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Applied Quantitative Researcher - Clinical

Company: Blue Shield of California
Location: Castro Valley
Posted on: November 16, 2022

Job Description:

Your RoleThe Health Transformation Lab team uses clinical expertise, data science, and technology to transform the way physicians and provider organizations work together with one another and with Blue Shield of California to help Californians achieve their best health. The Applied Quantitative Researcher - Clinical will report to the Medical Director - Clinical Product Development, Care Innovation & Technology Integration.In this role you will responsible for building predictive models by combining healthcare data from multiple sources and create actionable insights. You will leverage your data science and health care expertise to contribute to the design and development of products and services that exponentially, meaningfully, and measurably improve care delivery, identify opportunities for preventive interventions, health equity, cost savings and care management efficiencies.Your WorkIn this role, you will:Act as the subject matter expert in applied machine learning to conduct exploratory data analysis and generate insights from structured and unstructured clinical and claims data using machine learning including natural language processing to identify opportunities to improve healthcare quality, performance, and efficiency.Evaluate business requirements and develop recommendations execution plan if a machine learning solution is warranted. This includes and assumes the ability to create new, business relevant, health-care specific ML models.Partner with product owners to drive lifecycle of machine learning project from ideation to model deployment. This includes and assumes the ability to delivers projects and models on time, as well as team-based accountability to maintain traceable documentation on ML models.Investigate, clean, analyze, and prepare data sources for machine learning models and transition the models to production setting in collaboration with other teams.Maintain end to end ownership of machine learning projects to conceive, develop, validate, deploy, and tune models.Develop robust and reproducible model validation procedures to generate the appropriate range of model performance metrics for evaluation and monitoring.Perform appropriate procedures to safeguard against algorithmic bias.Create analytics dashboards in partnership with other teams to communicate recommendations and provide self-service tools to the end users.Work with product owners and end users to field test integration of models with business processes.

Keywords: Blue Shield of California, Castro Valley , Applied Quantitative Researcher - Clinical, Other , Castro Valley, California

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