Crowdsourcing Exploration

We investigate the problem of optimal information provision when the goal is to maximize aggregate consumer surplus. We illustrate how a designer can (partially) alleviate the inefficiency involved in information gathering by employing a policy that strategically obfuscates past data and show that the optimal information-provision policy can be obtained as the solution of a large-scale linear program.