Abdi Basid ADAN: Abdi-Basid ADAN (or Abdi-Basid Ibrahim Adan), Founder & CEO at HMD | Executive Director at tABCi | Research Scientist & Data Science Expert. Founder & CEO at HMD | Next Generation Mobility (Since 2024) : I am currently leading a strategic R&D initiative to redefine urban transportation through high-efficiency propulsion systems. To ensure the integrity of the intellectual property and technical milestones, HMD operates under strict confidentiality (Stealth Mode). My work focuses on the architectural design of next-generation mobility solutions, bridging the gap between advanced engineering and sustainable urban flight. Founder & Executive Director since 2017, I have been an independent researcher and the founder of The Abdi-Basid Courses Institute (tABCi), creating methodologies in econometrics, data science, and interdisciplinary research. My mission is to make advanced knowledge accessible through specialized training in applied statistics and data mining. Additionally, as a Research Associate at CERD (since 2018) and a Research Intern at the Climate Research Center (University of Burgundy, France) in 2024 and 2025. I welcome opportunities for collaboration