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Lili Ruffel is a data engineer at SymphonyAI since May 2022, skilled in Bash, scripting, crontab, and Docker, focusing on data pipelines and analysis using Tableau. Previously, Lili served as a machine learning engineer at Swiss Life France, where responsibilities included implementing machine learning algorithms and ensuring data quality. Lili's earlier roles included teaching and academic assistance at Toulouse Business School, research activities at INSA Toulouse, and contributions to project management research at LAAS-CNRS, where important KPIs and methodologies were developed. Lili also held a quality engineer position at KEYE Manufacturing, engaging with stakeholders to improve quality methods. Lili's education encompasses a Master 2 in Data Science from the University of Paris I: Panthéon-Sorbonne and a doctorate in Industrial Engineering from INSA Toulouse.