Getting Data Governance for Regulatory Submissions Right Before AI Gets it Wrong with Cary Smithson

How should life science companies govern their data to meet increasingly structured regulatory submission requirements — and actually get value from AI? Cary Smithson shares lessons from decades of helping organizations modernize their regulatory, quality, and R&D operations. Cary discusses why data governance has become urgent across three fronts — structured submissions, cross-functional interoperability, and AI reliability — and walks through the foundational steps companies should take, the organizational challenges they'll hit, and what measurable results look like when governance is done right. A few of Cary's key takeaways: Regulatory submissions are no longer just documents — they're structured data that demands consistent master data, controlled vocabularies, and traceable lineage Start with scope and pain points, not a boil-the-ocean exercise — pilot governance in one or two high-value use cases, then scale Data ownership belongs in the business, not IT — IT facilitates, but stewards and business owners should be accountable for their data Tools support governance but don't replace it — get the people and process foundation right before selecting platforms AI reliability depends on governed data — without standardized inputs and clear provenance, models produce unreliable or unexplainable outputs Tie governance to business outcomes people are already measured on — submission cycle time, audit readiness, right-first-time metrics — or compliance won't stick About Cary Smithson: Cary Smithson is Managing Partner and Owner of LeapAhead Solutions, Inc., where she leads a consulting practice focused on IT strategy, data governance, and business process consulting for life sciences. She leads the DIA RIM Working Group and the DIA RIM Intelligent Automation Team and co-authored the DIA RIM eBook. With experience spanning large consulting firms (Grant Thornton, PharmaLex), enterprise technology organizations (OpenText), and her own practice, Cary has served clients including Regeneron, Bristol-Myers Squibb, Johnson & Johnson, Daiichi Sankyo, Bayer, and BeiGene. She is a recognized thought leader who regularly presents at industry conferences on regulatory information management, intelligent automation, and AI adoption in life sciences. About The FDA Group: The FDA Group helps life science organizations rapidly access the industry's best consultants, contractors, and candidates. Our resources assist in every stage of the product lifecycle — from clinical development to commercialization — with a focus on staff augmentation, auditing, remediation, QMS, and other specialized project work in Quality Assurance, Regulatory Affairs, and Clinical Operations. Learn more: https://www.thefdagroup.com/

Why Your CAPA System Isn't Driving Improvement (and How to Fix It) with Dan Eagles
▶︎

Why Your CAPA System Isn't Driving Improvement (and How to Fix It) with Dan Eagles

Preparing the Workforce That Will Shape Pharma’s Future with ISPE President & CEO Mike Martin
▶︎

Preparing the Workforce That Will Shape Pharma’s Future with ISPE President & CEO Mike Martin

THESE Apps Are SPYING on You — Shut Them Off NOW!
▶︎

THESE Apps Are SPYING on You — Shut Them Off NOW!

Is the AfD a threat to Germany? Mehdi Hasan & Maximilian Krah | Head to Head
▶︎

Is the AfD a threat to Germany? Mehdi Hasan & Maximilian Krah | Head to Head

Future of Architects | Carole Wedge | S8 E12
▶︎

Future of Architects | Carole Wedge | S8 E12

Billionaire's WARNING: I'm SELLING. The Crash Is Already Here!
▶︎

Billionaire's WARNING: I'm SELLING. The Crash Is Already Here!

Fallout from KPMG scandal continues | 7.30
▶︎

Fallout from KPMG scandal continues | 7.30

How Senior Engineers Actually Build With AI in 2026 | Build a Full Stack Systems Architecture App
▶︎

How Senior Engineers Actually Build With AI in 2026 | Build a Full Stack Systems Architecture App

TerSera's VP of Quality on the Audit Risk Hiding Inside Your Own Procedures
▶︎

TerSera's VP of Quality on the Audit Risk Hiding Inside Your Own Procedures

Reclaiming Category Management: Why Now Is the Moment to Lead Again
▶︎

Reclaiming Category Management: Why Now Is the Moment to Lead Again

Leading Cross-Functional Teams from Concept to Commercialization with Marwan Fathallah
▶︎

Leading Cross-Functional Teams from Concept to Commercialization with Marwan Fathallah

'Listen Like You Might Be Wrong': Harvard Student Goes Viral For Stunning Speech On Trump Amid Feud
▶︎

'Listen Like You Might Be Wrong': Harvard Student Goes Viral For Stunning Speech On Trump Amid Feud

The World's Most Important Machine
▶︎

The World's Most Important Machine

The Leadership Skills We’ll Need Most When Everything Is Changing: Me2We 2026
▶︎

The Leadership Skills We’ll Need Most When Everything Is Changing: Me2We 2026

Why Kidney Disease Innovation Is a Tale of Two Cities — and What It Would Take to Change That
▶︎

Why Kidney Disease Innovation Is a Tale of Two Cities — and What It Would Take to Change That

What’s Missing From Modern Life?
▶︎

What’s Missing From Modern Life?

From Mission to Margin: The ROI of Safety and Workforce Engagement
▶︎

From Mission to Margin: The ROI of Safety and Workforce Engagement

AI and the future of human learning | School's In Podcast
▶︎

AI and the future of human learning | School's In Podcast

Closing the operational gap: how Mount Sinai builds digital health that scales
▶︎

Closing the operational gap: how Mount Sinai builds digital health that scales

Ask Me Anything: Artificial Intelligence (AI) in Business with Karl Richardson | First Focus
▶︎

Ask Me Anything: Artificial Intelligence (AI) in Business with Karl Richardson | First Focus