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Dinol NgokaDN

Dinol Ngoka

Data Scientist Senior | Fraud, scoring, churn, AI

€620/day
Paris, FR
3-7 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Dinol

Data Scientist specialized in fraud, churn, scoring, and data automation topics, with over 5 years of experience in banking, insurance, and telecommunications.

I help risk, audit, marketing, and performance teams leverage their data to solve concrete problems with high business impact.

I work on fraud detection, scoring, churn, customer segmentation, audit analytics, and control automation using Python and SQL.

I am involved in the entire value chain: scoping, data preparation, modeling, industrialization, and reporting.

Examples of achievements:

- reduction of fraud rate from 35% to 2.8%
- development of churn and customer segmentation models
- automation of data controls for audit missions
- creation of an AI-based document search engine

I operate in demanding environments with high expectations for reliability, traceability, and business impact.
  • French

    Native or bilingual

  • English

    Conversational

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

Experience

  • BRED Banque Populaire
    Data Scientist - General Inspectorate
    BANKING AND INSURANCE
    June 2025 - Today (1 year and 2 months)
    Joinville-le-Pont, France
    Data support for internal audit and General Inspectorate missions, with strong emphasis on reliability, traceability, automation, and operational efficiency.

    Achievements:

    - data preparation, controls, tests, and targeted analyses for audit missions
    - design of automated data tests to detect anomalies, inconsistencies, and weak signals
    - implementation of robust and reproducible data pipelines
    - automation of recurring data collection, cleaning, control, and reporting processes
    - development of an AI-based document search engine to leverage audit reports, procedures, and histories
    - contribution to the efficiency of inspectors and knowledge capitalization

    Stack:
    Python, SQL, NLP, Generative AI, automation, data quality, audit analytics
    Generative AI Python Programming Audit SQL Automation
  • Free Mobile
    Data Scientist
    TELECOMMUNICATIONS
    January 2023 - May 2025 (2 years and 4 months)
    Montpellier, France
    Involved in strategic fraud, churn, and performance management topics in a large-scale data environment.

    Achievements:

    - design and deployment of fraud detection models for phone rentals
    - reduction of fraud rate from 35% to 2.8%
    - development of predictive churn models to feed targeted retention strategies
    - implementation of advanced segmentations to improve customer knowledge and marketing effectiveness
    - creation of interactive dashboards for KPI monitoring and decision support
    - creation, maintenance, and evolution of industrialized data and AI products

    Technical Environment:
    Python, SQL, MLflow, Airflow, ClickHouse, MySQL, MongoDB, Tableau, Streamlit, Grafana
    data-integration Data science SQL Python Programming Fraud detection
  • Harmonie Mutuelle
    Data Scientist
    BANKING AND INSURANCE
    March 2020 - December 2022 (2 years and 9 months)
    Laxou, France
    First Data Scientist in the team within a Statistics / R&D unit, with the objective of introducing data science approaches into existing practices.

    Achievements:

    - structuring and disseminating data science methods in statistical and R&D work
    - development of customer segmentation models to improve behavior understanding
    - building predictive models to anticipate churn
    - calculation and exploitation of customer value to guide retention and offer strategies
    - supporting business teams in adopting a data-driven approach
    - creation of decision-making dashboards for performance management

    Technical Environment:
    Python, R, SQL, SAS, PySpark, Power BI
    SQL Data science SAS Enterprise Guide Customer knowledge Python

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Education

  • Master Applied Mathematics, Statistics
    University of Montpellier
    2019
  • Master Information Systems Management
    IAE Montpellier
    2019

Skill set

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