Personalization, Algorithms, Recommendation System.
and expectation-based ratings reveal the intricate interplay between anticipation and reality. From a data collection perspective, the timing of ratings introduces a dynamic dimension, enabling recommendation systems to weigh and interpret ratings within the context of user experiences. This facet