About Fatima Zohra
French
Native or bilingual
English
Conversational
Experience
- Axa FranceActuarial Studies OfficerBANKING AND INSURANCESeptember 2023 - September 2024 (1 year)Nanterre, France
- Development and optimization of SAS programs to process contractual data (contracts, policyholders, premiums, liabilities) in civil liability and construction, integration of new business rules, and production of reports and dashboards for management.
- Organization of meetings with legal teams and cross-functional teams to validate rules and present results, enabling comprehensive data management and liability reporting to the group.
- Design of a program to index guarantees and deductibles, taking into account the impact of inflation, with validation of results in collaboration with the cross-functional team.
- Design of a method for estimating premiums for new prospects by identifying similar clients using an algorithm based on Levenshtein distance (Thesis defense).
- institut de risque et d'assurance (université du mans)Cross-functional Project – Road Accident Analysis (Data Science / Machine Learning)BANKING AND INSURANCEJanuary 2024 - June 2024 (5 months)Le Mans, France
- Collection & cleaning of massive datasets (public, socio-economic, demographic, road accident databases).
- Creation of new relevant variables (seasonality, weather conditions, geolocation, time of day).
- Implementation of Machine Learning models: logistic and multinomial regressions, PCA for dimensionality reduction.
- Hyperparameter optimization with GridSearch and cross-validation.
- Development of a road risk score per municipality combining injuries, hospitalizations, and deaths.
- Creation of interactive visualizations to analyze the impact of key factors on accident frequency.
Tools: R (ggplot2, caret), RStudio - institut de risque et d'assurance (université du mans)Non-Life Actuarial Project – Pricing (GLM)BANKING AND INSURANCEMarch 2024 - June 2025 (1 year and 3 months)Le Mans, France
- Modeling of claims frequency for a "water damage" guarantee in home insurance.
- Descriptive analysis and exploration of a database with over 1 million records to identify explanatory variables (age, history, type of dwelling).
- Use of GLMs to estimate claims frequency and cost.
- Segmentation of claims (attritional vs. severe) to refine pricing.
- Statistical validation (Fisher tests, QQ-plots, residuals).
Tools: R (glm, MASS)
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Education
- Actuarial Scienceactuariat
- Master of Actuarial ScienceInstitute of Risk and Insurance of Le Mans2024Master Actuariat
Certifications
- Diploma on Mastering Machine Learning with Ralison