Charlotte Ledoux Architect of AI Governance & Trust
40K+
LinkedIn Followers
4M+
Views in 2024
175+
Global Engagements
Top
LinkedIn AI Voice
The Evolution of a Governance Expert
Engineer in Training
INSA Lyon & Centrale Paris
Built a strong foundation with a scientific background in general engineering, later specializing in a Master's degree, setting the stage for a data-centric career.
Data Consultant
~8 Years in Practice
Honed her expertise in data strategy and governance within consulting firms. On the front lines, she witnessed firsthand the dysfunctions in AI projects, from compliance gaps to poor governance.
Startup Co-Founder
CEO of Vallai
Driven by the challenges she observed, she co-founded Vallai to accelerate AI projects through a new vision where data could be easily anonymized, shared, and tracked with integrity.
Freelance Expert & Advocate
Present
As a leading freelance expert, she now empowers global companies like Pernod Ricard, advocates for women in tech with 'Paris Data Ladies', and shares her knowledge globally as a top voice in AI.
Core Philosophy: The Pillars of Modern Governance
Charlotte's approach is built on a holistic understanding of the data ecosystem. She champions a framework of six interconnected pillars, essential for any organization aiming to build a robust and ethical data culture.
A Multifaceted Expertise
This chart shows the distribution of topics in her publications and talks, highlighting a primary focus on Data Governance, complemented by deep expertise in AI Ethics and overall Data Strategy.
Data Quality
Ensuring data is accurate, consistent, and reliable across all systems.
Accessibility
Balancing secure access with the need for teams to find and use data effectively.
Compliance
Navigating complex regulations like GDPR to ensure lawful data handling.
Data Security
Protecting sensitive data from breaches and unauthorized access.
Documentation
Creating a clear understanding of what data exists and how it should be used.
Structure
Organizing data logically to make it findable, understandable, and valuable.
The Ledoux Framework in Action
Theory is nothing without application. Charlotte provides a clear, actionable roadmap for implementing data governance, transforming it from an abstract concept into a driver of business value. This is her proven, step-by-step approach.
1. Assess
Start with business reality. Interview teams and identify real-world data challenges and maturity.
2. Align
Connect governance goals directly to corporate strategy to ensure business buy-in and relevance.
3. Define
Establish a clear operating model, defining roles like Data Owners and Stewards.
4. Deploy
Build an efficient roadmap for initiatives and begin operationalizing the framework at scale.
Spreading the Word: A Content Ecosystem
Charlotte's impact is magnified through a powerful content ecosystem designed to educate and empower data professionals at every level. Her insights are accessible through multiple platforms, creating a rich learning environment.
Daily insights, industry commentary, and community engagement for 40k+ followers.
Substack
"The Data Governance Playbook" newsletter with deep dives and practical tips.
Books & Courses
Structured learning through her comprehensive Ebook and online training programs.
Yong Xu
Detailed Research Report
