Quan, Y. and Wang, C. 2025. Collapsing or Not? A Practical Guide to Handling Sparse Responses for Polytomous Items. Methodology. 21, 1 (Mar. 2025), Article e14303. DOI:https://doi.org/10.5964/meth.14303.