Liu, S. 2025. From Rubric to Reality: Reflections on Norming and Scoring Information Literacy at Scale. International Journal of Librarianship. 10, 4 (Dec. 2025), 71–82. DOI:https://doi.org/10.23974/ijol.2025.vol10.4.516.