SM Energy's mission of applying advanced analytics, machine learning, and data-driven solutions to complex business, engineering, and geoscience challenges.
Requirements
- Expert-level Python and its data ecosystem (Pandas, NumPy, Dask) and ML libraries (Scikit-learn, PyCaret, TensorFlow, PyTorch).
- Proficient in SQL for complex data analysis.
- Experience with cloud data warehouses (Snowflake) and data virtualization (Denodo) is a strong plus.
- Experience with Jupyter Notebooks, IDEs (PyCharm/VS Code), and version control (Git).
- Hands-on experience in a cloud environment (Azure preferred).
- Proficiency with MLOps principles and tools.
- Deep understanding of statistics, probability, and ML algorithms (Regression, Classification, Clustering, Neural Networks).
Responsibilities
- Drive data science projects from initial concept and data exploration through to enterprise-scale deployment and long-term monitoring.
- Wrangle and mine large-scale engineering and geologic datasets, fusing disparate sources to identify critical insights, correlations, and patterns.
- Design, develop, and evaluate innovative machine learning and statistical models to solve our most complex business problems, leveraging everything from traditional statistics to deep learning.
- Architect and implement robust model deployment solutions for batch, real-time, and edge-computing use cases, ensuring your work creates tangible business value.
- Work shoulder-to-shoulder with data engineers, DevOps engineers, and front-end developers to build the full-stack infrastructure needed to support your solutions.
- Act as a thought leader, staying ahead of industry trends (including Generative AI and MLOps), and help cultivate ML skills and a data-driven mindset across the organization.
Other
- Minimum of 6 years related experience
- Bachelor’s degree in Data Science, Mathematics, Statistics, Analytics, Engineering, Geology, Computer Science, or related field. Master’s degree preferred.
- An Innovator: You constantly challenge the status quo, introduce new ways of looking at problems, and are passionate about finding a better way.
- A Pragmatic Problem-Solver: You thrive in ambiguity and are comfortable making decisions and moving forward without the total picture. You handle complexity with a calm, composed, and constructive approach.
- An Owner: You take initiative, manage multiple projects with autonomy, and proactively eliminate roadblocks to meet deadlines and deliver results.
