About Marwen
French
Native or bilingual
English
Fluent
Arabic
Native or bilingual
Experience
- JULESData ScientistFASHION AND COSMETICSJanuary 2020 - Today (6 years and 5 months)Roubaix, FranceData Team (20 people), using agile/Scrum methodology, in collaboration with the teamProject “Pricing: development of a machine learning model to define the fair price of a garment based on transactional data”• Collection, cleaning, and structuring of multi-source data (Python, SQL, Snowflake, BigQuery, Cloud Storage, Excel, CSV) to build reliable and usable datasets for analysis and modeling.• Descriptive and exploratory analysis to identify key trends and variables influencing sales.• Creation and selection of new features, with analysis of their importance to evaluate their impact on predictive performance.• Comparison and testing of several pricing models, selecting the best performing one.• Development of a predictive model to estimate seasonal sales profiles and refine forecasts.• Development of a pricing model based on product attractiveness, integrating estimation of demand decay, elasticity calculation, clustering, and sales simulation to recommend the optimal price.• Development of Streamlit applications for the sales profile prediction model and the pricing model.• Deployment of applications on Cloud Run and Snowflake.Ad-hoc analyses:• Price strategy analysis (impact of new prices on sales)• Sales performance analysis by customer segment (age, gender, tenure, …)• Analysis of sales predictions made by external providers (comparison with actual sales)Technical environment: Python, Pandas, SQL, Snowflake, Streamlit, GCP, BigQuery, Vertex AI, Cloud Run, Cloud Storage, NumPy, Matplotlib, Plotly, Scikit-learn, XGBoost, LightGBM, K-Means
- DELTA FOODSData ScientistAGRICULTUREJanuary 2020 - August 2023 (3 years and 7 months)Paris, France• Collection, cleaning, and structuring of multi-source data.• Normalization and preparation of reliable datasets for modeling (Python, Pandas, SQL).• Development and automation of a complete data processing pipeline (Python + SQL + Talend). Data analysis:• Sales analysis: seasonality, market trends, product/range performance, customer segmentation.• Analysis of raw material costs, margins, and turnover to optimize commercial performance and profitability.• Construction and automation of reporting: daily, weekly, monthly, and annual.• Creation of Power BI and Excel dashboards for operational management.• Product/customer segmentation (clustering) and analysis of purchasing behaviors. Machine learning:• Development of predictive models to forecast sales and anticipate stock levels, optimizing production planning and reducing stockouts and overstocks.• Development of a pricing model integrating raw material costs, seasonality, and market trends to recommend optimized prices.• Model optimization to improve forecast and recommendation accuracy. Technical environment: Python, Pandas, NumPy, SQL, Scikit-learn, Prophet, ARIMA, LightGBM, Talend, Power BI, SQL Server, Excel.
- Esky webData Developer / DjangoDIGITAL AND ITJanuary 2019 - December 2019 (11 months)Tunis, Tunisia• Modeling, structuring, and optimizing PostgreSQL databases used by internal applications.• Development of back-end interfaces, enabling reliable data exposure, filtering, and aggregation for users and internal dashboards.• Writing SQL queries for operational data extraction, analysis, and reporting.• Development of Python scripts to automate repetitive tasks (data cleaning, table updates, integrity checks), reducing manual workload for teams.• Contribution to improving data quality: anomaly correction, integrity rule verification, structure normalization, and performance optimization.• Collaboration with the project team to transform business needs into efficient data models, ensuring the consistency and performance of critical queries.• Development of internal tools for simple consultation and visualization (tables, Excel/CSV exports) to help teams better leverage data. Technical environment: Python, Django, SQL, PostgreSQL, HTML/CSS, JavaScript (jQuery).
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Education
- MasterFaculty of Sciences of Tunis2012Master
- Bachelor's degree —Higher School of Sciences and Techniques of Tunis2009Licence —