Experience developing optimization models using real-world manufacturing or supply chain data, particularly models involving semiconductor capacity, wafer starts, yields, advanced packaging, substrates, PCBs, or other hardware constraints. Deep experience with LP/MIP solvers and mathematical programming environments such as MATLAB Optimization Toolbox, Gurobi, CPLEX, or similar technologies, including interpretation of dual variables and solver diagnostics beyond basic model execution.