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Manuel Fontenla Cadavid has a diverse work experience spanning multiple industries. Manuel started their career in 2012 as an Editor at Weblogs SL and worked there until 2015. In 2014, they also worked as a Research Assistant at the University of A Coruna. From 2015 to 2016, they worked as a Research Assistant at the Unidad Mixta de Investigación REPSOL-ITMATI (UMI). In 2016, they joined CITIC Centro de Investigacion TIC - Universidade da Coruña as a Researcher until 2017. Following that, they worked as a Business Analyst at Inditex from 2017 to 2019. Manuel then joined BIMBA Y LOLA as a Data Scientist and worked there until 2021. Currently, they are employed as a Data Analyst at Ontruck.

Manuel Fontenla Cadavid obtained a Licenciatura en Ciencias Políticas y de la Administración degree from Universidad de Santiago de Compostela, where they studied from 2005 to 2011. Later, they pursued a Máster Universitario en Técnicas Estadísticas from the same university, completing it between 2012 and 2014.

In addition to their formal education, Manuel also obtained several certifications in various data-related subjects. These include courses such as "The Analytics Edge" from edX in July 2016, "Algorithmic Toolbox" from Coursera in April 2016, "Developing Data Products" from Coursera in October 2015, "Practical Machine Learning" from Coursera in October 2015, "Regression Models" from Coursera in June 2015, "Statistical Inference" from Coursera in June 2015, "Exploratory Data Analysis" from Coursera in March 2015, "Getting and Cleaning Data" from Coursera in March 2015, "R Programming" from Coursera in March 2015, "Reproducible Research" from Coursera in March 2015, and "The Data Scientist's Toolbox" from Coursera in March 2015.