Staff Data Scientist, Global Operations Intelligence, SMAI Singapore, Singapore

Micron Technology, Inc; Singapore; Vor Ort; SGD 70.000 - 110.000; Vollzeit

Zusammenfassung

Micron Technology, Inc is looking for a Staff Data Scientist to join their Global Operations Intelligence team in Singapore. The role focuses on developing optimization models and applying advanced analytics to improve manufacturing processes. Candidates should have a Master’s degree in a relevant quantitative field and strong experience in mathematical optimization.

This position offers the chance to engage with cross-functional teams and make a significant impact on Micron's operational efficiency. A collaborative approach and strong communication skills are essential for success.

Qualifikationen

• Strong experience in mathematical optimization and simulation.
• Proficiency in programming languages such as Python or R.
• Experience with optimization libraries or solvers.

Aufgaben

• Develop optimization models to improve factory capacity utilization.
• Analyze tool capability and recommend optimization opportunities.
• Build predictive analytics models using manufacturing datasets.

Kenntnisse

Mathematical optimization

Machine learning

Data analysis

Python

Simulation

Ausbildung

Master’s degree in Operations Research, Industrial Engineering, Data Science, or related field

Tools

Gurobi

CPLEX

Power BI

Jobbeschreibung

Staff Data Scientist, Global Operations Intelligence, SMAI | Micron Technology # Single PositionChange the world through innovationView All Jobs## Staff Data Scientist, Global Operations Intelligence, SMAISingapore, SingaporeApply NowFind out how well you match with this jobJob IDJR105229**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.## Key Responsibilities### Capacity Optimization & Advanced Analytics* Develop optimization models to improve factory capacity utilization, throughput, cycle time, tool loading, and bottleneck management.* Build mathematical models for capacity planning, production allocation, constraint identification, and investment prioritization.* Apply operations research techniques such as linear programming, mixed-integer programming, constraint programming, stochastic optimization, and simulation-based optimization.* Design algorithms to support factory maxout strategies and identify opportunities to unlock additional capacity without unnecessary capital investment.### Semiconductor Manufacturing Problem Solving* Partner with manufacturing, industrial engineering, planning, equipment, process, and business teams to understand capacity constraints and operational challenges.* Analyze tool capability, process flows, product mix, WIP movement, cycle time, dispatching rules, and factory constraints to recommend optimization opportunities.* Support scenario analysis for capacity expansion, product mix changes, technology transitions, and capital planning decisions.* Develop data-driven recommendations that improve decision quality across tactical and strategic planning horizons.### Data Science, AI/ML & Decision Intelligence* Build predictive and prescriptive analytics models using large-scale manufacturing and planning datasets.* Apply machine learning techniques to forecast capacity demand, identify abnormal patterns, predict bottlenecks, and recommend operational actions.* Integrate optimization engines with data pipelines, visualization dashboards, and decision-support tools.* Collaborate with software engineering teams to deploy scalable analytical models into production systems.### Stakeholder Engagement & Business Impact* Translate complex analytical findings into clear, actionable insights for technical teams and business leaders.* Quantify business impact in terms of capacity gain, cost avoidance, cycle time reduction, productivity improvement, and capital efficiency.* Drive cross-functional alignment by communicating assumptions, model logic, trade-offs, and recommendations effectively.* Contribute to roadmap development for advanced capacity intelligence, factory digital twin, and AI-driven planning capabilities.## Required Qualifications* Master’s degree or higher in **Operations Research, Industrial Engineering, Data Science, Computer Science, Applied Mathematics, Statistics, Systems Engineering**, or a related quantitative field.* Strong experience in mathematical optimization, simulation, statistical modeling, or machine learning.* Proficiency in programming languages such as **Python**, R, or similar analytical programming tools.* Experience with optimization libraries or solvers such as **Gurobi, CPLEX, OR-Tools, Pyomo, PuLP**, or equivalent.* Strong capability in data analysis, feature engineering, model validation, and algorithm design.* Experience working with large datasets from manufacturing, supply chain, planning, or operational systems.* Ability to structure ambiguous business problems into analytical frameworks and deliver practical solutions.* Strong communication skills with the ability to explain complex models to both technical and non-technical stakeholders.* Demonstrated ability to work cross-functionally in a fast-paced, global, and matrixed environment.## Preferred Qualifications* **PhD in Operations Research, Industrial Engineering, Applied Mathematics, Systems Engineering, or a closely related field.*** Strong semiconductor manufacturing experience, particularly in wafer fabrication, assembly/test, advanced packaging, capacity planning, or industrial engineering.* Deep understanding of semiconductor manufacturing concepts such as process flows, tool groups, WIP, cycle time, bottlenecks, dispatching, product mix, yield, and equipment utilization.* Experience developing capacity planning, production scheduling, factory simulation, or digital twin solutions.* Hands-on experience with discrete-event simulation, agent-based simulation, or factory simulation platforms.* Experience deploying optimization or AI/ML models into production environments.* Familiarity with manufacturing systems such as MES, ERP, APS, data warehouses, or planning platforms.* Knowledge of cloud platforms, data engineering pipelines, APIs, and scalable model deployment is a plus.* Experience leading analytical projects from problem definition through implementation and business adoption.* Proven track record of delivering measurable business impact through optimization, automation, or AI-driven decision support.## Key Technical Skills* Mathematical optimization: LP, MILP, nonlinear optimization, constraint programming, stochastic optimization.* Simulation: discrete-event simulation, what-if analysis, scenario modeling, digital twin concepts.* Data science: regression, classification, clustering, time-series forecasting, anomaly detection, predictive modeling.* Programming: Python, SQL, R, Spark, Git.* Optimization tools: Gurobi, CPLEX, OR-Tools, Pyomo, PuLP.* Visualization and communication: Power BI, Tableau, Plotly, Dash, or equivalent.* Manufacturing analytics: capacity modeling, bottleneck analysis, tool utilization, cycle time, WIP flow, throughput modeling.## Core Competencies* Strong analytical and structured problem-solving mindset.* Ability to balance technical rigor with practical business implementation.* Excellent stakeholder management and communication skills.* Comfortable working with ambiguity and evolving business requirements.* Passion for applying AI, optimization, and advanced analytics to real-world manufacturing challenges.* Strong ownership mindset with the ability to drive initiatives from concept to execution.* Collaborative style with the ability to influence across engineering, operations, planning, and leadership teams.**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\[e-mail] 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.Micron Foundation Strong communities and education are vital to the success of both society and innovative companies. Every Micron site understands the complex needs of their local community. Whether it’s through strategic giving, sponsorships or deploying team member volunteers, we are making a difference. Sustainability Micron is committed to sustainable practices and supporting our global community. We are building and maintaining sustainable operations, products, and communities while focusing on opportunities and risks that are most important to our business success and stakeholders.