This paper studies the Random Utility Model (RUM) in a repeated stochastic choice situation, in which the decision maker is imperfectly informed about the payoffs associated to each of the available alternatives. By embedding the RUM into an online decision problem, we develop a gradient-based...

Payments and discounts incentivize participation in many transactions about which people know little, but can learn more --- payments for medical trial participation, signing bonuses for job applicants, or price rebates on consumer durables. Who opts into the transaction when given such...

This paper uses an experimental design of voluntary information acquisition to assess the information assumptions of different learning models. The design is implemented in two-stage asymmetric-information games. Subjects' information-seeking behavior reveals that they tend to choose certain...

This paper studies the costs and benefits of information acquisition and its influence on a firm's financial policies. Acquiring additional information improves learning about investment opportunities, thereby mitigating underinvestment, increasing borrowing, and encouraging higher payout....