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Craxium — Strategic Data Insights

Data · Statistics · AI consulting

From raw data to decision.

As an independent consultant, I help research teams and industrial companies make reliable decisions from their data: advanced statistics, data governance and artificial intelligence.

16 years of experience · 150+ co-authored scientific publications · healthcare, research and industry

Portrait of Stéphane Ruckly

Stéphane Ruckly

Founder, Data & AI consultant

What I do

My expertise

A single point of contact, from scoping to delivery, for projects where data quality and methodological rigour make the difference.

Advanced statistical modelling

Study design, statistical analysis plans, sample size calculation and complex models (longitudinal data, survival analysis, causal inference, mixed models). Robust, reproducible and publishable results.

Data management and data governance

Data structuring, quality control rules, traceability and documentation. Secure, GDPR-compliant databases and data collection platforms.

Applied artificial intelligence

Generative AI and language models, computer vision: proofs of concept and demonstrators to validate an idea quickly, then development, evaluation and deployment.

Data and AI project management

Scoping, roadmap, coordination between business, clinical and technical teams, risk management and handover.

Selected work

Selected projects

Projects led as President of ICUREsearch, the data, biostatistics and AI consulting company I co-founded in 2015.

EUROBACT-2

International intensive care study

Cohort study of hospital-acquired bloodstream infections in intensive care unit patients.

  • 2,600 patients
  • 333 intensive care units
  • 52 countries

My role

  • Leading the data workstream
  • Electronic case report form (eCRF) design and data management
  • Statistical analysis plan and analyses

Published in Intensive Care Medicine (2023), which I co-authored.

View the publication

DeepCath

Detecting catheter infections from images

Decision-support device that identifies local signs of infection around central venous catheters from photographs.

  • 5,000+ photographs
  • Multicentre clinical study
  • Selected by the French Institute for AI in Health (2024)

My role

  • Leading the AI project
  • Clinical study design
  • Statistical evaluation of the algorithm
  • Team management (data scientist, developer)
Study record

The founder

Portrait of Stéphane Ruckly
16 years
of experience
150+
co-authored publications, including JAMA and Intensive Care Medicine

Stéphane Ruckly

Founder, Data & AI consultant

A statistician by training (MSc in statistical engineering, Grenoble), I started my career in 2010 in an INSERM research team in Grenoble. I then worked for fifteen years with OutcomeRea, an international network of intensive care physicians dedicated to research, and I currently contribute, as an external member, to projects of the INSERM IAME research unit in Paris.

In 2015, I co-founded ICUREsearch, a data, biostatistics and AI consulting company that I chair, where I led a team of four to eight people.

With Craxium, I offer this expertise directly to research teams and industrial companies, in healthcare and beyond.

Why work with me

  • A single point of contact, from scoping to delivery
  • Dual expertise in statistics and artificial intelligence
  • Clinical research standards: traceability, reproducibility, publication
  • Proven methods that transfer to any sector

Organisations I have worked with

Pharmaceutical and medtech industry
Pfizer · MSD · Becton Dickinson · Vygon
Health start-ups
Diabeloop · Quantum Surgical · Sleepinnov · EMIBiotech
Research
OutcomeRea · INSERM · SFRMS
Hospitals and laboratories
CHU Grenoble Alpes · CHU de Nantes · Hôpital Bichat – Claude-Bernard (AP-HP) · Hôpital Franco-Britannique · Laboratoire Natsuca

How I work

Working together

Fixed-price project

An objective and a deliverable defined together, for a budget agreed in advance: statistical analysis, AI proof of concept, data audit…

Team reinforcement

I join your team a few days a week to speed up a project or bring in a skill you are missing.

One-off expertise

Methodological review, data quality audit, independent opinion on an AI project.

Training

Training for your teams: applied statistics, generative AI, data governance.

My method

01

Scope

Objectives, constraints and success criteria defined before any code or analysis.

02

Deliver rigorously

Quality, traceability and reproducibility by default, with regular checkpoints.

03

Hand over

Documented deliverables, ready for audit, publication or decision-making, and usable after the engagement.

Contact

Let's talk about your project

Tell me about your context — I reply within 48 hours.