Design and build scalable systems Collaborate across disciplines Integrate AI and ML capabilities Write clean, maintainable code Think like a consultant Navigate ambiguity while demonstrating confidence, curiosity, and empathy Innovate through data-driven risks Demonstrate a Learning mindset