Coming into this practicum with a background in data science, I was eager to explore how structured metadata, standards, and repository governance interact in real-world contexts. This experience surpassed my expectations—offering not only technical challenges but also broader insights into the complexities of managing global research infrastructure.
Over the course of the practicum, I had the opportunity to work on a comprehensive baseline analysis of the re3data registry, focusing on the completeness and distribution of metadata fields across thousands of repositories. From designing the structure of the analysis pipeline to refining reporting methods and documenting the process for others, I grew immensely in how I approach analytical transparency and reproducibility.
The most rewarding part was not just the technical learning—though I became much more comfortable with tools like BeautifulSoup, Pandas, and even began exploring visualization platforms —but the clarity I gained in understanding how high-level frameworks like the DRA (Data Repository Attributes) or re3data platform shape actual repository metadata practices. Through weekly meetings, one-on-ones, and a cohort exercise, I saw firsthand how global standards are not only designed but discussed, negotiated, and iterated through collaboration.
Looking back, what I value most is how this experience connected technical rigor with community engagement. From linking WDS records to re3data entries to proposing improvements to metadata completeness, I saw how small data enhancements can ripple into larger impacts on discoverability and openness.
Thank you to everyone at WDS-ITO for the mentorship, collaboration, and the opportunity to contribute to something with global relevance. I leave with stronger skills, deeper curiosity, and a renewed sense of purpose in data stewardship.