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Yohana Arévalo M.'s work experience starts in 2006 as an Analytics Consultant at CALA Analytics. Yohana later worked as an Analytics Advisor at Banco de Bogotá, then as a Campaign & Analytics Manager at Info-Tech Research Group. In 2010, they became a Business Intelligence Manager at BBVA and later a Customer Journey Analytics Manager at Banco de Bogotá. In 2016, Yohana joined SAS as a Presales Analytics Manager and also worked as a Data & Analytics Leader at Info-Tech Research Group. From 2017 to 2021, they served as an IT Dev & Innovation Manager at Corficolombiana. Currently, Yohana works as a Data & Analytics Director at Avianca.

Yohana Arévalo M. began their education by earning a degree in Ingeniería de Sistemas y Computación from Universidad Autónoma de Bucaramanga between 1995 and 2000. Yohana then pursued a Magister en Ingeniería de sistemas from Universidad de Los Andes from 2000 to 2002, focusing on Tecnologías de la Información (Big Data, Analytics, IA). In 2007, they attended Escuela Colombiana de Ingeniería Julio Garavito for a brief period to study Gerencia de Proyectos TI. In 2013, they obtained a Certificación Internacional en Medios de Pago from Tecnológico de Monterrey. Additionally, they have obtained certifications in DBA from Oracle in 2015, SAS Certified Predictive Modeler Using Enterprise Miner from SAS in 2011, and IBM SPSS Modeler for Analytics from IBM in 2006.