V1 — public lab. SignalLab: raw metrics, not a score yet.

The Lab

AI Research & Engineering Lab

Paris · Senior Data Analyst

Guillaume Verbiguié

I am building a public lab for intelligent systems — from data to agents, toward physical AI.

Since 2014 I have worked as a Data Analyst, Data Scientist and then Senior Data Analyst: banking, retail, research, public sector. The chain is always the same — understand the need, prepare the data, analyse, deliver — with machine learning when there is a case.

I am currently Senior Data Analyst at AdvanThink, on data projects for public organisations including the Ministries of the Interior and Labor. Before that, four and a half years at Ipsos, where I coordinated 2–3 people (juniors / apprentices). Since 2021 I have been mentoring data students at OpenClassrooms, in parallel with employment.

This Lab is where the next chapter is public: copilots, RAG, measurable watch, and Physical AI as a direction seen from data.

Find me

01

Foundation

  • Since 2014: Data Analyst / Data Scientist / Senior Data Analyst — public sector, banking, retail, research.
  • End to end: requirements, ETL / preparation, analysis, machine learning where relevant, dashboards and restitution.
  • Data Strategy, Data Management, Data Governance, Data Culture.
  • Ipsos: coordination of 2–3 people (juniors / apprentices).
  • Tools actually used: Python, SQL, Power BI — the rest is on each role.
02

Recent roles

Professional

Jan 2023 — present

Senior Data Analyst

AdvanThink (ISoft)

Data projects for public organisations, including the Ministry of the Interior and the Ministry of Labor. ETL, analysis, ML where relevant, dashboards.

Python · SQL · Power BI · Superset · DigDash

Professional

Mar 2021 — present

Mentor Data Analyst / Data Scientist

OpenClassrooms

Mentoring students on data tracks, in parallel with employment.

Python · R · Tableau

Professional

May 2018 — Nov 2022

Senior Data Analyst

Ipsos

Preparation, statistical analysis, data viz. Coordination of 2–3 people, including juniors and apprentices.

Python · R · SAS · Tableau · Power BI

Full timeline

03

What I am building

A bilingual system to observe, learn, experiment and build. SignalLab already feeds Observe with raw metrics. Decision Copilot and Knowledge Copilot are the first public agentic systems. The rest is being written here.

04

Trajectory

  1. 2021

    Public data-engineering projects — Spark/S3 data lake, Redshift warehouse. Start of OpenClassrooms mentoring.

  2. 2022

    Training

    Alyra — Ethereum and Solidity.

  3. 2025

    On-chain analytics: CSV dashboard, anomaly detection, MLflow.

  4. 2026

    Agentic copilots, grounded RAG, and this Lab.

05

On this site