Researchers struggle to properly categorize and publish datasets as academic papers

Academics and researchers lack clear guidance on how to formally publish and describe datasets as legitimate academic contributions. Current academic publishing frameworks don't have standardized terminology or processes for dataset-only papers, forcing researchers to either force datasets into traditional paper formats or struggle to get their data work recognized and cited by peers.