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Hayat Cheballah has a diverse work experience spanning various roles and industries. In 2010, they worked as an Ingénieure de recherche et enseignante at Université Paris Est Marne-la-Vallée, specializing in data analysis. Hayat continued their research work as an Ingénieur de recherche - specializing in data analysis for cryptography at Université de Caen Basse-Normandie in 2012. In 2013, they transitioned into a consultancy role as a Consultante en financement de l'innovation at F. INICIATIVAS, where they stayed until 2018. During the same period, they also took on the role of Project Manager in Innovation and R&D at IMS Networks from April to September 2018. Since October 2018, Hayat has been working as the VP of AI Services at JoliBrain. Most recently, in March 2022, they joined SDIS 31 as a Sapeur-pompier volontaire.

Hayat Cheballah completed a Master's degree in Mathematics and Computer Science at Université Paris 13 from 2006 to 2007. Hayat then pursued a doctorate in Mathematics and Computer Science at the same institution from 2007 to 2010.