Profil professionnel
Vue d'ensemble
Expérience
Formation
Compétences
Informations complémentaires
Langues
Disponibilités professionnelles
Chronologie
Data Scientist

Carole Pruvost

Orange Innovation - IT-S
Antony

Profil professionnel

Data Scientist with more than 20 years of experience in software development, telecommunications, system architecture, project management, data science and artificial intelligence.

Selected to participate in Orange's AI & Data Expert selection process, I design data and AI solutions that address business needs and make complex technical concepts accessible to diverse stakeholders.

My experience combines data analysis, AI use-case assessment, product ownership, architecture, technical coordination and business transformation. I am currently focused on generative AI, agentic AI, data products, responsible AI and the development of scalable solutions.

2
Languages
3
years of post-secondary education
18
Années d'expérience

Expérience

Project Manager

2 Years 8 Months
Orange Innovation - IT-S | Châtillon | 2017.11 - 2020.07

MyOrange MEA – Project Deployment Manager - 2019 - 2020

  • Led the deployment of the My Orange project for 5 MEA countries
  • Coordinated business and technical teams to ensure smooth implementation and delivery.
  • Managed the project plan, milestones, dependencies, risks and stakeholder communication.
  • Monitored deployment readiness and service quality.
  • Supported issue resolution and coordination during the deployment phases.

MyOrange MEA – Product Owner - 2017-2019

  • Led product development within an Agile Scrum framework.
  • Translated customer and business needs into clear priorities and deliverable outcomes.
  • Defined and maintained the product backlog.
  • Facilitated collaboration between business, design, data and technical teams.
  • Supported sprint planning, sprint reviews and continuous improvement.
  • Monitored product performance and customer feedback to guide future enhancements.

End-to-End Multiservice Architect

6 Years
Orange Innovation - IT-S | Châtillon | 2011.11 - 2017.11

End-to-End Multiservice Architect -

  • Studied and designed the migration of Liberia's mobile money solution to the Orange Money platform.
  • Assessed the existing solution and defined the target architecture.
  • Defined the migration approach, dependencies and implementation requirements.
  • Coordinated technical teams and stakeholders throughout implementation and integration.
  • Supported migration planning, testing and go-live readiness.
  • Contributed to service continuity and data integrity during the migration.

Orange Money – Technical Architect - 2012-2016

  • Managed the technical evolution of the Orange Money platform to support rapid service growth.
  • Delivered short-term improvements to increase capacity and maintain service performance.
  • Designed a new target architecture for the mobile money ecosystem.
  • Defined architecture requirements related to quality of service, security, scalability and resilience.
  • Coordinated stakeholders and technical teams throughout the platform transformation.
  • Redesigned operational processes with infrastructure operations teams.
  • Supported the platform's ability to meet Orange Money's quality-of-service requirements.

Qualification, Integration & Metrology Manager

4 Years 2 Months
Orange Innovation - DPS | Jasmin | 2007.09 - 2011.11

IAMP & MSAP Products

  • Defined and supervised qualification, integration and measurement strategies.
  • Management d'une équipe de [Nombre] personnes.
  • Coordination de l'activité de l'équipe au quotidien, gestion du planning et distribution des tâches.
  • Coordinated test plans, resources, schedules and deliverables.
  • Ensured that systems and services met technical, functional and quality requirements.
  • Analyzed test results and performance indicators.
  • Identified issues and coordinated corrective actions.
  • Worked with engineering, product and operations teams to support releases and continuous improvement.
  • Implemented test automation to improve test coverage, execution speed and consistency.
  • Selected and maintained automated testing tools and frameworks.
  • Integrated automated tests into continuous integration processes.
  • Monitored test results and resolved failures with technical teams.

Software Development Engineer

4 Years 10 Months
Orange Business | Paris | 2002.11 - 2007.09

Software Development Engineer – IVR & SMS Services

  • Designed and developed voice and SMS services, including 1014, 1016 and enterprise IVR solutions.
  • Worked on solutions for customers including Groupama Bank and Crédit Agricole.
  • Implemented service features and integrated them with telephony and messaging platforms.
  • Contributed to testing, deployment and maintenance activities.
  • Supported the evolution and reliability of communication services.

Data Scientist

6 Years 4 Months
Orange Innovation | Châtillon | 2020.07 - Actuel

Talk to Your Data – Product Owner and Data Scientist - Since may 2026

  • Contribute to the development of a “Talk to Your Data” solution for projects within Orange's CESE division.
  • Address customer needs related to the Bot and Haiku projects.
  • Design a flexible and modular data product that can be adapted to projects across the Orange Group.
  • Coordinate product, data and technical considerations to support the solution's development and scalability.
  • Contribute to the definition of use cases and the continuous improvement of the product.

Orange Bot Collection – Data Factory – Data Scientist and Product Owner - since 2023

  • Analyze conversational data from bots across Africa and the Middle East, covering approximately 40 million customers.
  • Design and manage enhancements to the Bot MEA data model.
  • Define and calculate business, COPC and financial KPIs.
  • Designed interactive visualizations to improve the interpretation and communication of analytical results..
  • Apply advanced analytics to conversational data to identify customer needs.
  • Support countries in implementing the most appropriate bot solutions.
  • Coordinate business and technical stakeholders throughout product development.
  • Contribute to the continuous improvement of data quality, reporting and decision-making.

Haiku – Fraud Detection – Data Scientist & Data Engineer since january 2026

  • Design machine-learning solutions to detect fraudulent paid-subscription sign-ups in Belgium.
  • Contribute to the development of data processing and fraud detection capabilities.
  • Analyze fraud-related data and identify relevant detection approaches.
  • Collaborate with technical and business stakeholders to address fraud-related use cases.
  • Collaborate with technical and business stakeholders to address fraud-related use cases.

Formation

Data Engineer Pathway (Upskilling)

Orange | 2025 - 2026

Specialized Master's Degree - ATOMS - Multiservice Architecture for Telecom

Telecom Paris Tech | Paris | 2010.09 - 2011.12

Diplôme d'ingénieur - Computing Science

EPF School of Engineering | Sceaux | 2000.09 - 2002.09

Compétences

Artificial Intelligence & Data
Data science and data analysis
Data mining and data management
AI use-case assessment
Generative AI and agentic AI
Large Language Models and RAG
LangChain
LangGraph and LangSmith
Model Context Protocol
Anomaly detection
Data visualization
Responsible AI and frugal AI
Data privacy and protection
Data & AI Engineering
Python
Java
Elasticsearch
LLMOps
DevOps and CI/CD
Continuous integration
Test automation
Linux
Web development
Architecture & Telecommunications
Cloud architecture
IT infrastructure
System architecture
Network and telecommunications
Security concepts
Scalability and resilience
Open-source compliance
Product & Project Management
Product ownership
Agile and Scrum methodologies
Project management
Cross-functional coordination
Resource management
Strategy and prioritization
Business and technical alignment
Stakeholder management
Continuous improvement
Professional Strengths
Analytical thinking
Problem solving
Solution orientation
Pragmatism
Attention to detail
Creativity
Knowledge sharing
Intellectual curiosity
Adaptability

Informations complémentaires

  • Peinture
  • Pratique de la danse , tennis

Langues

Anglais
Opérationnel
Chinois (mandarin)
Débutant

Disponibilités professionnelles

lundi
mardi
mercredi
jeudi
vendredi
samedi
dimanche
matin
après-midi
soirée
Faites glisser pour parcourir

Chronologie

Data Scientist
Orange Innovation
2020.07 - Actuel
Project Manager
Orange Innovation - IT-S
2017.11 - 2020.07
End-to-End Multiservice Architect
Orange Innovation - IT-S
2011.11 - 2017.11
Telecom Paris Tech
Specialized Master's Degree from ATOMS - Multiservice Architecture for Telecom
2010.09 - 2011.12
Qualification, Integration & Metrology Manager
Orange Innovation - DPS
2007.09 - 2011.11
Software Development Engineer
Orange Business
2002.11 - 2007.09
EPF School of Engineering
Diplôme d'ingénieur from Computing Science
2000.09 - 2002.09
Orange
Data Engineer Pathway (Upskilling)
2025 - 2026
Carole PruvostData Scientist