Geospatial ML Engineer — Production Forecasting & Analytics

Unison Group; Singapore; On-site; SGD 90,000 - 130,000; Full time

Job summary

Unison Group in Singapore seeks a data science professional to drive machine learning initiatives focused on geospatial analytics and infrastructure planning. You will translate complex requirements into scalable analytical specifications and collaborate with planners, analysts, and stakeholders to define architectures.

Responsibilities include building end-to-end ML pipelines, integrating diverse data sources, and delivering interpretable, auditable model outputs over multi-year horizons.

Qualifications

• Hands-on data science experience with ML in production.
• Strong background in geospatial data and urban planning context.
• Familiarity with URA Master Plan data or housing datasets is a plus.
• Excellent communication and cross-functional collaboration.

Responsibilities

• Translate business requirements into analytical specifications.
• Design end-to-end ML architectures for geospatial and demand forecasting.
• Develop, test, and deploy ML models and data pipelines.
• Monitor models and ensure interpretable outputs over multi-year horizons.

Skills

Python

SQL

Geospatial analytics

Cloud platforms

Data visualization

Tools

GeoPandas

QGIS

PostGIS

ArcGIS

scikit-learn

TensorFlow/PyTorch

Job description

Unison Group in Singapore seeks a data science professional to drive machine learning initiatives focused on geospatial analytics and infrastructure planning. You will translate complex requirements into scalable analytical specifications and collaborate with planners, analysts, and stakeholders to define architectures.

Responsibilities include building end-to-end ML pipelines, integrating diverse data sources, and delivering interpretable, auditable model outputs over multi-year horizons.