Full-timeTech & engineering· Posted 3 Oct

Research Engineer/ Senior Research Engineer (FAB Data & Automation), IME

A*STARFrom company site

Salary

Not stated by the company

When

Full-time hours

Where

Singapore

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Start: Not stated
Work mode: On-site
Experience: Some experience

About the role

A data and automation team at a semiconductor research institute is looking for a data analytics and AI specialist. You will build data-driven solutions that support fab operations, working alongside process engineers, equipment specialists and IT colleagues. It suits someone with a strong analytics and machine learning background who enjoys turning large volumes of manufacturing data into practical insights.

What you'll do

Design, build and run scalable data pipelines that ingest, clean and structure large, fast-moving data from fab tools such as sensors, MES, EDA and APC systems
Apply advanced analytics, machine learning and AI methods, including computer vision, time-series forecasting, anomaly detection and reinforcement learning, to improve manufacturing outcomes

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Build predictive and prescriptive models for yield prediction and root cause analysis

Build models for equipment health monitoring and predictive maintenance

Build models for real-time process control and fault detection

Build models for defect classification and pattern recognition

Work with cross-functional teams to turn business problems into analytical frameworks and measurable KPIs

Deploy and monitor machine learning models in production, keeping them reliable, scalable and compliant with fab data governance standards

Keep up with emerging AI and ML technologies and assess how they apply to semiconductor manufacturing

Document methods, share findings through dashboards and reports, and support continuous improvement

Good to know

Based in Singapore

Requirements

Bachelor's degree or higher in data science, computer science, electrical engineering, industrial engineering, applied mathematics or a related field
At least 2 years of experience applying data analytics or machine learning in semiconductor manufacturing or fab automation
Knowledge of semiconductor processes such as lithography, etch or deposition, or equipment data standards such as SECS/GEM or GEM300
Strong programming skills in Python (pandas, scikit-learn, TensorFlow or PyTorch) and SQL
Experience with time-series data, sensor data, or structured and unstructured manufacturing data
Familiarity with cloud platforms such as AWS, Azure or GCP and big data tools such as Spark or Kafka

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Research Engineer/ Senior Research Engineer (FAB Data & Automation), IME

About the role

What you'll do

Good to know

Requirements

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