Senior Data Scientist with Linear programming, Oil & Gas
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 Convex Optimization, covering convexity, duality, and optimality conditions
- Solid expertise in Linear Programming, covering formulation, simplex and interior-point methods, sensitivity analysis, and duality
- Strong grasp of Linear and Non-linear Programming, including their underlying theory, solution techniques, and constraints
- English language skills at B2 level or above
Nice to have
- Experience within the Oil & Gas sector
Benefits
We connect like-minded people:
- Delivering innovative solutions to industry leaders, making a global impact
- Opportunity to work abroad for up to two months per year
We invest in your growth:
- Leadership development, career advising, soft skills and well-being programs
- Unlimited access to EPAM's internal learning database
- Free English classes with certified teachers
We cover it all:
- Comprehensive medical & family care package
- Seven trust days per year (sick leave without a medical certificate)
- Discounts from 800+ partners (sports activities, restaurants, stores and services)
We connect like-minded people
- Delivering innovative solutions to industry leaders, making a global impact
- Enjoyable working environment, whether it is the vibrant office or the comfort of your own home
- Opportunity to work abroad for up to two months per year
- Relocation opportunities within our offices in 55+ countries
- Corporate and social events
We invest in your growth
- Leadership development, career advising, soft skills and well-being programs
- Certifications, including GCP, Azure and AWS
- Unlimited access to EPAM's internal learning database
- Free English classes with certified teachers
We cover it all
- Participation in the Employee Stock Purchase Plan
- Monetary bonuses for engaging in the referral program
- Comprehensive medical & family care package
- Five trust days per year (sick leave without a medical certificate)
- Benefits package (sports activities, a variety of stores and services)
We connect like-minded people:
- Delivering innovative solutions to industry leaders, making a global impact
- Enjoyable working environment, whether it is the vibrant office or the comfort of your own home
- Opportunity to work abroad for up to two months per year
- Relocation opportunities within our offices in 55+ countries
- Corporate and social events
We invest in your growth:
- Leadership development, career advising, soft skills and well-being programs
- Certifications, including GCP, Azure and AWS
- Unlimited access to EPAM's internal learning database
- Free English classes with certified teachers
- Discounts in local language schools, including online courses for the Kazakh language
We cover it all:
- Participation in the Employee Stock Purchase Plan
- Monetary bonuses for engaging in the referral program
- Medical & family care package
- Six trust days per year (sick leave without a medical certificate)
- Coverage of psychology sessions of your choice
- Benefits package (sports activities, a variety of stores and services)
- Housing support program: preferential mortgage access via Otbasy Bank partnership
We connect like-minded people:
- Delivering innovative solutions to industry leaders, making a global impact
- Enjoyable working environment, whether it is the vibrant office or the comfort of your own home
- Opportunity to work abroad for up to two months per year
- Relocation opportunities within our offices in 55+ countries
- Corporate and social events
We invest in your growth:
- Leadership development, career advising, soft skills and well-being programs
- Certifications, including GCP, Azure and AWS
- Unlimited access to EPAM's internal learning database
- Free English classes with certified teachers
We cover it all:
- Monetary bonuses for engaging in the referral program
- Medical & family care package
- Six trust days per year (sick leave without a medical certificate)
- Coverage of psychology sessions of your choice
- Discounts for fitness clubs and sports programs
- Benefits package (sports activities, a variety of stores and services)
We connect like-minded people:
- Delivering innovative solutions to industry leaders, making a global impact
- Enjoyable working environment, whether it is the vibrant office or the comfort of your own home
- Opportunity to work abroad for up to two months per year
- Relocation opportunities within our offices in 55+ countries
- Corporate and social events
We invest in your growth:
- Leadership development, career advising, soft skills and well-being programs
- Certifications, including GCP, Azure and AWS
- Unlimited access to EPAM's internal learning database
- Free English classes with certified teachers
Discounts in local language schools, including offline courses for the Uzbek language
We cover it all:
- Monetary bonuses for engaging in the referral program
- Medical & family care package
- Four trust days per year (sick leave without a medical certificate)
- Discounts for fitness clubs, dance schools and sports programs
- Benefits package (sports activities, a variety of stores and services)
About the Company
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