Senior Data Scientist
LG Energy Solution Michigan, Inc.
Role Description
LGES-Vertech is seeking a highly motivated Senior Data Scientist to join our AI & Data Science team. This role will be a key driver in the research, design, and deployment of our Battery State Estimation algorithms. You will act as a subject matter expert, applying advanced ML/Data Science and statistical techniques to estimate the state of the BESS assets.
This is a high-impact, hands-on role for a technically deep and creative problem-solver. You will directly influence how data science enhances the commercial value, availability, and performance of our BESS (Battery Energy Storage System) fleet.
- Drive the end-to-end development of battery state estimation algorithms, such as State of Energy/Charge/Power/Health, from initial R&D and prototyping to production deployment.
- Utilize a deep understanding of BESS, from individual cell level physics to system level topology and state estimation metrics.
- Design, build, and deploy AI/ML State estimation models for predicting energy availability, critical for optimal BESS trading strategies.
- Work closely with cross-functional teams, including product, energy market analysts, engineering, and DevOps, to define requirements, integrate models into production pipelines, and deliver scalable, cloud-integrated data products.
- Stay abreast of state-of-the-art AI/ML and deep learning techniques published in literature.
- Lead the transition of AI/ML models from research to production, ensuring robust, scalable, and efficient software development practices.
- Leverage expertise in efficiently handling large-scale, noisy battery data.
- Serve as a technical resource and mentor for junior team members, contributing to the strategic technical roadmap for the AI/Data Science team.
Qualifications
- Master’s degree in Computer Science, Data Science, Electrical Engineering, Physics or a related quantitative discipline.
- 5+ years of experience in data science or applied ML, with at least 3 years industry experience.
- Strong Python development skills, including production-grade software practices and modular codebases.
- Deep understanding of machine learning (supervised and unsupervised), deep learning, and statistical modeling.
- Hands-on experience working with large-scale, imperfect datasets and tools such as Polars, Pandas, NumPy, scikit-learn, SQL.
- Experience with deep learning frameworks like TensorFlow, PyTorch.
- Familiarity with cloud platforms: AWS, Azure, GCP, Databricks, or Snowflake.
- Comfortable in Linux environments and with version control systems like Git.
- Proficiency in using Jira for Agile project management.
- Excellent written and verbal communication skills and ability to collaborate across diverse global teams.
- Must be legally authorized to work in the U.S. without employer sponsorship.
Requirements
- Ph.D. in Computer Science, Data Science, Electrical Engineering, Physics or a related quantitative discipline.
- Experience with BESS topology and Battery Management Systems (BMS).
- Understanding of different Li-ion battery cell chemistries, such as NCM, LFP.
- Familiarity with MLOps tools for model deployment, monitoring, and lifecycle management.
- Familiarity with CI/CD pipelines and integrating ML models into DevOps workflows.
- Ability to mentor junior team members and contribute to technical roadmap discussions.
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