Data for Change: Women in STEM Wikidata Edit-a-Thon

Two people pose smiling in front of a large screen with an image projected that reads, "AMPLIFYING WOMEN IN STEM IN WIKIDATA: Why representation in open knowledge matters - especially in the age of AI
Diane Biunno and Joanne Dera were among the co-organizers of the Women in STEM Wikidata Edit-a-Thon.

On March 4, Dana Library hosted a Wikidata mini edit-a-thon focused on Women in STEM in collaboration with librarians from NJIT. The event brought together 13 participants ranging from beginner to advanced contributors, including students, librarians, and experienced Wikipedians. Attendees represented Drew University, NJIT, Smith Library, and Dana Library, along with members of the regional Wikimedia community. We were especially fortunate to have leadership from Wikipedia NYC and the Philadelphia Wikisalon in attendance. Their expertise was invaluable in supporting participants who were new to Wikidata and helping guide the editing process throughout the session. 

During the edit-a-thon, participants expanded and strengthened approximately 30 Wikidata entries related to Rutgers and NJIT graduates. Contributors added new data points, improved existing information, and incorporated reliable references to support the entries. Participants also drew on Rutgers University Libraries and NJIT Libraries resources to enhance the records, demonstrating how library collections and research materials can be used to improve structured data and increase the visibility of our libraries’ collections and resources. 

In addition to the hands-on editing work, participants learned what Wikidata is, how it functions as structured linked data, and why contributing to it matters. The session highlighted how improving data about women in STEM helps make their contributions more visible and discoverable. Because major platforms, such as Google, and large generative language models, such as ChatGPT and Google Gemini, draw on Wikipedia and Wikidata, expanding these records helps broaden public knowledge and address systemic gaps and biases in how women’s achievements are represented online and in AI-driven systems. 

The event was a strong success and demonstrated significant growth potential. As a result, we are now in conversations with Wikipedia NYC and NJIT about organizing additional events and expanding this collaboration. With greater support from the Wikimedia community, future edit-a-thons could scale to larger participation and further leverage Rutgers and NJIT library collections to enrich Wikidata entries, both strengthening the global knowledge graph and helping drive researchers and readers back to our library resources and collections. 

Co-organizers of the event:
Dana Library Team: Joanne Dera, Diane Biunno, and Angela Lawrence
NJIT Libraries Team: Bob Vietrogoski and Jill Lagerstrom