DATA SCIENTIST
Core
Analyze semiconductor manufacturing data to identify yield detractors, drive continuous improvement, 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 (SPC, DOE, FDC/EDA), Data Visualization (Dash, Plotly, Angular)
Preferred skills
Semiconductor fabrication processes, Device physics (CMOS), Memory architecture (DRAM/NAND), Advanced analytics for manufacturing
Technologies
Dash, Plotly, Angular, SQL, Python
Responsibilities
Collaborate with engineering teams to analyze inline/param/probe data; 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 technical concepts.
Seniority
Mid-level, hands-on IC