In quantitative marketing, unobserved heterogeneity refers to differences in consumer response parameters that cannot be explained by observed demographics or past behavior. Modeling this form of heterogeneity is crucial for uncovering true segmentation, avoiding bias from aggregation, and capturing variation in decision rules across consumers.