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Jules MalavieilleJM

Jules Malavieille

Data science & mathematical modeling

€310/day
Marseille, FR
0-2 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Jules

I specialize in scientific modeling and data science applied to complex systems, particularly in environment and biology.

I help to understand, simulate and optimize dynamic systems to facilitate decision-making.

Specifically, I can assist you with:
• building models (deterministic or stochastic) to simulate your systems
• analyzing your data (Python, statistics, machine learning)
• developing decision support tools (simulations, dashboards, applications)
• exploring scenarios and identifying optimal strategies

My approach combines mechanistic modeling, data science, and interpretability, with one goal: to produce useful, understandable, and directly actionable results.

I have notably worked on issues related to fisheries management, detection of critical transitions, infection spread, and species distribution prediction.

I am based in Marseille and available for remote assignments.

Here is my portfolio for more details:
  • English

    Native or bilingual

  • French

    Native or bilingual

Can work on-site
Marseille (up to 50km)

Experience

  • Mediterranean Institute of Oceanology
    Fisheries modeling and management strategy optimization
    ENVIRONMENTAL
    January 2026 - Today (7 months)
    Marseille, France
    Spatialized multi-species fisheries modeling to simulate different management scenarios and evaluate the impact of marine protected areas.

    Development of a dynamic model to analyze the effect of fishing effort distribution on catches, biomass, and system sustainability.

    Result: identification of conditions to improve catches while preserving ecological balance, and highlighting trade-offs between exploitation and conservation.

    Example: determining in which configurations a marine protected area can increase overall catches while maintaining populations.
    Mathematical modeling Python
  • Mediterranean Institute of Oceanology
    Detection of critical transitions in dynamic systems
    ENVIRONMENTAL
    June 2025 - July 2025 (1 month)
    Marseille, France
    Early detection of regime changes in dynamic systems to anticipate critical transitions (instabilities, tipping points).

    Development of a method combining dynamic modeling and statistical clustering to analyze time series and identify early warning signals of abrupt changes.

    Result: highlighting weak signals that allow anticipating sudden changes in system behavior and reducing associated risks.

    Example: identifying the risk of collapse of a harvested population early enough to adapt management strategies.
    Mathematical modeling Data analysis Machine learning Python
  • Institut des Sciences de l'Univers Pyhtéas
    Eco-epidemiological modeling and analysis of infection spread
    ENVIRONMENTAL
    April 2024 - June 2024 (2 months)
    Marseille, France
    Modeling of an eco-epidemiological system (host–pathogen–predator interaction) to analyze the spread of an infection in a biological system.

    Development of a dynamic model coupling growth, infection, and predation, with analysis of equilibria and their stability to understand system regulation mechanisms.

    Result: highlighting a regulation effect of predation on infection (healthy herd effect), as well as critical thresholds beyond which the system becomes unstable or collapses.

    Example: identifying under which conditions predation pressure can limit an infection without causing population collapse.
    Mathematical modeling Python

Recommendations

Baptiste FenardBF
Peter LegrandPL
Baptiste Fenard and 1 other person have recommended Jules

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Education

  • Master in mathematical modeling and data analysis
    University, OSU Pythéas Institute
    2026
    Master en océanographie, major de spécialité
  • Bachelor's degree in Oceanography
    University
    2024
    Licence d'océanographie, major de promotion

Skill set

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