Staff / Senior Product Engineer - Advanced Analytics

1100 Micron SemiAsiaOP Pte Ltd; Singapore; On-site; SGD 120,000 - 180,000; Full time

Job summary

Micron Technology, Inc. in Singapore seeks a data science professional to apply advanced analytics, ML, and agentic AI to NAND product engineering challenges from NPI to HVM. You will develop data-driven solutions that improve yield, reliability, defectivity, and test time.

You will mentor Citizen Data Scientists, collaborate with Fab, NAND Tech Development, and Quality, and drive data-backed decisions that advance product releases and manufacturing efficiency.

Qualifications

• Bachelor's/Master's Degree in Electrical / Electronic / Computer Engineering / Computer Science / Data Science with 3+ years of AI/ML experience.
• Strong proficiency in Python and data processing libraries (Pandas, NumPy, Scikit-learn).
• Hands-on experience with ML models for structured/tabular data, including regression and tree-based models.

Responsibilities

• Develop and deploy predictive and diagnostic ML models to improve yield, reliability, and test time.
• Design agentic AI solutions to automate Product Engineering workflows and integrate with enterprise systems.
• Collaborate with Fab, NAND Tech Development, NAND Design, Test Solutions, Quality, and System teams to drive data-backed decisions.

Skills

Python

Pandas

NumPy

Scikit-learn

ML models

Structured data

Regression

Tree-based models

Education

Bachelor's/Master's Degree in Electrical / Electronic / Computer Engineering / Computer Science / Data Science

Tools

TensorFlow

PyTorch

LangChain

Microsoft Copilot Studio

Claude

Azure ML

AWS SageMaker

Job description

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.

Micron Technology is a world leader in memory and storage innovation, accelerating the transformation of information into intelligence.

About the Role

Join Micron’s STPG Product Engineering team where you will apply advanced analytics, machine learning, and agentic AI to solve complex NAND product engineering and manufacturing challenges.

This role focuses on developing data-driven and AI-enabled solutions that improve yield, reliability, defectivity, and test time across the NAND product lifecycle—from New Product Introduction (NPI) to High-Volume Manufacturing (HVM).

You will work closely with Product Engineering, Fab, Technology Development, Test, Quality, and System teams to deploy scalable AI solutions into real production workflows.

In addition, you will play a key role in enabling and mentoring Citizen Data Scientists (CDS) within Product Engineering, strengthening the organization’s capability to apply machine learning and advanced analytics for domain-specific problem solving.

Key Responsibilities

Machine Learning & Advanced Analytics Development

• Develop and deploy predictive and diagnostic ML models for Yield improvement, test time reduction (TTR) and cost optimization, NAND reliability analysis, and Qualification.
• Apply advanced ML techniques on large-scale structured semiconductor datasets, including wafer fab inline data, probe data, and test data.
• Build, validate, and maintain end-to-end ML workflows supporting NPI and HVM decision-making.

Agentic AI & Engineering Automation

• Design and implement agentic AI solutions to automate Product Engineering workflows (e.g. Yield and reliability analysis, test program validation and screening optimization, engineering report generation and data summarization).
• Integrate AI agents with enterprise and engineering systems (e.g., JIRA, Confluence, SharePoint, internal analytics platforms).

Product Engineering Domain Collaboration

• Work closely with Fab, NAND Technology Development, NAND Design, Test Solutions, Quality/Reliability, and System teams to: Address reliability and defectivity failures during qualification; Support yield improvement, cost reduction, and test optimization initiatives; Drive data-backed technical decisions for NAND product releases; Apply strong understanding of NAND manufacturing flows, defect mechanisms, and reliability requirements to ensure AI solutions are domain-relevant and impactful.

Citizen Data Scientist (CDS) Enablement & Technical Leadership

• Mentor and guide Citizen Data Scientists within Product Engineering on applying machine learning techniques to real engineering problems with protocols embraced.d.
• Build structured learning paths, guidelines, and hands-on training modules for ML and advanced analytics.
• Review and provide technical guidance on AI/analytics projects to ensure quality, rigor, and business impact.

Qualifications & Experience

Education

Bachelor's/Master's Degree in Electrical / Electronic / Computer Engineering / Computer Science / Data Science. With 3+ years of AI/ML Work Experience.

Core Technical Skills

• Strong proficiency in Python and data processing libraries (Pandas, NumPy, Scikit-learn).
• Hands-on experience with ML models for structured/tabular data, including regression, tree-based models, and gradient boosting.
• Ability to build, evaluate, and interpret ML models for engineering decision-making.

Additional / Preferred Skills

• Semiconductor / NAND manufacturing or product engineering experience is strongly preferred.
• Experience with ML/DL frameworks (TensorFlow, PyTorch) for images, text, logs, or unstructured data.
• Exposure to LLM-based and agentic AI frameworks (e.g., LangChain, Microsoft Copilot Studio, Claude).
• Familiarity with cloud-based AI platforms (e.g., Azure ML, AWS SageMaker).

Soft Skills

• Strong analytical and problem-solving skills.
• Excellent communication skills with the ability to translate data insights into engineering actions.
• Ability to work effectively in fast-paced, cross-functional environments.

Why Join Us

• Drive AI transformation in semiconductor Product Engineering.
• Work on high-impact initiatives that improve yield, reliability, cost, and time-to-market.
• Opportunities for technical leadership, patents, and career growth in a world-class semiconductor company.

Micron is proud to be an equal opportunity workplace and is an affirmative action employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, age, national origin, disability, protected veteran status, gender identity or any other factor protected by applicable federal, state, or local laws.

All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, age, national origin, disability, protected veteran status, gender identity, national origin, veteran or disability status.

Micron does not charge candidates any recruitment fees or unlawfully collect any other payment from candidates as consideration for their employment with Micron.

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.

Micron is proud to be an equal opportunity workplace and is an affirmative action employer.

Micron is proud to be an equal opportunity workplace and is an affirmative action employer.

To learn more about Micron, please visit micron.com/careers

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.