In this paper, we develop a structural model of household behavior in an environment where there is uncertainty about brand attributes, and both prices and advertising signal brand quality. Four quality signaling mechanisms are at work in the model: 1) price signals quality, 2) advertising...

Through repeated interactions, firms today refine their understanding of individual users' preferences adaptively for personalization. In this paper, we use a continuous-time multi-agent bandit model to analyze firms that supply content to consumers, a representative setting for strategic...