Exactech

Data Scientist AST

Gainesville, FL
Machine Learning
Description
The Data Scientist is responsible for training and validating supervised and unsupervised machine learning models to predict outcomes of joint arthroplasty. They will also conduct advanced statistical analysis, including clustering and fairness and bias assessments, to evaluate ML model performance. Additionally, the Data Scientist will prepare documentation to support the regulatory team with FDA submissions. 

Key Responsibilities

  • Collaborate with cross-functional stakeholders, including product and service teams, to define research questions and execute research initiatives related to joint arthroplasty outcome prediction.
  • Designs, develops, and validates relevant supervised and unsupervised ML algorithms to analyze structured and unstructured large datasets from multiple disparate sources and train predictive models.
  • Perform data exploration (e.g., clustering) and identify meaningful insights from large data and metadata sources; conduct fairness and bias analyses to evaluate model performance; interprets and communicates insights and findings from analysis and experiments to product, service, and business managers.
  • Apply principles of Responsible AI to ensure models are interpretable, robust, and ethically sound.
  • Conduct reproducible studies with well-maintained professional documentation; ensure proper organization of data and code repositories.
  • Contribute to the preparation of progress reports and presentations for internal and external stakeholders, including the regulatory team.
  • Publish research findings in peer-reviewed journals and present at scientific conferences.
  • Know and apply the Quality System and relevant Federal and International standards. 

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