Senior Data Scientist, Global Operations Intelligence, SMAI
Core
Develop optimization and predictive models to improve factory capacity utilization, throughput, and bottleneck management in semiconductor manufacturing.
Role type
Senior IC data scientist (operations research & optimization)
Builds
Production ML models, optimization algorithms, and decision-support tools for factory capacity planning
Domain
Semiconductor manufacturing / Operations Research
Deliverable
production ML models
Required skills
Mathematical optimization, statistical modeling, machine learning, reinforcement learning, algorithm development, Python, R, MATLAB, simulation pipelines, data analysis, predictive modeling
Preferred skills
PhD in Operations Research/Industrial Engineering, semiconductor manufacturing experience, discrete-event simulation, cloud platforms, model deployment
Technologies
Python, R, MATLAB, optimization engines, simulation platforms, MES, ERP, APS
Responsibilities
Build mathematical models for capacity planning and production allocation; Apply operations research techniques (linear/mixed-integer programming, stochastic optimization); Develop predictive and prescriptive analytics models for capacity demand and bottleneck prediction; Partner with manufacturing teams to analyze tool capability and process flows; Translate analytical findings into actionable insights for business leaders
Seniority
Senior, hands-on IC