Aaron Kho enhanced data quality and analytics readiness in the MITIM-fusion repository by delivering powerstate data enrichment within TRANSFORMtools. He extended the gacode_to_powerstate module to incorporate plasma-related variables, aligning upstream data collection with the requirements of downstream analytics and optimization. Working primarily in Python and leveraging his expertise in data processing and scientific computing, Aaron validated the enrichment pathway end-to-end to ensure robust integration and reliability. This work established a foundation for richer power state insights and future feature development, addressing the need for more comprehensive analytics and supporting improved decision-making across the MITIM-fusion project’s data pipeline.