Data Scientist
Core
Analyze semiconductor manufacturing data to identify yield detractors, optimize processes, and support defect reduction strategies.
Role type
Data Scientist (Semiconductor Manufacturing)
Builds
Automated reports and dashboards for engineering stakeholders
Domain
Semiconductor manufacturing / Yield optimization
Deliverable
production ML models | dashboards & analysis
Required skills
Python, SQL, Statistical Analysis, Data Visualization, DOE, SPC, FDC/EDA
Preferred skills
Semiconductor fabrication knowledge, Memory architecture (DRAM/NAND), Advanced analytics for manufacturing
Technologies
Dash, Plotly, Angular
Responsibilities
Analyze inline/param/probe data to identify yield detractors; Extract and cleanse datasets from SQL databases and sensor networks; Apply statistical modeling and machine learning to solve yield issues; Assist engineers in running Design of Experiments (DOE); Develop automated reports and dashboards to communicate project outcomes.
