About Carine
French
Native or bilingual
Experience
- Cpam de la Loire (Assurance Maladie)Developer – Data Analyst & NLP / AutomationPUBLIC SECTORJanuary 2025 - Today (1 year and 7 months)Saint-Étienne, FranceDevelopment & Automation:
- Development and improvement of internal tools in Symfony / PHP / MySQL
- Automation of recurring processes via Python scripts, particularly for managing Excel files, web scraping (Selenium), and business data flows
- Creation of interactive visualizations and reporting with Qlik Cloud and Power BI
- Business data modeling and analysis: activity indicators, processing of internal databases
NLP & Machine Learning:- Analysis of verbatim data collected during surveys or user feedback
- Linguistic cleaning of texts with spaCy and spell checkers
- Training of supervised classification models (CamemBERT) for automatic sentiment categorization (positive / neutral / negative)
- Pipeline with preprocessing, vectorization, F1-score per class, early stopping
- Integration of results into reporting or visualization tools
Technical Environment:Symfony 6, PHP, MySQL, Python, pandas, scikit-learn, spaCy, CamemBERT (transformers), OpenPyXL, Selenium, Power BI, Qlik Cloud - CETAF - Centre Technique d'Appui et de FormationDigital Project ManagerMEDICALFebruary 2005 - December 2024 (19 years and 10 months)Saint-Etienne, FranceDeveloper & Digital Tools / Data & Mapping Referent2019 – 2024Context:Cross-functional role for the French National Health Insurance Fund (Assurance Maladie). Interventions at the intersection of development, data analysis, and strategic communication.Application Development & Maintenance:
- Development of specific features on internal business tools in PHP / Symfony
- Database management (MySQL), form creation, information flow processing
Data Analysis & Automation:- Creation and automation of activity reports (Qlik Cloud and Power BI)
- Development of scripts to clean, transform, and consolidate data
- Construction of manual or semi-automated pipelines, using office tools or Python
Mapping & Territorial Visualization:- Production of interactive maps (Leaflet, Qlik Cloud, and Power BI)
- Integration of geographical data
- Creation of dynamic thematic maps (e.g., distribution of target populations, participation rates in health check-ups)
Technical Environment:Symfony, PHP, MySQL, HTML, JS, Advanced Excel, Python (pandas, geopandas), GeoJSON, Leaflet, Qlik Cloud, and Power BI
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Education
- Brevet d'État (BÉ) de niveau 6, Concepteur Développeur d'Application spécialisationGrenoble Ecole de Management2023Brevet d'État (BÉ) de niveau 6, Concepteur Développeur d'Application spécialisation
- DESS, SOCIOLOGIE APPLIQUEE AU DVP LOCALUniversité Lyon 22002DESS, SOCIOLOGIE APPLIQUEE AU DVP LOCAL
Certifications
- Data AnalystGrenoble Ecole de Management2023
- Artificial Intelligence ProgramIBM SkillsBuild2024