Data Scientist – Modeling

Posted 1ds ago

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Job Description

Data Scientist developing advanced machine learning models at Machinify to enhance claims auditing accuracy and improve business outcomes in healthcare. Seeking expertise in data-driven optimization and ML modeling.

Responsibilities:

  • Dive into various clinical and coding audits, unpacking the data that drives audit decisions, and understanding past outcomes.
  • Curate labeled data, hypothesize new features, and develop ML models that target claims for audit with even greater precision.
  • Measure model performance rigorously, translating outcomes into operational insights and recommendations for our clients.
  • Work with vast, nuanced data pipelines derived from intricate business workflows—often unclean and undefined—to refine them for robust modeling.
  • Enhance data pipelines, modeling infrastructure, and team tools to level up our capabilities and decision-making efficiency.
  • Build expertise in healthcare data and make an impact on the industry. Engage with clients and internal experts to refine model insights, ensuring alignment with real business needs.

Requirements:

  • You enjoy solving real-world business problems involving data-driven optimization and ML modeling - and have been doing that successfully for a while.
  • You are comfortable measuring and optimizing the direct business impact of work.
  • You are experienced with SQL, handling large-scale data, and are comfortable with at least one programming language (Python, R, etc.).
  • You have experience building ML models using modern ML approaches like Neural Nets or Tree-ensembles from scratch for new applications - making decisions relating to which supervised labels to use, the metric to optimize for, and the features likely to be useful.

Benefits:

  • Work from anywhere in the US! Machinify is digital-first.
  • Top Medical/Dental/Vision offerings
  • FSA/HSA
  • Tuition reimbursement
  • Competitive salary, 401(k) with company match
  • Unlimited PTO
  • Additional health and wellness benefits and perks
  • Flexible and trusting environment where you’ll feel empowered to do your best work