Summary
Overview
Work History
Education
Skills
Languages
Timeline
Generic

LUCA MASTROLORENZO

Geneva,GE

Summary

Senior Data Scientist with over 14 years of experience spanning the banking and finance sector, consulting engagements, and high-energy physics research. Specialized in trade surveillance and compliance analytics at UBS and Credit Suisse, with a focus on detecting market abuse and manipulation. Former researcher at CERN with deep expertise in large-scale data analysis, machine learning, and statistical modeling. Proven leadership and communication skills, currently seeking a new challenge with opportunities for growth and increased responsibility.

Overview

13
13
years of professional experience

Work History

Associate Director, Senior Data Scientist

UBS
06.2024 - Current
  • Developed data-driven trade surveillance applications for multiple asset classes (equities, bonds, derivatives, commodities) in investment banking and wealth management at UBS.
  • Designed innovative, statistically based techniques for scenario calibration in line with evolving regulatory standards.
  • Partnered with business stakeholders to align model logic with trading activity and compliance objectives.

AVP, Senior Data Scientist

Credit Suisse Group
08.2022 - 05.2024
  • Worked in the Data & Digital Lab within the Compliance function at Credit Suisse, focusing on the investment banking division.
  • Specialized in scenario modeling for trade surveillance of fixed income instruments (listed and OTC) to meet regulatory requirements.

Applied Physicist

RWTH Aachen University
11.2017 - 08.2022
  • Lead and managed analysis group for first Standard Model Higgs → charm quark pair search, CMS detector, CERN LHC
  • Key contributor to CMS discovery of Higgs → bottom quark-antiquark decay (2018)
  • Developed advanced AI-based jet-flavour tagger algorithm for Lorentz-boosted resonances

Associated Member of the Personnel

CERN - European Organization For Nuclear Research
11.2012 - 08.2022
  • Research activities spanning several topics of experimental high energy physics, working on the CMS experiment at the CERN LHC on behalf of different European research institutes since 2012. Fully based in Geneva between 2018 and 2022.

Data Scientist Consultant

Premoneo S.r.l.
01.2020 - 07.2022
  • Development of machine learning models for dynamic pricing (LSTM) in Python
  • Performed clients income forecasting using analytical techniques (e.g. Polynomial regression, GLMs)
  • Usage of deep-learning approach increases clients revenue in range 5-10%
  • Conducted thorough exploratory data analyses for robust model building.

Applied Physicist

Imperial College London
11.2012 - 10.2015
  • Developed the clustering algorithm for the trigger primitive hardware generator of the new calorimeter detector of the CMS experiment at the CERN LHC
  • Responsible for several College teaching activities as assistant in the experimental physics laboratory course

Education

Ph.D. - Particle Physics

École Polytechnique
10-2015

Master of Science - Physics

Universita' Degli Studi Milano-Bicocca
10-2012

Bachelor of Science - Physics

Università Degli Studi Milano-Bicocca
09-2010

Skills

  • Statistical analysis and mathematical modeling
  • AI/ML prototyping
  • Large Language Models (LLMs) and NLP techniques for unstructured data analysis
  • Big data analytics and large-scale dataset processing
  • Programming: Python, C, ROOT, TensorFlow, Scikit-learn, SQL, Bash scripting
  • Tools: Linux, Jupyter, Foundry, Git, Microsoft Azure and Office,
  • Team management and cross-functional collaboration
  • Strong problem-solving, adaptability, and critical thinking
  • Excellent communication skills
  • Lead under pressure and drive results in high-stakes contexts

Languages

Italian
Bilingual or Proficient (C2)
English
Advanced (C1)
French
Advanced (C1)

Timeline

Associate Director, Senior Data Scientist

UBS
06.2024 - Current

AVP, Senior Data Scientist

Credit Suisse Group
08.2022 - 05.2024

Data Scientist Consultant

Premoneo S.r.l.
01.2020 - 07.2022

Applied Physicist

RWTH Aachen University
11.2017 - 08.2022

Associated Member of the Personnel

CERN - European Organization For Nuclear Research
11.2012 - 08.2022

Applied Physicist

Imperial College London
11.2012 - 10.2015

Ph.D. - Particle Physics

École Polytechnique

Master of Science - Physics

Universita' Degli Studi Milano-Bicocca

Bachelor of Science - Physics

Università Degli Studi Milano-Bicocca
LUCA MASTROLORENZO