This position paper discusses the role of open access research data within mathematics education, a relatively new initiative across the wider research community. International and national policy documents are explored and examples from both the scientific and social science paradigms of mathematical sciences and mathematics education respectively are provided. Within these examples, some of the more well-known concerns associated with making data open and accessible are acknowledged and debated.