Amy Allen developed a data unit standardization feature for the NREL/ComStock repository, focusing on emissions reporting accuracy. She implemented a direct conversion framework in Python to translate emissions data from kilograms to metric tons for NOX, SO2, CO, and PM, ensuring explicit and consistent unit definitions throughout the backend data pipelines. Amy also harmonized plotting configurations and category orders, aligning fuel-type representations to support reliable cross-dashboard comparisons. Her work emphasized backend development and data processing, resulting in improved data quality and consistency for regulatory and stakeholder reporting. The feature streamlined reporting workflows and enhanced the reliability of emissions metrics.