Question 1

What is CDAO Insights?

Accepted Answer

CDAO Insights is an independent community intelligence resource for enterprise Chief Data Officers (CDOs), Chief AI Officers (CAIOs), and senior data and analytics leaders. It covers data strategy, AI adoption, governance trends, and peer benchmarks across large enterprises — without vendor sponsorship influencing editorial.

Question 2

What are the top priorities for Chief Data Officers in 2026?

Accepted Answer

In 2026, enterprise CDOs are primarily focused on three areas: operationalizing AI and machine learning at scale, improving data quality and governance as a foundational requirement for AI reliability, and demonstrating measurable business value from data investments.

Question 3

What is the difference between a Chief Data Officer and a Chief AI Officer?

Accepted Answer

A Chief Data Officer (CDO) is responsible for enterprise data strategy, governance, data quality, and infrastructure. A Chief AI Officer (CAIO) focuses on AI strategy, model deployment, and AI governance. The roles are increasingly separate at large enterprises. CDOs own the data foundation; CAIOs own what gets built on top of it.

Question 4

What data governance challenges are enterprises facing in 2026?

Accepted Answer

The most common challenges are: managing data quality at the scale required for AI reliability, governing unstructured data as GenAI adoption accelerates, maintaining data lineage across multi-cloud environments, and building stewardship programs that scale without proportional headcount growth.

Question 5

How are large enterprises structuring their data and AI organizations?

Accepted Answer

Most large enterprises use a hybrid model: a central data platform team that owns infrastructure, governance, and standards, combined with embedded data professionals within business units. Chief AI Officer roles are increasingly separate from CDO functions.

Question 6

How should a CDO structure their data organization?

Accepted Answer

Most enterprise CDOs use a hybrid model: a central data platform team (infrastructure, governance, tooling) combined with embedded data leads in business units. The center of excellence handles standards; the embedded leads handle execution. Flat is better — CDOs with fewer than 3 reporting layers move faster.

Question 7

What AI governance framework do CDOs use?

Accepted Answer

The most common frameworks are NIST AI RMF (especially post-EU AI Act), internal model risk management (MRM) adapted from financial services, and ISO/IEC 42001. Most CDOs layer these on top of existing data governance programs rather than building standalone AI governance from scratch.

Question 8

What is the difference between data mesh and data fabric?

Accepted Answer

Data mesh is an organizational and ownership model — domain teams own and serve their own data products. Data fabric is a technology architecture — a unified integration layer that connects disparate sources via metadata and automation. They are not mutually exclusive.

Question 9

Who does the CDO typically report to?

Accepted Answer

Most CDOs report to the CEO (especially in data-native or heavily regulated industries), CTO, or COO. Reporting to the CFO is common in financial services. CDOs with CEO reporting lines consistently have more budget authority and strategic influence.

Question 10

What KPIs does a CDO track?

Accepted Answer

Common CDO KPIs include: data product adoption rate, data quality scores, time-to-insight for business requests, AI/ML model deployment velocity, data governance compliance rate, cost per data asset served, and revenue or cost savings attributed to data initiatives.

Question 11

What do CDOs read to stay current?

Accepted Answer

CDOs rely on MIT Sloan Management Review (data strategy), Harvard Business Review (leadership), Gartner research (vendor and market), TDWI briefings (technical depth), and peer networks like CDO Forum and MIT CDOIQ Symposium.

Question 12

Where do CDOs network and meet peers?

Accepted Answer

Top venues: MIT CDOIQ Symposium (Cambridge, MA), CDO Forum events, DataCouncil conferences, Gartner Data & Analytics Summit, and private peer groups run by firms like Evanta and CDAO Division.

Question 13

What is a data product and why do CDOs care?

Accepted Answer

A data product is a curated, documented, and reliably maintained data asset that consumers can discover and use without understanding its underlying pipelines. CDOs care because data products shift the org from reactive data delivery to scalable self-service.

Question 14

Why do AI pilots fail in enterprise data organizations?

Accepted Answer

Top reasons: poor data quality, lack of clear business problem definition, no plan for operationalizing post-pilot, absence of executive sponsorship past proof-of-concept, and governance gaps that cause legal or compliance blocks at deployment.

Question 15

How long do CDOs stay in their roles?

Accepted Answer

CDO tenure is short — typically 2 to 3 years on average. Government CDOs average 3–4 years. Healthcare and insurance 2.5–3.5 years. Financial services and manufacturing 2–2.5 years. Retail CDOs have the shortest tenure at 1.5–2 years.

Role	Company	Location	Level	Posted
AVP DevX - AI Engineer/Technical Lead	LPL Financial Holdings, Inc.	Pineville, Mecklenburg County	VP	Jun 7
Head of Data & Analytics	Careers Opportunities at AVI Foodsystems	Warren, Trumbull County	Director+	Jun 7
Director, Machine Learning Engineering	GEICO	Palo Alto, Santa Clara County	Director+	Jun 7
Associated Director Data & AI Delivery Lead – Clinical Development	Gilead Sciences	Foster City, San Mateo County	Director+	Jun 7
Associate Director of AI Product Development	Verizon	Irving, Dallas	Director+	Jun 7
Director, AI Engineering & Agentic Platform	Voya Financial	New York City, New York	Director+	Jun 7
Chief Data Officer	Insight Global	Bellevue, King County	C-Suite	Jun 7
Sr. Director, AI Engineering 0626	nexus IT group	US	Director+	Jun 7
Director of Machine Learning Engineering - Agent Factory	Workday	Seattle, King County	Director+	Jun 7
Director of Data Governance & Data Quality	Vertex Education	Chandler, Maricopa County	Director+	Jun 6
Head of Data Transformation & Portfolio Operations	The Vanguard Group	Charlotte, Mecklenburg County	Director+	Jun 6
Technology Delivery Director Data, Cloud & Automation	Capgemini America, Inc.	Charlotte, Mecklenburg County	Director+	Jun 6
Director of AI and Legal Technology	Crisp Recruit	Troy, Oakland County	Director+	Jun 6
Director of Data Center Development	Lonewolf Workforce	Clayton, Saint Louis County	Director+	Jun 6
Senior Director, Data Architecture and Engineering	Autodesk	San Francisco, California	Director+	Jun 6
Senior Director of Data Engineering and Transformation	Lumen	Madison, Dane County	Director+	Jun 6
Senior Director, Head of Data & Analytics Product Development	Cboe Global Markets	Chicago, Cook County	Director+	Jun 6
VP, Integrated Data Engineering Advancement	Humana	Louisville, Jefferson County	VP	Jun 5
Director of Data & Evaluation	COOP	New York City, New York	Director+	Jun 5
VP, Analytics Engineering & DnA Operations	The Walt Disney Company	Glendale, Los Angeles County	VP	Jun 5
Director, Analytics, Data Engineering	Rise Careers	Sussex, Waukesha County	Director+	Jun 5
Director - AI/ML Engineering	Verizon	Basking Ridge, Somerset County	Director+	Jun 5
VP, Analytics Engineering & DnA Operations	Disney	Glendale, Los Angeles County	VP	Jun 5
Sr Director Principal Data Architect	Authority Brands	US	Director+	Jun 4
AVP DevX - AI Engineer/Technical Lead	LPL Financial	Charlotte, Atascosa County	VP	Jun 4
Senior Director of Data Engineering and Transformation	CenturyLink	US	Director+	Jun 4
Head of AI Operating System	Raintree Systems, Inc	US	Director+	Jun 4
Senior Director, Head of AI for Clinical Development, Early Oncology	AstraZeneca	Boston, Suffolk County	Director+	Jun 4
Managing Director of Data and Strategic Analytics	Nyc Kids Rise	Long Island, Queens	Director+	Jun 4
Head of Data	Scribe	San Francisco, California	Director+	Jun 4
Senior Director, Head of AI for Clinical Development, Late Oncology	AstraZeneca	Boston, Suffolk County	Director+	Jun 4
Director of Data Engineering, Healthcare	Wellth	US	Director+	Jun 3
Sr Director Data Automation, Supply Chain	Oracle	Holy, Santa Clara County	Director+	Jun 3
Director SW Engineering (ML Engineering and Platform)	Palo Alto Networks	US	Director+	Jun 3
Head of AI Infrastructure Engineering	AI Foundry	Seattle, King County	Director+	Jun 3
Chief Data Officer	Idbny	New York City, New York	C-Suite	Jun 3
Head of Data	Kikoff	San Francisco, California	Director+	Jun 3
VP, Forward Deployed Data Engineering	Prudential Financial	Newark, Essex County	VP	Jun 3
Director, AI & ML Engineering	USA-GBA Gogo Business Aviation	Broomfield, Colorado	Director+	Jun 3
Senior Director, Head of AI Governance & Enablement	AstraZeneca	Gaithersburg, Montgomery County	Director+	Jun 3
Life Sciences Director Data Partnerships	Veradigm	Raleigh, Wake County	Director+	Jun 3
Head of Data Partnerships	Kinetic Systems	San Francisco, California	Director+	Jun 3
Director of AI applied solutions	Megazone Cloud US	Rochester, Monroe County	Director+	Jun 3
Head of Data and AI Enablement, R&D and Global Medical DD&T (VP)	Takeda	Boston, Suffolk County	VP	Jun 3
Director of Data Services	Gibson Dunn	La Grange, Dutchess County	Director+	Jun 3
Senior Manager/Associate Director, Enterprise Integration & Data Engineering	Xenon Pharmaceuticals	Needham, Norfolk County	Director+	Jun 3
Director, Data Engineering	Hanwha Energy USA	Houston, Harris County	Director+	Jun 3
Associate Director Data Science	Verizon	Temple Terrace, Hillsborough County	Director+	Jun 2
Director of Data/B2B/Finance/Chicago Local	Motion Recruitment Partners, LLC	Schiller Park, Cook County	Director+	Jun 2
Director of Data Engineering/B2B/Finance/Chicago Local	Motion Recruitment Partners, LLC	Schiller Park, Cook County	Director+	Jun 2
Head of Data and AI Enablement, R&D and Global Medical DD&T (VP)	Takeda Pharmaceuticals	Boston, Suffolk County	VP	Jun 2
Director of Data & AI Governance	Honeywell Aerospace	Phoenix, Maricopa County	Director+	Jun 2
Director Data Science	NielsenIQ	Illinois, US	Director+	Jun 2
Director of AI	Openkyber	Alaska, US	Director+	Jun 2
Director, AI Engineering	Illumina, Inc.	San Diego, San Diego County	Director+	Jun 2
Director Data Management (Consultants local to Los Angeles, CA only)	Tranzeal, Inc.	Textile Finance, Los Angeles County	Director+	Jun 2
Director of Data Engineering and Architecture \| Phoenix	Motion Recruitment Partners, LLC	Fort Sam Houston, Bexar County	Director+	Jun 1
Director of Data Science and AI	Tapstone Partners, LLC	Mission Viejo, Orange County	Director+	Jun 1
Director of Data and Future Technology Division, NSIC S9	United States Space Force Forces	Wright-Patterson AFB, Ohio	Director+	Jun 1
Director, Analytics, Data Engineering	Rise	Sussex, Waukesha County	Director+	Jun 1
Director of Data Management - Institutional Research and Planning	Board of Regents, University System of Georgia and by and on behalf of GA Tech	Northlake, DeKalb County	Director+	Jun 1
Applied AI ML Director Machine Learning Center of Excellence	JPMorganChase	New York, US	Director+	Jun 1
Head of Data Engineering	Atlassian	Financial District, San Francisco	Director+	Jun 1
Director, Analytics, Data Engineering	Quad	Sussex, Waukesha County	Director+	Jun 1
Chief Data Architect	Experis	Highland Park, Dallas	C-Suite	Jun 1
Director of Applied AI & ML Engineering	Paradigm	Seattle, King County	Director+	May 31
Director of AI Infrastructure	Allen Institute for AI	Times Square, King County	Director+	May 31
Director, Analytics, Data Engineering	Quad Med Medical Clinic	Sussex, Waukesha County	Director+	May 31
Director, AI Engineering	Illumina	San Diego, San Diego County	Director+	May 31
Senior Director, Head of AI for Clinical Operations	AstraZeneca	Boston, Suffolk County	Director+	May 31
Managing Director, Client Data Engineering	Evolent Health	US	Director+	May 31
Head of Artificial Intelligence (AI)	Alliant Group	Houston, Harris County	Director+	May 31
Chief Revenue and Data Officer	Gamecock Club	Capitol, Richland County	C-Suite	May 30
Director of AI, Data Strategy & Performance Marketing	US Auto Trust	Newport Beach, Orange County	Director+	May 30
SVP, Head of AI Architecture	Fidelity	Boston, Suffolk County	SVP	May 30
Director of Data Strategy & Governance - Private Credit/Equity - Greenwich CT	J Harlan Group, LLC	Greenwich, Fairfield County	Director+	May 30
Director of Data	Sol de Janeiro	US	Director+	May 29
Director of Data Science	Coupand	Mountain View, Santa Clara County	Director+	May 29
Head of Data Engineering and Analytics / Hybrid in Chicago	Motion Recruitment Partners, LLC	Schiller Park, Cook County	Director+	May 29
Director of Forward Deployed AI Engineering	Tenex.Ai	Overland Park, Johnson County	Director+	May 29
Head of Data & Analytics	GlobalGiving Foundation	US	Director+	May 29
Managing Director, Data Engineering	West Monroe	Chicago, Cook County	Director+	May 29
Director, Data Engineering & AI	West Monroe	La Grange, Dutchess County	Director+	May 29
Sr Director, AI Engineering	Capital One	New York City, New York	Director+	May 29
Head of Data Science & AI	Buyers Edge Platform	Lake Worth, Palm Beach County	Director+	May 29
Director of Data & AI Product Marketing 814	Protegrity	Menlo Park, San Mateo County	Director+	May 29
Senior Director, AI Engineering and Delivery	Abbott	Chicago, Cook County	Director+	May 29
Data Engineering, Management & Governance Senior Manager/Associate Director - Financial Services	Accenture	International, King County	Director+	May 29
Data Engineering, Management & Governance Senior Manager/Associate Director - Products	Accenture	International, King County	Director+	May 29
Sr. Director Data & AI Platforms	Honeywell	Atlanta, Fulton County	Director+	May 28
Head of Data Strategy - Asset Management Operations	JPMorgan Chase	Grand Central, Manhattan	Director+	May 28
Chief Data Architect	ManpowerGroup	Highland Park, Dallas	C-Suite	May 28
Head of Data Strategy - Asset Management Operations	JPMorgan Chase Bank, N.A.	Chelsea and Clinton, Manhattan	Director+	May 28
Director of Data (Remote)	Rugiet Health	Austin, Travis County	Director+	May 28
Head of Data Analytics	BetterSleep	US	Director+	May 28
Director of AI Security	Gainwell Technologies LLC	US	Director+	May 28
Assistant Director of Data Center Operations	Eccalon	Detroit, Wayne County	Director+	May 28
Director of Data, Assessment, and Student Success	Niles Township Community High School District 219	US	Director+	May 28
Global Head of Data & AI Governance & Oversight, SVP	State Street	Boston, Suffolk County	SVP	May 28
Global Head of Data Science, Analytics & AI	Mars	Chicago, Cook County	Director+	May 28

Open CDO, CAIO & data leadership roles

Frequently asked questions