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Aran B. Tcholakian M. has extensive experience as a researcher and developer at Instituto Stela since September 1995, focusing on data analysis, business intelligence, data science, indicators, KPIs, data warehousing, data lakes, and machine learning techniques. Additionally, Aran has served as a professor at UNISUL since March 1997, teaching and researching in areas related to data analysis, business intelligence, and artificial intelligence, while also supervising undergraduate and graduate theses. Aran holds a Master's and Doctorate in Operational Research with a specialization in Artificial Intelligence from Universidade Federal de Santa Catarina and a Bachelor's degree in Computer Systems Engineering from Universidad de la República.