About Dorian
French
Native or bilingual
English
Fluent
German
Basic
Experience
- Morgan StanleyData Strategist - eTrading - AssociateBANKING AND INSURANCENovember 2021 - July 2024 (2 years and 8 months)Montréal, CanadaAs a Data Strategist at Morgan Stanley, I supported and enhanced the work of two teams. My efforts were split between a global data engineering department and a team dedicated to US electronic rates in NYC.🔹 Key Contributions:🔍 Data Engineering:Collaborated with a global team to deliver unified, low-latency data applications, enabling seamless data cataloging, querying, analysis, and curation across desks. Ensured data quality for optimal decision-making.📈 Trading Systems:Supported the development of systematic trading and hedging systems for the US rates team, enhancing traders' ability to leverage statistical signals. My machine learning research directly contributed to PnL improvement.🛠️ Process Improvement:Assisted in the adoption of best practices for coding, documentation, testing, and continuous delivery within the trading team, promoting more efficient development methodologies.🤝 Collaboration:Facilitated teamwork between global teams, including data engineers, software engineers, modelers, and risk managers, ensuring the success of complex projects.🔹 Skills and Technologies:💡 Soft Skills:Enhanced my skills in teamwork, project management, and communication with diverse profiles.🔧 Technical Skills:Refined my skills in data science, data engineering, Linux, Bash, Python, various databases, and full-stack development.🔹 Personal Growth:This role transformed me from a data scientist into a seasoned full-stack developer, capable of contributing to all stages of a project's lifecycle. It also honed my communication and collaboration skills with experts from various fields.
- Kanopy AMQuantitative ResearcherPRIVATE EQUITYFebruary 2020 - October 2021 (1 year and 8 months)Paris, FranceAt Kanopy AM, a Parisian investment firm specializing in mid-to-large cap European equities, I played a key role in bridging investment ideas with concrete strategies. In collaboration with the Chief Investment Officer, Chief Technology Officer, and Portfolio Manager, I translated innovative research into practical investment strategies and managed a team of a few junior data scientists.🔹 Key Achievements:📊 Project Contributions:Responded to calls for projects from major European insurers by translating conceptual ideas into rigorously tested investment algorithms for low-frequency decisions.🛠️ API Development:Created APIs to enable the research team to efficiently query company data, thereby accelerating the research process.📈 Strategy Testing:Tested numerous investment strategies based on statistical and behavioral finance research, refining our approach with empirical insights.🚀 New Allocation Regime:Developed and deployed a new allocation regime using Docker, enhancing our investment process with modern technologies.📚 Skill-Up and Training:Contributed to the team's machine learning upskilling and gave a lecture to finance students alongside the CIO.🔹 Skills and Technologies:💬 Soft Skills:Excellence in communication, collaborating with financial experts, sales, marketing, and technical teams.🔧 Technical Skills:Acquired in-depth knowledge of finance, European regulations, portfolio management, as well as technical skills in Python, Django, Docker, and Bash.
- AVISIAJunior Data Scientist - RiskCONSULTING AND AUDITSOctober 2018 - October 2019 (1 year)48 Avenue Victor Hugo, Paris, FranceAt Avisia, within the Risk department, I contributed to impactful data science projects that strengthened our clients' capabilities and provided valuable insights. My role involved modernizing algorithms, developing interactive tools, and training consultants.🔹 Key Achievements:🏦 Credit Scoring Modernization:For a French consumer bank, I used Dataiku DSS to modernize the credit scoring algorithm. I demonstrated that a simpler solution could replace the existing algorithm quickly and improved scoring metrics with advanced tree-based regressions.📊 Interactive Dashboard:Created an interactive dashboard for a French public institution using graph theory and visualization to highlight trends and patterns in fake reviews on Google Reviews and TripAdvisor.📚 Consultant Upskilling:Led internal workshops on natural language processing and Blockchain to train consultants, enhancing their ability to seize new business opportunities for the company.🔹 Skills and Technologies:💬 Soft Skills:Developed consulting skills, including diagnosing client issues and proposing high-value solutions. Improved my ability to communicate complex concepts effectively through internal training sessions.🔧 Technical Skills:Gained hands-on experience with Python, SQL, Dataiku DSS, and APIs, deepening my technical expertise in data science.🔹 Personal Growth:This role marked a crucial transition from university to industry, deepening my understanding of risk management and demonstrating how data science can provide practical, concrete solutions.
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Education
- Master of ManagementHEC Paris2019Master en Management, Finance et Stratégie
- Master of Science - Data Science, StatisticsENSAE Paris2019Optimisation, data science, méthodes de Monte Carlo, mathématiques financières, théorie des probabilités, statistiques et économétrie, ...
Certifications
- Junior Penetration TesterTryHackMe2022
- Dataiku DSS CertificationDataiku2018