Demonstrated interest in or exposure to AI-enabled tools, language models (Copilot, GPT), Python, MATLAB, or VBA for data analysis, modeling, engineering design, or workflow automation through prior coursework, labs, research, projects, internships, or extracurricular activities. Analytical, engineering, and structured problem-solving skills, including the ability to define and interpret technical requirements, investigate unexpected outcomes, identify root cause, troubleshoot issues, test hypotheses, apply evidence-based reasoning, and validate conclusions.