Senior Manufacturing AI & Data Architect

APPLIED MATERIALS SOUTH EAST ASIA PTE. LTD.; Singapore; Hybrid; SGD 180,000 - 240,000; Full time

Job summary

Applied Materials South East Asia PTE. LTD.

is seeking a senior data scientist specializing in manufacturing analytics to architect scalable data ecosystems across plant, supply chain, and engineering domains. You will lead AI/ML initiatives, build autonomous data pipelines, and partner with operations to translate insights into measurable improvements in yield, reliability, and throughput across regional manufacturing networks.

Qualifications

• 10+ years of experience in agent-based systems, AI orchestration frameworks, and workflow automation.
• Deep expertise in advanced analytics, AI/ML, and industrial data systems with cross-domain knowledge.

Responsibilities

• Architect and scale manufacturing data ecosystems by ingesting, consolidating, and analyzing data from plant, supply chain, and engineering sources.
• Lead analytics and modeling using Python and R to solve yield, maintenance, and constraint problems.
• Build AI-powered pipelines for data ingestion, feature engineering, model execution, and decision-making at scale.
• Define data architecture including real-time analytics, semantic layers, and scalable models for digital twins.
• Collaborate with operations and product teams to translate insights into KPIs and actionable recommendations.

Skills

Advanced analytics

AI/ML

Industrial data systems

Agent-based systems

AI orchestration

Workflow automation

Python

R

SQL

Tools

SQL

Python

R

Job description

Applied Materials South East Asia PTE. LTD.

is seeking a senior data scientist specializing in manufacturing analytics to architect scalable data ecosystems across plant, supply chain, and engineering domains. You will lead AI/ML initiatives, build autonomous data pipelines, and partner with operations to translate insights into measurable improvements in yield, reliability, and throughput across regional manufacturing networks.