Build, test, and maintain ingestion and transformation pipelines, including NLP model integration. Develop data transformation, validation, and analysis methods. Build out a data warehousing strategy for the full data lifecycle. Operationalize data quality with visibility and remediation. Contribute to GIS data architecture strategies and drive implementation.