About Fatiha
English
Fluent
French
Native or bilingual
Experience
- Sanofi R&DContractor: Clinical Modeling & Simulation BiostatisticianPHARMACEUTICALS INDUSTRYNovember 2014 - June 2024 (9 years and 7 months)Chilly-Mazarin, France
- Lead for pharmacodynamic Modeling and Simulation (M&S) projects: M&S methodology, design and analysis plan, datasets derivation, M&S and advanced exploratory analysis implementation, report, poster and publication drafting.
- Research in the methodology of dose-response and exposure-response analysis for efficacy and safety endpoints in oncology, immunology …
- Research in the methodology of statistical predictive models' development (linear/non-linear mixed model, survival, logistic…), adaptation and implementation for complex data (population heterogeneity, inclusion criteria impact, simple size limit, inert-intra patients' variability, confounding factors...)
- Simulations of different scenarios (in silico trials for dose and frequency selection, control comparison, benefit/risk optimization, inclusion/exclusion criteria impact)
- Advanced exploratory and confirmatory analysis to support clinical study design and new drug submission (population matching methods using RWD, external control arm, sub-groups identification, inclusion exclusion criteria)
- Model based Meta-analysis
- Surrogate clinical endpoints in oncology
- Advanced exploratory analysis, Supervised and unsupervised mathematical methods to support clinical study design and decision-making using clinical, observational and RWD data (clustering, binary outcome prediction for efficacy and safety data, data dimension reduction, Random Forests, PCA…)
- Software used: SAS, R, Python, Monolix
- Therapeutic areas: Oncology (NSCLC, breast, multiple myeloma), rare disease and rare blood (Pompe disease, …), Immunology and Inflammation (Asthma, spontaneous urticaria, Atopic dermatitis…), type 2 diabetes.
- Collaboration with cross functional teams (clinicians, regulatory, pharmaco-metricians, HEOR or market access stakeholders …)
- Pierre Fabre OncologyContractor: Biostatistician in charge of Ad-hoc analysisPHARMACEUTICALS INDUSTRYJune 2025 - December 2025 (6 months)Boulogne-Billancourt, FranceBiostatistician in charge of Ad-hoc analysis and support to FDA submission and EMA post-submission dossier for an allogeneic T-cell immunotherapy treatment.- Ad-hoc statistical analyses using SAS software.- TFLs validation and review documents for CSR, clinical/safety modules update and Safety Update Report (pool data) for EMA reassessment and FDA dossier submission and questions.
- RocheContractor: Modeling and decision-making Biostatistician/Data MinerPHARMACEUTICALS INDUSTRYOctober 2012 - October 2014 (2 years)Boulogne-Billancourt, France
- Development and implementation of Ad-hoc analysis and predictive models for clinical and observational studies using SAS, R and BayesiaLab.
- Statistical Modeling analysis plan, implementation and validation, presentation and report drafting.
- Drug disease time-dependent progression models.
- Supervised and unsupervised machine learning for patients sub groups identification and patients' inclusion/exclusion criteria optimization (Bayesian networks, cubic classification, Random Forests, PCA…)
- Software used: R, SAS, BayesiaLab and cubic classification.
- Therapeutic areas: Oncology (breast, colon and lung), kidney disease (anemia)
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Education
- PhD applied mathematics in probabilities and statisticsPierre & Marie Curie University2005PhD applied mathematics
Certifications
- 1. NON-linear Mixed Effects Modeling & PDx-Pop: Intermediate, New and Advanced Features of NONMEM 7ICON2025
- Simulx from simple to complex simulationsSimulations Plus2025