Jonathan Bouniol
Data · AI · Business
I turn complex data
into business clarity.
I build data and AI systems that answer real business questions — pricing, risk, operations, growth — and pitch them to the executives who decide. 86% of my competitive projects earned an award.
MSc Data & AI for Business — Mines Paris PSL × Albert School · Paris, France
Worked with — Generali · BNP Paribas · CMA-CGM · Henkel · Edmond de Rothschild · Capgemini · Ministère des Armées
Capabilities
What I actually build.
AI for Business
ML, NLP, and GenAI applied to real operations — predictive models, recommendation engines, RAG systems.
IT Project Portfolio Optimization · GeneraliStrategic Analytics
Deep-dive analyses that turn messy data into decisions, across industries from luxury to defense.
IT Project Portfolio Optimization · GeneraliProduct & Growth
Building and scaling data-driven products — from startup growth to junior consulting VP at Albert School.
Strategic Growth Plan · LinkpickDefense & Sovereign Tech
Data and AI missions inside the Commissariat du Numérique de Défense — security-first, French Army.
Military Vehicle Recognition with AI · Ministere des ArmeesAutomation
Make, Zapier, custom scrapers and scripts — anything that removes a manual step from the loop.
Startup Ecosystem Portrait & Growth Strategy · La French TechBusiness Deep Dives
Three-week consulting missions on real internal data, pitched live to executives, C-Level or the CDO.
IT Project Portfolio Optimization · GeneraliAsk me anything
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Portfolio
Selected Projects
Business deep dives, hackathons, consulting missions, and school projects — across 10+ industries.
of competitive projects recognized
12 of 14 business deep dives & hackathons · 4 first-place wins
Business Deep Dives / Hackathon
Albert School's flagship format: 3-week consulting missions on a real business problem with the company's internal data. Mixed data analysis + strategic recommendations, pitched live to the company's executives, C-Level or CDO.12IT Project Portfolio Optimization
Analyzing a 15,000+ line dataset of internal IT projects to optimize portfolio management, improve data quality, and propose an AI assistant for project tracking.
Sales Optimization & Resource Reallocation
Optimizing and predicting Henkel sales to efficiently reallocate commercial resources across Leroy Merlin and Bricomarche.
Startup Ecosystem Portrait & Growth Strategy
Building a startup database from scratch via web scraping, analyzing the Aix-Marseille ecosystem, and identifying new growth levers — presented to the DG of La French Tech.
Strategic Growth Plan
Strategic decisions to promote growth while improving the experience for students, institutions, and partners — featuring ML, new features, and better data collection.
ORI 2.0 - AI Orientation Companion
Alberthon hackathon — transforming L'Étudiant's ORI chatbot into a personalized decision companion with a real-time visual orientation tree, rich onboarding, Mistral-powered voice interface, and CV generator. Prix Coup de Coeur.
Client Service Optimization via Data
Improving BNP Paribas Securities Services client experience by recalibrating SLAs, detecting complex requests, and building an AI-powered front-end — on 3M+ annual service requests.
South Korean Market Strategy
Strategy to boost Louis Vuitton's position in the South Korean market using sales and client data from the HKMT region.
Railway Incident Prediction via ML
Analyzing the correlation between weather conditions and railway incidents to predict daily defects using machine learning.
Beer Assortment Optimization with AI
Optimizing beer assortment across 3 French regions with an AI-powered Streamlit dashboard, a natural language SQL chatbot, and recommendation algorithms for store managers.
Game Recommendation Engine from Player Behavior
Analyzing 20GB+ of player behavior data on Board Game Arena to map natural game connections and build personalized game journey recommendations.
Optimal Sea Route Optimization
Developing two custom algorithms to define optimal maritime routes for CMA-CGM — minimizing costs, time, and carbon footprint on the path to carbon neutrality by 2050.
Euro High Yield Fund Flow Analysis & Prediction
3 weeks analyzing the Euro High Yield fund collections — combining data analysis, deep learning, and sentiment analysis to predict and optimize inflows/outflows.
Hackathons
2Military Vehicle Recognition with AI
3-day hackathon — training a ResNet18 model for vehicle recognition and exploring military applications of computer vision.
Commercialization Plan for Traumatrix
Inter-Junior Enterprise competition — developing a go-to-market and industrialization plan for Traumatrix, a MedTech innovation. Honorable Mention.
Consulting Missions
2Startup Investment Simulation Platform
Designed a database tracking all startups founded by X-HEC Entrepreneur alumni with their valuations, plus investment simulation tools.
Startup Sourcing for Corporate Venture
Built a startup pipeline for Villablu, Robertet's corporate venture accelerator — sourcing, qualifying, and pitching startups for program integration.
School Projects
4Finovera — AI Stock Portfolio Advisor
An AI-powered app that delivers personalized stock portfolio recommendations based on investor profiles, combining financial data with news sentiment analysis.
PCA Analysis on Football Player Performance
Applying Principal Component Analysis (PCA) and SVD to the FIFA 23 dataset to identify key performance factors, segment player profiles, and generate recruitment insights via K-means clustering.
Divide-or-Conquer? LLM Distillation Strategies
Presentation and analysis of Apple × Cornell's research paper on LLM distillation — separating decomposition (planning) from resolution (solving) to reduce inference costs while maintaining performance.
Heat-Pollution Index for Pollen Allergy Risk
A multi-city statistical time series study testing whether a composite Heat-Pollution Index (HPI = T × (O3 + NO2)/2) carries information that raw pollen counts miss — validated across 4 French cities and corroborated by Ameli antihistamine reimbursements.
Background
Experience & Education
Experience
Leadership & Involvement
Education
MSc Data & AI for Business
Mines Paris PSL × Albert School
Advanced joint diploma program combining data science, AI engineering, and business strategy at France's #2 engineering school.
Bachelor Business & Data
Albert School
Dean's ListEurope's first data-centric business school. 12 Business Deep Dives with Louis Vuitton, BNP Paribas, Generali, Asmodee, and more.
Baccalaureat — High Honors
Ecole Pascal
Specialization in Mathematics and Social & Economic Sciences (SES), with advanced mathematics option (Maths Expertes).
Stack
Tools & Methods
The technical and strategic toolkit I bring to every project.
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Projects
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Awards
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Industries
Data & ML
Visualization & BI
Business & Automation
Languages
Contact
Let's connect
Based in Paris, I'm always open to project collaborations, portfolio discussions, and broader professional exchanges — happy to talk data, AI, and business.