Jobs · Engineering

Data Scientist

Index Analytics LLC · Windsor Mill, MD · 3 mo ago
RemoteRemoteEngineeringFull-time

Responsibilities

  • Design, develop, and maintain machine learning and deep learning models, including both traditional (e.g., regression, tree-based models) and neural network-based approaches.
  • Build and deploy end-to-end ML pipelines on AWS (e.g., SageMaker, S3, Glue) for scalable training, evaluation, and inference.
  • Develop and implement advanced NLP solutions, including text classification, entity recognition, topic modeling, and semantic search using models such as BERT and transformer-based architectures.
  • Design, build, and productionize RAG (Retrieval-Augmented Generation) systems, including document ingestion, embedding pipelines, vector search, and LLM orchestration.
  • Develop LLM-powered applications, including prompt engineering, evaluation frameworks, and optimization techniques for accuracy, consistency, and cost.
  • Contribute to agentic AI system design, including multi-step reasoning workflows, tool use, and orchestration of LLM-driven agents for complex tasks.
  • Implement predictive analytics and statistical modeling to uncover patterns, trends, and insights from healthcare data.
  • Perform data mining and exploratory data analysis (EDA) using state-of-the-art techniques across structured and unstructured datasets.
  • Create data visualizations, dashboards, and analytical tools to communicate findings clearly to technical and non-technical stakeholders.
  • Evaluate model performance using appropriate metrics (e.g., accuracy, AUC, precision/recall) and present results in a clear, actionable manner.
  • Collaborate in an Agile environment with cross-functional teams including engineers, analysts, and stakeholders.
  • Recommend data-driven solutions and AI strategies aligned with CMS business needs and healthcare policy objectives.

Qualifications

  • U.S. citizen or authorized to work in the United States and able to demonstrate physical residency in the U.S. for at least three (3) of the past five (5) years.
  • Must be able to obtain a U.S. Federal government client badge and pass a Public Trust clearance.
  • Master’s degree in Computer Science, Data Science, or a related field required; PhD preferred.
  • Three (3) or more years of experience as a Data Scientist or in a similar role.
  • Strong experience in machine learning and statistical modeling, including supervised and unsupervised learning techniques, deep learning, and a solid foundation in probability, hypothesis testing, and regression.
  • Proven expertise in NLP and text analytics, including transformer-based architecture (e.g., BERT and related models), embeddings, vector databases, and semantic search systems.
  • Hands-on experience building LLM-powered applications, including prompt engineering, RAG architecture, and ideally agentic workflows or LLM orchestration frameworks, preferably within AWS environments (e.g., Bedrock).
  • Advanced programming skills in Python (preferred) and/or R, with practical experience using ML and data libraries such as pandas, NumPy, scikit-learn, PyTorch, and TensorFlow.
  • Strong experience with AWS cloud and MLOps tooling, including SageMaker, S3, Glue, Airflow, and data stores such as Redshift and DynamoDB, along with version control (GitHub) and CI/CD pipelines (e.g., Jenkins).
  • Experience with backend systems and data integration, including data modeling and supporting APIs for web-based and production applications.
  • Strong written and verbal communication skills, with the ability to explain complex models and insights clearly.
  • Experience supporting CMS or other federal healthcare agencies is a plus.

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