Astrid Walle is a Turbo Machinery Engineer at Siemens Energy since March 2023, specializing in technologies, data applications, and tools to enhance turbomachinery performance using AI and data-driven insights. Astrid operates as a freelance expert through Astrid Walle CFDsolutions, providing numerical solutions and data analysis in fluid dynamics and aeromechanics since October 2020. Previous roles include Product Manager at Neural Concept, AI Development Specialist at Rolls-Royce, and Senior Data Analyst at Vattenfall. Astrid’s early career includes research positions at Technische Universität Darmstadt and internship experience at Lufthansa Technik AG and Airfoil Services Sdn Bhd. Astrid holds a Dr.-Ing. in Computational Engineering and a Diploma in Mechanical Engineering from Technische Universität Darmstadt, along with educational training at the Indian Institute of Science.