Data Scientist, Completions Analytics

About the role

• We are seeking a Senior Data Scientist to support the research, development, and deployment of
• advanced analytics solutions for hydraulic fracturing, completions, and production operations.
• This role focuses on applying data analysis, statistical modeling, physics-informed approaches,
• and software development to solve complex operational challenges. The ideal candidate
• combines strong Python programming skills with a deep understanding of oilfield operations,
• particularly completions and hydraulic fracturing.
• You will work closely with engineers, domain experts, and software developers to transform
• operational data into scalable tools, workflows, and decision-support applications that improve
• efficiency, reliability, and performance across customer operations.

What you'll do

Analytics & Applied Research

• Analyze large-scale operational datasets from completions, hydraulic fracturing, and production operations
• Develop statistical, physics-based, empirical, and data-driven models to improve operational understanding and decision making
• Conduct applied research focused on frac performance, pumping efficiency, equipment reliability, pressure analysis, and operational optimization
• Design and execute studies to identify key drivers of operational performance
• Develop algorithms and workflows for anomaly detection, forecasting, diagnostics, and optimization
• Translate engineering problems into analytical solutions that provide measurable business value
• Validate models and recommendations using field data and operational feedback

Software Development & Data Engineering

• Design, develop, and maintain production-quality Python applications and analytics tools
• Build scalable data processing pipelines for structured and time-series datasets
• Develop reusable software components, libraries, and APIs supporting analytics workflows
• Write clean, maintainable, and well-tested code following software engineering best practices
• Participate in code reviews and contribute to shared codebases
• Collaborate with software engineers to integrate analytical solutions into customer-facing products

Collaboration & Business Impact

• Work closely with completions engineers, product managers, and software teams to define requirements and deliver solutions
• Communicate analytical findings clearly to technical and non-technical stakeholders
• Support customers and internal teams in understanding operational trends and performance drivers
• Identify opportunities to improve operational efficiency, reduce costs, and increase asset performance