Christelle Marfaing

Fractional Head of Data and AI | Strategist

Salaire / Taux journalier

Paris, France

Mobilité : Lyon, Paris

Freelance

Peut venir sur site

Expertises

Data EngineeringIALLMs / Large language modelsData ScienceMachine LearningGitHubn8nNotionRetoolBase de données SQLAWSMetabasedbtScrapingKerasPythonGitLabRESTful APIsSoftware CraftsmanshipNumPypandasETLscikit-learnPyTorchMariaDBMySQLRequêtes SQLDockerGoogle BigQueryDatadog

Langues

Français (Maternelle)Anglais (Courant)Espagnol

À propos

Introduction

Fractional CDO/Head of data with 10+ years transforming data strategies and building data products for startups and scale-ups. Led teams from 0 to 15+ across analytics, ML engineering, and AI, driving production-ready GenAI systems and advanced data platforms. Expert in building scalable data infrastructures with proven track record at fintech leaders like Lydia and May.

Liens

Expérience de travail

Fractional CDO - Data and AI Executive

Nuwa - Data Solutions & AdvisoryFreelance

sept. 2025 - Présent

1 an 2 mois

Paris, France

Co-Founder

Modern Data Network

juil. 2023 - Présent

3 ans 4 mois

Paris, France

Data community (Slack, Medium, Events) Motto: "Accelerating careers, shaping the future of the French data industry. Together."

Chief Data & AI Officer (CDO)

May

mars 2023 - oct. 2025

2 ans 8 mois

Paris, France

Leading and managing the data team in an early-stage startup through an hybrid role: - CTO with full autonomy over the core data product: Led the transition from R&D prototypes to scalable production systems, including GenAI, machine learning, and advanced data mining applications serving both May’s core product and external clients (vLLM, vector databases, retrieval pipelines). - Data team manager: managed and supported the data team in charge of building and operating the data stack to support analytics and self-service access. - Executive team member: collaborated closely with the CEO and leadership team to shape company strategy.

Lydia

oct. 2018 - mars 2023

4 ans 6 mois

Région de Paris, France

Head of Data

juin 2019 - mars 2023

3 ans 10 mois

Région de Paris, France

Managed and led a team of 12-15 members, including three specialized sub-teams: Analytics Engineering, Data Science, and Data/ML Engineering. Collaborated with C-level executives to define the team's roadmap. Acted as a technical lead on key projects while maintaining a strategic focus on data challenges and team organization.

Data Scientist

oct. 2018 - juil. 2019

10 mois

Paris et périphérie

Designed and implemented data ingestion pipelines for external data. Developed machine learning models for fraud detection and email categorization.

Data Science Consultant

Keyrus Capital Markets

oct. 2017 - oct. 2018

1 an 1 mois

Région de Paris, France

Completed a long-term mission as a data science consultant at Natixis, where I led the establishment of a new data lab within the insurance division. I developed various proof-of-concepts and models for churn detection, marketing analysis, and anomaly detection, and facilitated workshops with business units to identify and prioritize use cases.

Data scientist

Deepki

avr. 2016 - oct. 2017

1 an 7 mois

Paris, France

Developed machine learning models on energy consumption data (hourly time series consumption data and invoices) and automated their integration into client apps.

Junior yield management analyst

SNCF

mars 2015 - août 2015

6 mois

La défense

Conducted demand analysis to inform the adaptation of train portfolio pricing. Led marketing analysis efforts.

Chargée d'étude junior

ERDF

sept. 2014 - mars 2015

7 mois

Région de Paris, France

Designed and developed tools to evaluate various investment scenarios on the electricity network.

Research Assistant

Grantham Research Institute on Climate Change and the Environment (GRI)

mai 2014 - août 2014

4 mois

Londres, Royaume-Uni

Development of an interface to ingest and display data from remote sensors.


Formation

ENSTA

Ingénieur

2012 - 2016

5 ans

École nationale des ponts et chaussées

Master 2 (M2)

2015 - 2016

11 mois

Aux Lazaristes

classe préparatoire aux grandes écoles

2010 - 2012

3 ans

Portfolio

Data and AI Advisor

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