About the Role
Shell Energy Europe & Environmental Products is seeking a Data Scientist to join the Market Analysis team. This role focuses on developing and improving forecasting models critical for informed decision-making on the trading desk, utilizing methods like machine learning and optimization.
Responsibilities
- Prepare, process, clean, and visualize power, gas, and weather data for analysis.
- Develop and analyze various approaches for forecasting demand, wind, solar, and prices.
- Perform statistical evaluation and validation of forecasts.
- Build a framework for deploying models into production for daily trading decisions.
- Share the deployment framework with the team to enhance development performance.
- Participate in the design and development of a scalable computational environment with high computational power.
- Develop in-house optimization models (stack models, dispatch models).
- Propose new model ideas to improve the desk's P&L.
- Lead projects involving models and infrastructures with IT and modeling teams.
Requirements
- Graduate qualification in an analytical or science-based discipline (e.g., engineering, maths, computer science).
- Ideally a PhD in machine learning, optimization, or equivalent.
- End-to-end experience with data, including querying, aggregation, analysis, and visualization.
- Strong Python programming skills for data analysis using libraries like Pandas, NumPy, SciPy, and Scikit-learn.
- Strong SQL skills for data retrieval, basic analysis, and data cleansing.
- Strong knowledge and application of object-oriented design and software best practices in Python.
- Familiarity with cloud architecture, focusing on deploying and hosting applications in a cloud environment (Azure/AWS).
- Self-starter with commercial awareness and value focus, capable of working with minimal supervision.
- Good communication skills for presenting developments and facilitating acceptance.
- Proficiency in algorithmic complexity theory.
- Proficiency in parallelism & concurrency.
- Experience with messaging and/or data streaming technologies (e.g., Kafka, ActiveMQ, Azure Service Bus, Azure Event Hubs).
- Experience in containerizing models and deploying in Kubernetes.
- Experience implementing algorithms and data structures.
- Good knowledge of linear algebra, calculus, and discrete mathematics.
Skills
- Python
- Data Science Libraries (Pandas, NumPy, SciPy, Scikit-learn)
- SQL
- Object-Oriented Design
- Software Best Practices
- Cloud Architecture (Azure/AWS)
- Algorithmic Complexity Theory
- Parallelism & Concurrency
- Messaging Technologies
- Data Streaming Technologies
- Containerization
- Kubernetes
- Algorithms
- Data Structures
- Linear Algebra
- Calculus
- Discrete Mathematics
- Machine Learning
- Optimization
- Time Series Forecasting
- Stochastic Optimization
- Dynamic Programming
- LP/MILP Models
Location
- United Kingdom
Work Type
- Regular
- Full-time
Experience Level
- Experienced Professionals
Education Level
- Graduate qualification in an analytical or science-based discipline
- PhD in machine learning, optimisation or equivalent
Salary/Compensations
- Competitive starting salary
- Annual performance related salary increase
Benefits
- Opportunity to develop skills for growth
- Environment valuing honesty, integrity, and respect
- Work-life balance
- Progress as a person working on the energy transition
- Continuously grow transferable skills
- Work at the forefront of technology, trends, and practices
- Collaborate with experienced colleagues
- Values-led culture
- Flexible working options
- Paid parental leave (including for non-birthing parents)
- Access to a wide range of training and development programmes
About the Company
- Shell Energy Europe & Environmental Products focuses on market analysis and forecasting.
- Shell UK is a major producer in the North Sea, supplying a significant portion of the UK's oil and gas.
- Shell UK aims to be a key investor in the UK energy system, assisting customers in decarbonization, particularly in transport and industry, to meet the 2050 net-zero goal.
Equal Opportunity
- Shell is an Equal Opportunity Employer.
- We strongly encourage applicants of all genders, ages, ethnicities, cultures, abilities, sexual orientation, and life experiences to apply.
- Shell is working to advance an inclusive, psychologically safe and accessible environment where people with disabilities can excel.
- We strive to ensure that our process and workplace is accessible to everyone and are dedicated to making reasonable adjustments to support your needs.
