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Ivo Petiz has extensive experience in software engineering and data analytics, currently serving as a Sports Quant Dev at Amelco Limited since January 2025. Prior roles include Senior Software Engineer at FABAMAQ from March 2016 to December 2024 and Researcher at Instituto de Telecomunicações from February 2011 to July 2015, where Ivo focused on data-driven network security and social media analytics. Ivo developed advanced data analysis and statistical models for network traffic classification and anomaly detection, implemented data pipelines, and conducted predictive analytics. Additionally, Ivo designed data collection strategies for social media bot detection and performed exploratory data analysis to uncover bot behavior patterns. Educational qualifications include a Master's degree in Computer Science from Universidade de Aveiro, a CCNA certification from Cisco Networking Academy, and a pedagogical aptitude training course for IEFP certified trainers.