Published Quarterly Journal of Economics Online 11 Apr 2026 Published Jul 2026Collusion with Optimal Information DisclosureTakuo Sugaya · Alexander WolitzkyThis paper asks how a third-party intermediary (an "algorithm") that observes market demand or costs superior to competing firms should optimally disclose that information to maximize the firms' …