openalexJournal of the Association for Information Systems2026-08-15
Classification-Induced Data Bias: How Class-Based Schemas Distort Data at Collection
Data bias is a recognized problem in research and data-driven decision-making. Existing treatments focus on how data was collected: sampling bias from non-representative selection, measurement bias from recording errors, annotation bias from inconsistent labeling, and omitted var…