Applied Data Scientist: ML, Pipelines & Production Impact

User Experience Researchers Pte Ltd; Singapore; Vor Ort; SGD 90.000 - 150.000; Vollzeit

Zusammenfassung

User Experience Researchers Pte Ltd is seeking a data science professional to analyze large operational datasets, identify patterns, anomalies and risk indicators, and develop anomaly detection and clustering approaches. You will build production-ready models and pipelines, evaluate model performance, and collaborate with domain experts to embed analytical outputs into workflows.

Experience with Python, SQL, and data pipelines is essential.

Qualifikationen

• Experience handling large, messy datasets.
• Experience in applied data science, including feature engineering and model evaluation.
• Experience with anomaly detection, clustering or risk modelling.
• Ability to translate business problems into analytical approaches.
• Strong Python and SQL programming skills; familiarity with Git and APIs.

Aufgaben

• Analyse large operational datasets to identify patterns, anomalies, outliers and risk indicators.
• Develop approaches for anomaly detection, clustering, segmentation and risk scoring.
• Build supervised machine-learning models where historical outcomes or labelled cases are available.
• Perform feature engineering using structured and unstructured data.
• Design evaluation approaches to assess model performance, including precision, recall, false positives and false negatives.
• Work with domain experts to determine how analytical outputs should be incorporated into operational workflows.
• Build and maintain data-processing and feature pipelines to support modelling at scale.
• Develop production-ready model or scoring pipelines and integrate them with applications built by the delivery teams.
• Monitor model performance, data quality and data drift after deployment.
• Conduct exploratory analysis to identify new opportunities for workflow redesign and automation.
• Support the use of LLMs and other AI techniques alongside traditional statistical and machine-learning approaches where appropriate.
• Develop reusable analytical approaches and components that can be applied across multiple project engagements.

Kenntnisse

Python

SQL

Git

APIs

Ausbildung

Bachelor's degree in Data Science / Computer Science / Statistics / Machine Learning / Data Analytics / Information Systems

Tools

Git

APIs

Automated testing

Jobbeschreibung

User Experience Researchers Pte Ltd is seeking a data science professional to analyze large operational datasets, identify patterns, anomalies and risk indicators, and develop anomaly detection and clustering approaches. You will build production-ready models and pipelines, evaluate model performance, and collaborate with domain experts to embed analytical outputs into workflows.

Experience with Python, SQL, and data pipelines is essential.