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**Role Summary** 5+ Years of Exp in Design and implement ontology models, entity relationships, graph structures, and semantic enrichment pipelines for BFSI context engineering use cases. **Key Responsibilities** Design BFSI ontology and graph schema Build entity and relationship extraction pipelines Implement graph ingestion and transformation logic Develop graph traversal and query patterns Support GraphRAG implementation Optimize graph performance and semantic accuracy Collaborate with AI engineers for retrieval integration **Required Skills** Neo4j and Cypher Python data engineering Graph data modeling Metadata and lineage concepts SQL and data transformation Entity relationship modeling **Good to Have** RDF/OWL/SPARQL NetworkX Graph analytics BFSI domain exposure Semantic web concepts