Salary Range
SGD 84,000 - SGD 102,000 /year
SGD 7,000 - SGD 8,500/month
Skills Required
Job Description
Required Skills & Qualifications
- Bachelor’s or master’s degree in operations research, Computer Science, Data Science, or a related quantitative discipline, with a strong foundation in optimization, simulation, and algorithmic problem‑solving.
- Minimum of 3 years of hands‑on experience in 3D modelling and simulation using platforms such as NVIDIA Omniverse or equivalent tools.
- Strong proficiency in Python, R, SQL, and modern data engineering practices.
- Practical experience with machine learning frameworks such as TensorFlow and PyTorch, as well as simulation and modeling tools.
- Solid understanding of semiconductor manufacturing processes and fab operations.
- Familiarity with IoT data pipelines, MES systems, and cloud platforms such as AWS and Azure.
Key Responsibilities
- Collaborate with a global, cross‑functional team of data scientists, data engineers, solution architects, external partners, and stakeholders from construction, facilities, and planning teams to develop highly accurate digital twins of semiconductor fabs.
- Enable advanced digital twin capabilities, including photorealistic visualization and physics‑based simulation, to support planning and operational decision‑making.
- Design, build, and maintain data‑driven models that represent semiconductor fab processes,equipment behavior, and sub‑fab utility systems.
- Integrate IoT sensor data, Manufacturing Execution System (MES) data, and facility data into the digital twin platform to ensure real‑time and historical insight.
- Develop predictive analytics and machine learning models for predictive maintenance, throughput optimization, energy efficiency, and yield improvement.
- Apply statistical and ML techniques to forecast equipment failures, cycle time variability, and potential yield impacts.
- Leverage simulation tools such as NVIDIA Omniverse to conduct what‑if analysis for layout planning, capacity expansion, and process optimization.
- Optimize fab workflows to improve cost efficiency, energy consumption, and overall productivity.
- Design and deliver dashboards for real‑time monitoring of key fab KPIs, including OEE, WIP, and energy usage.
- Partner with engineering teams to visualize fab layouts, system states, and operational scenarios within immersive 3D environments.
- Support and contribute to cross‑functional initiatives related to AI, automation, Industry 4.0, and smart manufacturing solutions.
To Apply:
Interested applicants please send your resume in MS Words format to [email protected] and attention to Pooja (R1551322)
Short listed candidates will be notified
www.ambition.com.sg
EA Registration Number: R1551322
Data provided is for recruitment purposes only
Business Registration Number: 200611680D.
License Number: 10C5117
About AMBITION GROUP SINGAPORE PTE. LTD.
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