DATA SCIENTIST
Core
Analyze semiconductor manufacturing data to optimize yield, reduce defects, and support process improvement using data science and machine learning.
Role type
Data Scientist (Semiconductor Manufacturing)
Builds
Yield optimization strategies, automated data pipelines, and defect reduction models for semiconductor fabrication.
Domain
Semiconductor manufacturing / Data Science
Deliverable
production ML models | dashboards & analysis
Required skills
Python, SQL, Statistical Analysis (SPC, DOE, FDC/EDA), Data Visualization, Machine Learning fundamentals
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 ML to solve yield issues; Assist engineers in running Design of Experiments (DOE); Develop automated reports and dashboards for engineering stakeholders.
Seniority
Individual Contributor
