Senior Data Scientist – Machine Learning

Job not on LinkedIn

🔥 0 minutes ago

🇺🇸 United States – Remote

💵 $123.3k - $166.8k / year

⏰ Full Time

🟠 Senior

📊 Data Scientist

🦅 H1B Visa Sponsor

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Logo of General Dynamics Information Technology

General Dynamics Information Technology

10,000+ employees

Founded 1954

💼 Consulting

🏥 Healthcare

📦 Logistics

Consulting • Healthcare • Logistics

General Dynamics Information Technology is a company at the forefront of technological innovation, offering a wide range of services including consulting, digital modernization, and application services. The company is heavily involved in implementing solutions related to artificial intelligence, cloud computing, cybersecurity, high-performance computing, and quantum technologies. GDIT is committed to supporting government and defense sectors, providing mission-critical services such as logistics and supply chain management, intelligence, and homeland security. The company also focuses on diverse and inclusive hiring practices and actively promotes employee well-being. Through its digital accelerator solutions and pioneering use of emerging technologies, GDIT aims to propel agencies' missions forward and address complex technological challenges.

📋 Description

• Design, train, and validate supervised machine learning models scoring providers and billing patterns for fraud, waste, and abuse risk • Use investigative case-level data, payer feedback, and public exclusion and enforcement data as labels • Perform entity resolution linking enforcement records to providers in claims • Design validation for delayed labels, limited coverage, extreme class imbalance, and rapidly shifting schemes • Engineer features against billions of claims within the data warehouse using Python and SQL • Deliver ranked model outputs with human-readable rationales and claim-level evidence • Adjust scores for case mix and specialty and optimize precision at the top of review queues • Deploy models into production, including scheduling, versioning, and drift monitoring • Establish modeling and deployment practices for the Data Science team • Collaborate with FWA Subject Matter Experts to distinguish genuine anomalies from policy- or edit-explained patterns • Communicate methodology and limitations to HFPP partners and stakeholders • Support investigators and clients in adopting and acting on analytic output

🎯 Requirements

• Master's in a quantitative field, or Bachelor's with equivalent hands-on experience • 5+ years building, validating, and delivering supervised machine learning models on real-world data • Experience with incomplete, delayed, or biased labels • Experience deploying and maintaining production models, including scheduling, versioning, and drift monitoring • Python and SQL proficiency • Feature engineering within very large-scale data warehouses • 2+ years working with healthcare claims data, including Medicare, Medicaid, or commercial claims • Knowledge of coding systems such as ICD-10, CPT, HCPCS, and DRG • Experience designing validation for imbalanced and temporally shifting problems • Knowledge of out-of-time evaluation, leakage detection, calibration, and precision-focused ranked-output metrics • Ability to explain model output to non-technical investigators • Ability to defend methodology to technical audiences and present analytic outcomes to clients and stakeholders • Must be able to obtain/maintain Public Trust • No work visa sponsorship provided • Candidates must reside in the United States

🏖️ Benefits

• Medical plan options, including plans with Health Savings Accounts • Dental plan options • Vision plan • 401(k) plan with pre-tax and post-tax contributions and company match • Full flex work weeks where possible • Vacation, sick and personal time • Paid holidays • Paid parental leave • Military leave • Bereavement leave • Jury duty leave • Typically 15 days of paid leave per calendar year • Additional 10 paid holidays per year • Up to 160 hours of paid family leave in a rolling 12-month period for eligible employees • Short- and long-term disability benefits • Life insurance • Accidental death and dismemberment insurance • Personal accident insurance • Critical illness insurance • Business travel and accident insurance • Remote work

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