Yield Product Development Engineer
Core
Develop methods, processes, and systems to analyze big data sources for defect mode understanding and yield modeling to enhance manufacturability and yield across technology nodes.
Role type
Senior IC yield product development engineer
Builds
Process development roadmaps, multivariate algorithms, AI/ML applications, and measurement recipes for leading-edge logic nodes
Domain
Semiconductor manufacturing / Yield engineering
Deliverable
production ML models
Required skills
Statistical analysis, Machine learning, Data visualization, Multivariate algorithm development, Root cause analysis, Design of experiments, Coding techniques, Process data interpretation
Preferred skills
Data analysis systems experience, Yield projection with EOL signals, Project/program management, Matrix organization navigation
Technologies
Advanced statistics, Machine learning frameworks, Data analysis software tools, EOL signal systems
Responsibilities
Develop methods to consolidate and analyze diverse big data sources for defect mode understanding and yield modeling; Perform statistical analysis, create visualizations, and construct process development roadmaps; Extract insights from structured and unstructured data using advanced statistics, machine learning, and coding techniques; Develop multivariate algorithms and tools to identify root cause yield limiters; Collaborate with design teams to resolve yield issues; Execute new product introductions and participate in design of experiments; Develop measurement recipes for rapid feedback on product integrity; Create and harden systems for leading-edge logic nodes; Develop AI/ML applications to bridge design and manufacturing; Document technical procedures and debug equipment/software failures.