ML/AI Data Engineer

Nest Health

5d

About The Position

At Nest Health, the Machine Learning Data Engineer plays a critical role in transforming complex healthcare data into reliable, scalable, and compliant ML-powered solutions that directly support patient care and business operations. This role exists to bridge data engineering, machine learning, and analytics—curating high-quality datasets and feature stores, designing robust data models, and building production-ready ML/AI pipelines that deliver trustworthy insights and predictions.

Working end-to-end, the Machine Learning Data Engineer partners closely with data scientists, analytics teams, and business stakeholders to move solutions from raw data ingestion through modeling, deployment, and monitoring. With a strong focus on reusability, performance, and healthcare compliance, this role ensures that ML systems are not only technically sound but also practical, explainable, and impactful for real-world clinical and operational use at Nest Health.

Requirements

• Bachelor's degree in Computer Science, Statistics, Engineering or related field. A comparable combination of education and experience may be considered.
• 3–6 years in data engineering building production pipelines and data models in a cloud environment.
• Hands-on ML/AI experience: feature engineering, , deployment, monitoring, and practical explainability.
• Strong SQL (Snowflake or similar) and Python; experience with orchestration tools (ADF or similar) and CI/CD for data.

Nice To Haves

• Familiarity with healthcare and Salesforce data models is a plus.

Responsibilities

• Model healthcare data for operations, analytics and ML using dimensional or data-vault techniques.
• Partner with data scientists to productionize ML/AI solutions: implement feature pipelines, , batch and streaming inference endpoints, drift/performance monitoring, and practical explainability for end users.
• Automate repetitive analytics tasks and integrate ML models into production-grade data pipelines.
• Design, build, and maintain pipelines supporting batch and near-real-time operational, analytical and ML workloads.
• Enable downstream analytics by publishing curated marts/views and managing schema updates.

Benefits

• Family- centric health support with access to Lyric’s comprehensive services for urgent care, behavioral health, psychology, and psychiatry for you and your entire family, including virtual veterinary care for your pets
• Company supported Parental Leave for both primary/non-primary care givers with options for a tiered return to work, and eligibility to receive additional hours PTO for Prenatal Care and Backup Childcare
• Receive reimbursement for work- related vehicle expenses, including commuting and travel costs, for staff who drive as part of their job responsibilities
• Opportunity to receive up to $3,000/year Tuition Reimbursement to support your educational and professional development by covering a portion of costs relating to fees, course materials, or other related expenses
• Employer sponsored short-term and long-term disability benefits to provide financial support in the event of illness or injury that prevents you from working
• Enrollment in 401 (k) Retirement Plan through Human Interest to help save for your future with flexible contribution options

What This Job Offers

• Job Type: Full-time
• Career Level: Mid Level
• Number of Employees: 11-50 employees