Senior Data Scientist with Linear programming, Oil & Gas
EPAM Systems
AI assistant
Job Description
We're looking for a Senior Data Scientist to evaluate existing model construction and implementation, pinpoint areas of weakness, and propose enhancements grounded in solid mathematical and operations research fundamentals.
Responsibilities
- Detect issues like formulation errors, infeasibilities, unboundedness, poor scaling, non-convexities, and inappropriate solver or method selection
- Evaluate whether each problem uses the correct modeling approach, be it linear, non-linear, or convex formulation
- Assess whether linear or non-linear programming methods are better suited to a particular problem
- Propose clear and actionable enhancements to models, methods, and solution strategies
- Record findings and recommended changes for both stakeholders and technical teams
Requirements
- Minimum of 3 years working in optimization, operations research, or applied mathematics
- Thorough understanding of