ID1 YIELD ANALYSIS ENGINEER
Core
Characterize electrical data to identify device issues impacting yield and develop machine learning models for end-of-line performance prediction.
Role type
Yield Analysis Engineer
Builds
Yield improvement strategies and device performance prediction models
Domain
Semiconductor manufacturing
Deliverable
production ML models
Required skills
device physics, statistical analysis, failure isolation, data visualization, process correlation
Preferred skills
JMP, Klarity, Tableau, custom crunch logic development
Technologies
JMP, Klarity, Tableau
Responsibilities
Characterize electrical data to identify extrinsic and intrinsic device issues; Apply device physics knowledge to develop end-of-line device performance prediction using machine learning; Analyze end-of-line test, parametric, and fab data to identify design, process, and test issues; Develop new tools for yield analysis and implement machine learning techniques; Correlate inline inspection and parametric data with yield trends to identify process-related failure mechanisms.
Seniority
Mid-level, hands-on IC
