Head of Battery Performance Analytics
Tasks
- Apply anomaly detection and statistical process control
- Build and lead an analytics team
- Build end to end analytics for cell and electrode test data
- Correlate design and process parameters with performance using machine learning
- Design and deploy analytics platform and data warehouse
- Design automated data pipelines from cyclers and characterization equipment
- Develop cycle life prediction and failure detection models
- Ensure data security and cross border data transfer compliance
- Establish data governance quality standards and version control
- Implement analytics stack for production grade deployment
- Integrate analytics tooling with MES and IoT sensor data
- Manage analytics vendors and AI tooling
- Provide executive reporting on performance trends yield and quality
- Translate analytics methods into electrochemistry and manufacturing engineering actions
- Use generative AI for root cause analysis and automated reporting
Perks/Benefits
- N/A
Skills/Tech-stack
AWS | Alibaba Cloud | Anomaly Detection | Arbin | Azure | BET | BioLogic | Clustering | Data Engineering | Data Governance | Data Warehousing | Deep learning | EIS | ETL | Generative AI | Grafana | IoT | Language Models | Large Language Models | MES | MLOps | Maccor | Machine Learning | Mandarin Chinese | Neware | Pandas | Power BI | Process control | PyTorch | Python | R | SEM | SPC | SQL | Schema Design | Scikit-learn | Series analysis | Statistical Process Control | Tableau | TensorFlow | Time Series | Time Series Analysis | Version control | XPS | XRD
Education
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