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Ruth M.RM

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Freelancer profile translated to English.
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About Ruth

My career is guided by a fundamental conviction: technology, and in particular artificial intelligence, which I discovered at a pioneer in AI for HR functions back in 2014.
Standing at the intersection of AI, science, data, and technology, I now wish to contribute to innovative and value-generating projects.
My journey has allowed me to appreciate how much innovation, empathy, and scientific rigor are essential for developing structuring projects and sustainably transforming a business. I am resolutely determined to leverage my skills and experience to make a concrete and significant impact with each client.
  • French

    Native or bilingual

  • English

    Native or bilingual

  • Spanish

    Fluent

Can work on-site
Paris (up to 20km)

Experience

  • Laboratoire pharmaceutique (confidentiel)
    DATA MANAGER (Data & AI foundation Lead)
    PHARMACEUTICALS INDUSTRY
    January 2026 - Today (5 months)
    • Leading the Data & AI foundation to provide reliable, scalable, and responsible data foundations for all analytical and artificial intelligence uses.
    • Designing and implementing a target data & AI architecture in a complex, multi-tool, and multi-domain environment, in collaboration with IT and data teams.
    • Structuring and industrializing strategic data assets necessary for AI use cases (features, certified datasets, data marts, training sets).
    • Defining and deploying common Data & AI standards: quality, traceability, security, metadata management, explainability, and model reproducibility.
    • Implementing end-to-end data lineage and model lineage, ensuring transparency, auditability, and regulatory compliance of data and AI pipelines.
    • Managing data quality foundations adapted to analytical and AI uses (completeness, freshness, consistency, data drift).
    • Designing and deploying a Data & AI management platform (cataloging, quality, governance, feature management, monitoring).
    • Implementing structuring Data & AI processes: ingestion, data certification, feature preparation, provisioning, evolution, and decommissioning.
    • Automating documentation, quality controls, and traceability to secure the scaling of data & AI uses.
    • Contributing to the definition and operationalization of responsible AI principles: explainability, robustness, bias control, and regulatory compliance.
    • Transforming heterogeneous data assets into industrialized and reusable foundations, accelerating the time-to-market for AI use cases.
    • Close collaboration with data scientists, data engineers, IT teams, and business units to align technical foundations, regulatory constraints, and business needs.
  • SANOFI
    DATA PRODUCT MANAGER
    September 2024 - September 2025 (1 year)
    Leading data and artificial intelligence products applied to pharmaceutical uses (R&D, clinical trials, manufacturing, supply chain, marketing, medical affairs).
    Translating complex business problems into high-value data/AI use cases.
    Awareness of responsible AI issues: explainability, bias, robustness, regulatory compliance.
    Collaborating with business units to translate needs into data solutions.
    Implementing and maintaining data products for business units.
    Designing datasets and a Data Mart to feed a business intelligence and decision-making platform for the French supply chain.
    Analyzing, validating, transforming, and optimizing critical data flows.
    Defining governance rules, data quality standards, and mapping/reconciliation strategies between heterogeneous source systems.
  • OPEN LAKE TECHNOLOGY
    DATA & AI FOUNDATION LEAD
    TELECOMMUNICATIONS
    February 2024 - July 2024 (5 months)
    Paris, France
    • Leading the group's Data & AI foundation, supporting network, customer, finance, marketing, fraud, customer service, and operations uses.
    • Designing and evolving the target data & AI architecture in a complex telecommunications environment (networks, OSS/BSS, CRM, billing, IoT, real-time).
    • Structuring and industrializing critical data assets (network, customer, traffic, real-time events, repositories) for analytical and AI uses.
    • Implementing a Data & AI Foundation platform integrating batch & streaming ingestion, cataloging, quality, governance, and pipeline monitoring.
    • Defining and deploying transverse Data & AI standards: quality, freshness, availability, traceability, security, and compliance.
    • Implementing end-to-end data lineage and model lineage, ensuring auditability and understanding of data flows and AI models.
    • Managing data quality foundations adapted to telecommunications uses (high volume, real-time, multi-source, strict SLAs).
    • Designing and providing certified datasets and feature stores to accelerate the development and industrialization of AI models.
    • Implementing structuring Data & AI processes: ingestion, qualification, certification, provisioning, evolution, and decommissioning of assets.
    • Automating documentation, quality controls, and traceability to secure scaling.
    • Contributing to responsible AI: model explainability, bias control, robustness, and regulatory compliance (customer data, security, GDPR).
    • Transforming heterogeneous data assets (network, IT, digital) into industrialized and reusable data foundations.
    • Close collaboration with network, IT, data, cybersecurity, and business teams to align platforms, uses, and operational constraints.

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Education

  • MBA Artificial Intelligence Data and
    Google Agile
    2025
    MBA Intelligence artificielle Data et
  • Azure data science
    Azure data science

Skill set

Categories

  • Other