Strong optimisation background (linear programming, operations research, constrained optimisation) Hands-on ML / data science experience building and shipping models Production mindset with experience designing, deploying, and maintaining cloud-based ML or optimisation systems First-principles thinking for ambiguous problem spaces Strong Python skills and experience with the standard data science stack Commercial awareness