At Crisil, I lead Data Catalog and Ontology teams and drive metadata, governance, and semantic data initiatives across financial domains. I designed and implemented an enterprise knowledge graph and semantic layer across US Public Finance, credit, and corporate datasets.
At Syngene (Biocon Bristol Myers Squibb Research Centre), I led FAIR data implementation using TopBraid EDG and developed ontology and metadata models. I also implemented SHACL validation frameworks and automated metadata and ontology lifecycle processes with Python.
At S&P Global, I worked on commodity market data and led an initiative integrating enterprise ontology with a data catalog. My earlier research at Indian Statistical Institute included knowledge graphs and metadata vocabularies, and I published work on automated knowledge graph construction and algorithm metadata.

