Jonathan Bouniol
Data · AI · Business
I turn complex data
into business clarity.
I bridge the gap between data science, AI, and business strategy. Driven by curiosity and a hands-on approach, I build solutions where data meets real-world decisions. What I'm looking for: a team with real culture, a project that genuinely matters, and the space to make an impact.
Capabilities
What I Actually Build
Not buzzwords. Real systems, real analyses, real impact across industries from defense to luxury to finance.
AI for Business
Applying machine learning and AI to real business problems — from predictive models and NLP pipelines to recommendation engines and GenAI tools.
Strategic Analytics
Deep-dive analyses that connect data insights to real decisions. Projects across industries from luxury to defense to retail.
Product & Growth
From startup growth to junior consulting VP — building products, acquiring users, and scaling operations with a data-driven mindset.
Defense & Sovereign Tech
Reservist at the Commissariat du Numérique de Défense. Data and AI missions within the French Army, in security-first environments.
Automation
Automating workflows and processes with Make, Zapier, and custom scripts. Building systems that reduce manual overhead and scale.
Business Deep Dives
Consulting-grade case studies. Problem definition, data analysis, strategic recommendations, and actionable frameworks. 4x winner.
Portfolio
Selected Projects
Business deep dives, hackathons, consulting missions, and school projects — across 10+ industries.
Business Deep Dives
3-week consulting-grade case studies for real companies, part of the Albert School curriculum.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.
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.
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.
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.
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.
Predictive HR Dashboard
Building an analytical and predictive Qlik Sense dashboard for the Minister of Armed Forces to supervise workforce evolution.
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.
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.
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
3Finovera — 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.
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 × Mines Paris PSL
Europe's first data-centric business school. 12 Business Deep Dives with Louis Vuitton, BNP Paribas, Generali, Asmodee, and more. Joint diploma with Mines Paris PSL.
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.
19
Projects Delivered
4
Wins
11
Podiums
10+
Industries Covered
Languages & Data
ML & AI
Visualization & BI
Data Engineering
Business & Strategy
Tools & Productivity
Languages
Contact
Let's connect
I'm currently looking for a Data/AI apprenticeship from September (4 days in-company / 1 day at school), and I'm also open to project collaborations, portfolio discussions, and broader professional exchanges.