|
| Experience | Workshop |
| Impact | 10/10 |
| $ Saved | $8,279 |
| Days Saved | 95 |
| Testimonial |
Best: The quality of information provided / the Instructor's experience and ability to relate to us.
Worst: no complaints
Best: The quality of information provided / the Instructor's experience and ability to relate to us.
Worst: no complaints
|
| Client | Fair Haven Community Health Care |
|---|---|
| Experience | Guided Implementation |
| Impact | 8/10 |
| $ Saved | $13,799 |
| Days Saved | 32 |
| Testimonial |
| Client | Kuvare US Holdings |
|---|---|
| Experience | Guided Implementation |
| Impact | 9/10 |
| $ Saved | N/A |
| Days Saved | N/A |
| Testimonial |
Abbas was great to work with. He took the time to listen to my thoughts and understand my situation. He provided thoughtful feedback and clearly ex...
Abbas was great to work with. He took the time to listen to my thoughts and understand my situation. He provided thoughtful feedback and clearly explained the options available to help us move forward.
|
| Client | Wellabe, Inc. |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | $13,799 |
| Days Saved | 20 |
| Testimonial |
| Client | Santa Cruz County |
|---|---|
| Experience | Workshop |
| Impact | 8/10 |
| $ Saved | N/A |
| Days Saved | 41 |
| Testimonial |
The workshop brought clarity to what data governance means and why it matters. It was good that we included some staff outside of our department - ...
The workshop brought clarity to what data governance means and why it matters. It was good that we included some staff outside of our department - that should help with getting their buy-in when we start the project. Areez was knowledgeable and engaging and he was skilled in steering us in the right direction without being too pushy. I also appreciated that he looked up our County's strategic plan and operational objectives and tied it to the workshop. We were able to identify program areas and what we should focus on first. I would have liked it if we have done a few more hands-on exercises in identifying data domains & assigned ownership (including non-ISD staff), but participants were juggling different meetings and commitments. If I have to do it again, I would have asked for complete commitment from all participants and included more departments.
|
| Client | The Rehmann Group LLC |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | $6,899 |
| Days Saved | 3 |
| Testimonial |
| Client | New Mexico Department of Children Youth and Families |
|---|---|
| Experience | Workshop |
| Impact | 10/10 |
| $ Saved | $131K |
| Days Saved | 50 |
| Testimonial |
| Client | Columbia Mutual Insurance Company |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | $2,621 |
| Days Saved | 2 |
| Testimonial |
| Client | RPC Inc. |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | $13,799 |
| Days Saved | 16 |
| Testimonial |
| Client | American Automobile Association, Inc. |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | $34,499 |
| Days Saved | 20 |
| Testimonial |
Infotech did a great job informing the staff, and arming them with practical knowledge.
Infotech did a great job informing the staff, and arming them with practical knowledge.
|
| Client | Camico Mutual Insurance Company, Inc |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | $6,899 |
| Days Saved | 5 |
| Testimonial |
Expertise and ability to present us with tailored feedback and comprehensive material were great value adds
Expertise and ability to present us with tailored feedback and comprehensive material were great value adds
|
| Client | City of Atlanta / Atlanta Information Management (AIM) |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | $68,999 |
| Days Saved | 20 |
| Testimonial |
| Client | Arkansas Department of the Military |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | $551K |
| Days Saved | 44 |
| Testimonial |
| Client | OU Health |
|---|---|
| Experience | Guided Implementation |
| Impact | 10/10 |
| $ Saved | $22,079 |
| Days Saved | 29 |
| Testimonial |
The most valuable part was being able to talk through real examples from our own organization and shaping the tools around what our audience actual...
The most valuable part was being able to talk through real examples from our own organization and shaping the tools around what our audience actually needs. I genuinely felt listened to and understood by the team. The experience felt much more personal and genuinely connected than anything I’ve encountered before, especially when it came to truly understanding how the tools translate into real-world use.
|
| Client | Experience | Impact | $ Saved | Days Saved | Testimonial |
|---|---|---|---|---|---|
| Alachua County Florida | Workshop | 10/10 | $68,999 | 60 |
The host/session leader was very efficient and accomplished what we needed to do quickly. Yet, he also allowed and encouraged the participants to ...
The host/session leader was very efficient and accomplished what we needed to do quickly. Yet, he also allowed and encouraged the participants to brainstorm and contribute their ideas. The worst part was our organization’s team members were not always available to participate in all the time slots of the sessions.
|
| Toronto District School Board | Workshop | 8/10 | N/A | N/A |
Great session! Areez was very knowledgeable, engaging, and made the data governance concepts easy to understand with practical examples. Enjoyed ...
Great session! Areez was very knowledgeable, engaging, and made the data governance concepts easy to understand with practical examples. Enjoyed his session!
|
| Catrion Catering Holding Company | Guided Implementation | 10/10 | $32,429 | 47 |
Abbas,
Thank you for the excellent work and the well-structured approach you have brought to this engagement. The framework provides us with a clea...
Abbas,
Thank you for the excellent work and the well-structured approach you have brought to this engagement. The framework provides us with a clear way to first understand and map our business capabilities to the supporting systems and data domains, and then assess data maturity and AI readiness across each domain.
More importantly, this creates a practical bridge between business capabilities, data, technology, governance, and AI. It gives us a strong foundation to identify gaps, prioritize investments, and focus AI initiatives where they can deliver measurable business value.
This process and its outcomes will be instrumental in unlocking significant capabilities for CATRION and accelerating our AI adoption in a structured and business-led manner.
Great work, Abbas. Thank you for your valuable contribution.
Ashraf Nadeem
CATRION - Chief IT Officer
|
| City Of Lewisville | Workshop | 10/10 | N/A | 44 | |
| Los Angeles Regional Food Bank | Guided Implementation | 10/10 | N/A | 10 | |
| Queensway-Carleton Hospital | Guided Implementation | 7/10 | $10,000 | 10 |
good understanding of the material,
good understanding of the material,
|
| Lake Simcoe Region Conservation Authority | Guided Implementation | 9/10 | $2,000 | 2 |
Actionable steps outlined to go forward.
Actionable steps outlined to go forward.
|
| Athens State University | Guided Implementation | 8/10 | $65,549 | 50 | |
| University of Wyoming | Workshop | 10/10 | $103K | 50 | |
| Arkansas Department of the Military | Guided Implementation | 10/10 | $28,289 | 41 | |
| Sonepar Canada Inc | Guided Implementation | 5/10 | $2,000 | 5 |
Good documentation available and proposed roadmap.
Well provided insights before we move forward
No continuity from session to session. Model is s...
Good documentation available and proposed roadmap.
Well provided insights before we move forward
No continuity from session to session. Model is similar to Gartner: analyst call, questions, answers, debrief. Not bad, but not in line with the accompaniment being sold
|
| Targa Resources LLC | Guided Implementation | 10/10 | N/A | 10 | |
| Wiss, Janney, Elstner Associates, Inc. | Workshop | 10/10 | $137K | 29 |
Areez was excellent - he was able to "read the room" and tailor the workshop to our company and attendees. We were able to get our initial data go...
Areez was excellent - he was able to "read the room" and tailor the workshop to our company and attendees. We were able to get our initial data governance plan elements in place. Areez facilitated the discussion among our various business team members that helped with consensus building. Great job!
|
| Saskatchewan Indian Gaming Authority | Workshop | 10/10 | $9,000 | 20 | |
| Florida Department of Revenue | Guided Implementation | 10/10 | N/A | 110 |
Abbas has been great to work with throughout the guided implementation. He's extremely knowledgeable, patient, and does a great job meeting us wher...
Abbas has been great to work with throughout the guided implementation. He's extremely knowledgeable, patient, and does a great job meeting us where we are. He's taken the time to review our presentations, provide practical feedback, answer questions, and help us work through challenges rather than just walking through the material. His guidance has helped us move much more quickly and with greater confidence. It's still too early to put a dollar value on the savings, but the time, expertise, and direction he's provided have been incredibly valuable. I expect his guidance will save us significant time and effort as we continue building out our data governance program.
|
| SaskTel | Workshop | 8/10 | N/A | 20 |
The best parts of our experience was that Paul understood our needs and adjusted the deliverable to meet our needs, while at the same time influenc...
The best parts of our experience was that Paul understood our needs and adjusted the deliverable to meet our needs, while at the same time influencing and sharing knowledge with us when he believed that a specific deliverable was important even we did not think that at first. He is good at influencing, but also at being flexible, he has a good grasp on the realities that we are facing, the road we've been on, and where we are looking to go. He is intuitive and influential. I do not really have a worst part of the experience, it was all valuable.
|
| Rensselaer Polytechnic Institute | Workshop | 10/10 | $8,279 | 95 |
Best: The quality of information provided / the Instructor's experience and ability to relate to us.
Worst: no complaints
Best: The quality of information provided / the Instructor's experience and ability to relate to us.
Worst: no complaints
|
| Fair Haven Community Health Care | Guided Implementation | 8/10 | $13,799 | 32 | |
| Kuvare US Holdings | Guided Implementation | 9/10 | N/A | N/A |
Abbas was great to work with. He took the time to listen to my thoughts and understand my situation. He provided thoughtful feedback and clearly ex...
Abbas was great to work with. He took the time to listen to my thoughts and understand my situation. He provided thoughtful feedback and clearly explained the options available to help us move forward.
|
| Wellabe, Inc. | Guided Implementation | 10/10 | $13,799 | 20 | |
| Santa Cruz County | Workshop | 8/10 | N/A | 41 |
The workshop brought clarity to what data governance means and why it matters. It was good that we included some staff outside of our department - ...
The workshop brought clarity to what data governance means and why it matters. It was good that we included some staff outside of our department - that should help with getting their buy-in when we start the project. Areez was knowledgeable and engaging and he was skilled in steering us in the right direction without being too pushy. I also appreciated that he looked up our County's strategic plan and operational objectives and tied it to the workshop. We were able to identify program areas and what we should focus on first. I would have liked it if we have done a few more hands-on exercises in identifying data domains & assigned ownership (including non-ISD staff), but participants were juggling different meetings and commitments. If I have to do it again, I would have asked for complete commitment from all participants and included more departments.
|
| The Rehmann Group LLC | Guided Implementation | 10/10 | $6,899 | 3 | |
| New Mexico Department of Children Youth and Families | Workshop | 10/10 | $131K | 50 | |
| Columbia Mutual Insurance Company | Guided Implementation | 10/10 | $2,621 | 2 | |
| RPC Inc. | Guided Implementation | 10/10 | $13,799 | 16 | |
| American Automobile Association, Inc. | Guided Implementation | 10/10 | $34,499 | 20 |
Infotech did a great job informing the staff, and arming them with practical knowledge.
Infotech did a great job informing the staff, and arming them with practical knowledge.
|
| Camico Mutual Insurance Company, Inc | Guided Implementation | 10/10 | $6,899 | 5 |
Expertise and ability to present us with tailored feedback and comprehensive material were great value adds
Expertise and ability to present us with tailored feedback and comprehensive material were great value adds
|
| City of Atlanta / Atlanta Information Management (AIM) | Guided Implementation | 10/10 | $68,999 | 20 | |
| Arkansas Department of the Military | Guided Implementation | 10/10 | $551K | 44 | |
| OU Health | Guided Implementation | 10/10 | $22,079 | 29 |
The most valuable part was being able to talk through real examples from our own organization and shaping the tools around what our audience actual...
The most valuable part was being able to talk through real examples from our own organization and shaping the tools around what our audience actually needs. I genuinely felt listened to and understood by the team. The experience felt much more personal and genuinely connected than anything I’ve encountered before, especially when it came to truly understanding how the tools translate into real-world use.
|
ITRG Provides Proven Results for IT Leaders
30,000+
ITRG members spanning the Global 2000
$400M+
Cut from IT costs with our pricing intelligence and advisory support
+8%
Increase in stakeholder satisfaction where IT leaders used Info-Tech services
9.5/10
Member-related value across +50,000 analyst calls, workshops and projects
About Info-Tech Research Group
Info-Tech Research Group is the world's fastest-growing information technology research and advisory company, proudly serving over 30,000 IT professionals.
We produce unbiased and highly relevant research to help CIOs and IT leaders make strategic, timely, and well-informed decisions. We partner closely with IT teams to provide everything they need, from actionable tools to analyst guidance, ensuring they deliver measurable results for their organizations.
Our Offices
Arlington, VA
901 N Glebe Rd, Suite 05-145
Arlington, VA, USA
22203
Las Vegas, NV
3960 Howard Hughes Parkway, Suite 500
Las Vegas, NV, USA
89169
London, ON
345 Ridout Street North
London, ON, Canada
N6A 2N8
London, UK
10 York Road, Suite 5W127
London, United Kingdom
SE1 7ND
Singapore
71 Robinson Road, #14-130
Singapore, Singapore
068895
Sydney, NSW
320 Pitt Street, Level 6
Sydney, NSW, Australia
2000
Toronto, ON
888 Yonge Street
Toronto, ON, Canada
M4W 2J2