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Singapore
Onsite
Our vision is to transform how the world uses information to enrich life for all.
Join an inclusive team passionate about one thing: using their expertise in the relentless pursuit of innovation for customers and partners. The solutions we build help make everything from virtual reality experiences to breakthroughs in neural networks possible. We do it all while committing to integrity, sustainability, and giving back to our communities. Because doing so can fuel the very innovation we are pursuing.
Responsibilities include, but not limited to:
Work with an international team of data scientists, data engineers, solution architect, external solution provider, and our stakeholders in construction, facility, planning teams in a collaborative manner to create highly accurate digital twins of our fabs and enable more advanced capabilities, e.g., Photorealistic and physics-based simulation, etc.
Digital Twin Development
Build and maintain data-driven models representing fab processes, equipment behavior, and subfab utilities.
Integrate IoT sensor data, MES (Manufacturing Execution System) data, and facility data into the digital twin platform.
Predictive Analytics & Machine Learning
Develop algorithms for predictive maintenance, throughput optimization, and energy efficiency.
Apply statistical and ML techniques to forecast equipment failures, cycle time variations, and yield impacts.
Simulation & Optimization
Use simulation tools (e.g., NVIDIA Omniverse) to run what-if scenarios for layout changes, capacity planning, and process improvements.
Optimize fab workflows for cost, energy, and productivity.
Data Integration & Visualization
Design dashboards for real-time monitoring of fab KPIs (e.g., OEE, WIP, energy consumption).
Collaborate with engineering teams to visualize fab layouts and operational states in 3D environments.
Collaboration
Work closely with process engineers, facility planners, and IT teams to ensure seamless integration of digital twin solutions.
Support cross-functional projects involving AI, automation, and Industry 4.0 initiatives.
Required Skills
Master’s/Bachelor’s degree in Operations Research, Computer Science, Data Science or other quantitative disciplines with strong emphasis on optimization, simulation, and algorithmic problem-solving.
3+ years of experience in 3D modeling and Simulation (Omniverse, or similar) .
Strong proficiency in Python, R, SQL, and data engineering.
Experience with machine learning frameworks (TensorFlow, PyTorch) and simulation tools.
Knowledge of semiconductor manufacturing processes and fab operations.
Familiarity with IoT data pipelines, MES systems, and cloud platforms (AWS, Azure)
About Micron Technology, Inc.
We are an industry leader in innovative memory and storage solutions transforming how the world uses information to enrich life for all. With a relentless focus on our customers, technology leadership, and manufacturing and operational excellence, Micron delivers a rich portfolio of high-performance DRAM, NAND, and NOR memory and storage products through our Micron® and Crucial® brands. Every day, the innovations that our people create fuel the data economy, enabling advances in artificial intelligence and 5G applications that unleash opportunities — from the data center to the intelligent edge and across the client and mobile user experience.
To learn more, please visit micron.com/careers
All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, veteran or disability status.
To request assistance with the application process and/or for reasonable accommodations, please contact hrsupport_sg@micron.com
Micron Prohibits the use of child labor and complies with all applicable laws, rules, regulations, and other international and industry labor standards.
Micron does not charge candidates any recruitment fees or unlawfully collect any other payment from candidates as consideration for their employment with Micron.
AI alert: Candidates are encouraged to use AI tools to enhance their resume and/or application materials. However, all information provided must be accurate and reflect the candidate's true skills and experiences. Misuse of AI to fabricate or misrepresent qualifications will result in immediate disqualification.
Fraud alert: Micron advises job seekers to be cautious of unsolicited job offers and to verify the authenticity of any communication claiming to be from Micron by checking the official Micron careers website in the About Micron Technology, Inc.