Engineering Case Study: Specialized Talent with Precision & Speed
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Data Lead

Newbury

, Ohio
Direct Hire
Remote
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Data Lead
Remote
$160,000-210,000

The Data Lead will be responsible for designing and maintaining our data infrastructure, including ETL pipelines, vector databases, and retrieval systems for RAG-based applications. They will guide data quality, governance, and performance optimization efforts, ensuring our platform delivers accurate, scalable, and cost-efficient data-driven experiences.

Data Lead Responsibilities
  • Data Engineering: Strong SQL and Python, ETL pipeline design, and data normalization/cleaning.
  • Vector Databases & Retrieval: Hands-on with Pinecone, Weaviate, Milvus, or pgvector. Knowledge of index strategies (HNSW, IVF, PQ).
  • RAG (Retrieval Augmented Generation): Designing retrieval strategies (chunking, embeddings selection, reranking).
  • Embedding Models: Understanding how to choose and evaluate embedding models for domain-specific tasks.
  • Data Modeling & Knowledge Graphs (nice-to-have): For linking structured/unstructured data.
  • Data Quality & Governance: Setting standards for metadata, access controls, lineage, and freshness.
  • Performance Optimization: Benchmark and tune latency, recall/precision, and cost/performance trade-offs.

Data Lead Requirements
  • 6+ years in data engineering, data platform, or ML data roles.
  • Strong SQL and Python skills for ETL and data workflows.
  • Experience with vector databases (Pinecone, Weaviate, Milvus, pgvector).
  • Proven ability to design retrieval pipelines for RAG.
  • Deep understanding of embedding models and their evaluation.
  • Familiarity with data quality and governance frameworks.
  • Ability to optimize systems for latency, accuracy, and cost-efficiency.
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Engineering Case Study: Specialized Talent with Precision & Speed
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