Position Details
About this role
ExxonMobil is seeking a Data Scientist for Upstream Operations to design, develop, and deploy advanced AI/ML solutions for upstream oil & gas workflows. The role spans production optimization, predictive maintenance, anomaly detection, and GenAI application development, with a strong emphasis on MLOps production readiness.
Key Responsibilities
- Lead design, development, and deployment of advanced AI/ML solutions for upstream oil & gas operations
- Analyze production, well performance, sensor/IoT data, and operational logs to forecast and identify value opportunities
- Build and deploy end-to-end AI/ML solutions with data quality, explainability, and governance
- Develop GenAI applications (chatbots, copilots, multi-agent workflows) and/or time series, optimization, or predictive analytics models
- Ensure production readiness through MLOps (CI/CD, MLflow, monitoring, cost optimization) and mentor peers
Technical Overview
You will analyze upstream production, well, sensor/IoT, and operational log data to identify patterns and forecast outcomes, then build end-to-end AI/ML solutions with data quality, explainability, and governance. The stack includes Python, PyTorch, TensorFlow, scikit-learn, and Databricks/Spark, with deployment and sustainment supported by MLOps practices (CI/CD, MLflow, monitoring, cost optimization).
Ideal Candidate
The ideal candidate is a mid-level data scientist with 5+ years delivering production AI/ML solutions, ideally for upstream oil & gas or heavy industrial operations. They are proficient in Python and core ML frameworks (PyTorch, TensorFlow, scikit-learn) with experience using Databricks/Spark, and they can productionize models using MLOps practices including CI/CD and MLflow.
Must-Have Skills
Nice-to-Have Skills
Tools & Platforms
Required Skills
Hard Skills
Soft Skills
Industry & Role
Keywords for Your Resume
Deal Breakers
5+ years of direct experience delivering production AI/ML solutions, Proficiency in Python, Experience with ML frameworks (PyTorch, TensorFlow, scikit-learn), Experience with Databricks/Spark
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