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Unison Group

Data Scientist - Manufacturing Analytics

Singapore
Level
Senior

Not stated in the posting: salary, work type, visa.

Open. First seen 20 October 2026.

About the role

Must-Have Skills / Requirements

  • 6+ years of experience in Data Science / Advanced Analytics
  • Hands-on experience in manufacturing / industrial / plant environments
  • Strong working knowledge of Seeq (industrial analytics platform) for time-series analysis, including both Seeq Workbench and Data Lab (using the seeq spy library).
  • Proficiency in Python (Pandas, NumPy, Scikit-learn) and SQL
  • Strong understanding of:
  • Machine Learning (regression, anomaly detection, predictive models)
  • Statistical modeling and hypothesis-driven analysis
  • Time-series / sensor data analytics
  • Experience building and deploying predictive models for:
  • Predictive maintenance
  • Process optimization
  • Quality and yield improvement
  • Ability to work with sensor data, process data, and operational datasets
  • Strong analytical thinking, troubleshooting, and root-cause analysis capability

Good-to-Have Skills

  • Experience in industries such as:
  • Oil & Gas, Chemicals, Manufacturing
  • Knowledge of MLOps (model deployment, monitoring, pipelines)
  • Exposure to optimization techniques for industrial processes
  • Exposure to cloud platforms (Azure / AWS / GCP)
  • Familiarity with data visualization tools, real-time / streaming data analytics, data engineering (ETL / data pipelines / data lakes)

Roles & Responsibilities

  • Analyze manufacturing plant and process data to identify patterns, anomalies, and optimization opportunities
  • Use Seeq platform for:
  • Time-series analysis
  • Root cause investigation
  • Process monitoring and visualization
  • Develop and deploy machine learning models for:
  • Predictive maintenance
  • Process efficiency improvement
  • Quality / yield optimization
  • Work closely with plant, engineering, and operations teams to understand real-world process issues
  • Translate business and operational challenges into data science solutions
  • Build and maintain data pipelines, analytical datasets, and workflows
  • Monitor, evaluate, and continuously improve model performance in production
  • Present actionable insights through dashboards, reports, and stakeholder discussions
  • Ensure data quality, reliability, and governance across manufacturing data sources
  • Drive adoption of data-driven decision-making across plant operations

What this role asks for

Particular to this role

MLOps · NumPy · Pandas · scikit-learn

Rare in Unison Group's other 134 open postings.

Standard for data science / ML roles

Machine Learning · Python

Common in data science / ML postings at any company.

In most of Unison Group's ads

SQL

Named in most of its open postings, whatever the role.

Compared with Unison Group's other open jobs.

The team: Manish HIRES STEADILY

This role is one of 33 open in Manish. 15 were posted in the last 30 days and the oldest in May: a team that hires all year rather than one being built.

WHAT THE TEAM WORKS WITH, ACROSS ITS POSTINGS

SQL (18 of 33), Azure (15 of 33), Python (15 of 33), CI/CD (14 of 33), Machine Learning (14 of 33), AWS (13 of 33), Generative AI (10 of 33)

OTHER ROLES ON THIS TEAM

From the team and dates on Unison Group's own job board.

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