CDOIQ Newsletter, March 2026 Volume I

Agentic Data Quality Certificate Program

From Dr. Richard Wang:


Thanks to the contributions and support of many of you, we are pleased to announce that the first Agentic Data Quality (ADQ) and Governance Certificate Program will be offered on April 20 (fully online). You are cordially invited to participate in this new initiative currently being developed by CDOIQ. This program represents more than a certificate—it is a collaborative effort to redefine governance and data quality in the age of Agentic AI.


  • We are now briefing those who have registered to learn more and to enroll because of immediate relevance and importance to their work.
  • ⁠Senior data leaders with both business and technical expertise are my most preferred target participants.
  • My goal is to “train the trainers” while getting feedback from the participants to fine-tune the content for the 2nd offer (July 20, onsite and online) before the 20th Annual CDOIQ Symposium.


We are also seeking collaboration from thought leaders, sponsors, and partners to contribute expertise and help develop content in Architecture, Design, Operations, Applications, and Case Studies. If you are interested, please complete the short form below.

Highlight 2026 Symposium Speakers, Part V

From Data Lakes to Agentic Enterprises: Governing Real-Time, Model-Native Data Ecosystems

Stewart Bond, IDC



As AI systems become increasingly agentic, capable of reasoning, acting, and governing data autonomously, the enterprise data landscape is undergoing a profound shift. Foundational models are evolving into the analytical layer itself, blurring the lines between data, application, and intelligence. Traditional warehouses and lake houses are converging into model-lakes, where data preparation, inference, and decision automation are unified.


At the same time, event-driven architectures are redefining the role of data as a live, continuously observable asset. In this new model-native paradigm, governance is no longer about control points and committees, it becomes intent orchestration, built on trust, real-time visibility, and autonomous compliance.


This session will explore how Chief Data Officers can lead this transition by modernizing architectures for real-time responsiveness, embedding AI into governance and policy, and preparing their data ecosystems for an era when “data is the application.” Drawing on 2025–2026 IDC research, the discussion will illustrate a practical path from today’s federated data models to tomorrow’s agentic enterprise.

Trusted Data Score: Turning Data Governance into Measurable Trust

William Snider, Nationwide Technology



As Nationwide accelerates its use of AI, analytics, and digital experiences, leaders need a clear, actionable view of how much they can trust the data behind critical decisions. This session introduces Trusted Data Score, a unified scoring framework designed to quantify the confidence and usability of our most important data assets.


We will walk through the core traits that power the score — metadata curation, ownership, quality, protection, and (soon) observability — and how they come together to provide a single, transparent measure of data trust across transparent measure of data trust across Nationwide’s strategic data assets. Attendees will see how the score underpins a Trusted Data Dashboard, enabling leaders to quickly identify red/yellow/green areas, focus data investments where they matter most, and promote accountability through visible, measurable outcomes.


The discussion will also preview our roadmap: expanding into unstructured data, incorporating advanced data quality and observability metrics, and continuously refining thresholds as capabilities mature. Participants will leave with a practical view of how a governed, measurable approach to data trust can de-risk AI and analytics initiatives while improving the speed and confidence of data-driven decisions.

Previous CDOIQ Newsletters

2026 Newsletters | 2025 Newsletters | 2024 Newsletters | 2023 Newsletters

The 20th CDOIQ Symposium is held in collaboration with

MIT Industrial Liaison Program, MIT Horizon, MIT Sloan CIO Symposium, Citizant, UCSD SPARK AI, and HDRDA


contact us: team@cdoiq.org; https://2026cdoiq.org/

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