Computational Scientist Lead - DBM
Core
Develop and validate machine learning models and analysis pipelines to extract clinically meaningful insights from complex, multimodal patient data collected via digital sensors and wearables for digital biomarker initiatives.
Role type
Senior IC computational scientist (digital biomarkers)
Builds
Digital biomarker models, analysis pipelines, and data integration solutions for R&D use cases
Domain
Life sciences / Digital health / Biomedical data analytics
Deliverable
production ML models
Required skills
Machine learning, statistical modeling, feature engineering, multimodal data analysis, Python, scientific computing libraries (NumPy, SciPy, Pandas), ML frameworks (scikit-learn, Pytorch, TensorFlow), sensor-based dataset analysis
Preferred skills
Cloud environments, database tools, compute workflows, data pipeline development, clinical research context
Technologies
Python, NumPy, SciPy, Pandas, scikit-learn, PyTorch, TensorFlow, AWS, Azure, Snowflake, SQL
Responsibilities
Evaluate feasibility of developing digital biomarkers and analysis pipelines from complex sensor-based patient data; Conduct advanced analyses of high-frequency, multimodal patient data to extract features related to physiology, behavior, function, and symptoms; Develop machine learning and statistical models to derive robust clinical measurements; Integrate digital biomarker outputs with data from other R&D products; Communicate scientific results through clear visualizations, dashboards, and structured summaries; Contribute to regulatory and medical submissions; Drive publication of methodologies and results in scientific journals and conferences; Contribute to data pipelines and features required to operationalize digital biomarkers at scale; Provide scientific and analytical guidance to junior team members; Identify opportunities for innovation in digital endpoint development; Collaborate on the development of ML algorithms for new and emerging data modalities; Drive knowledge-transfer to other areas
Seniority
Senior, hands-on IC