Financial Instruments in Recommendation Mechanisms

Abstract

We demonstrate how to use financial instruments to produce recommendation mechanisms. We describe how futures and futures options, both relating to the perception of a company or service, can be used to derive accurate recommendations that are secure against abuse. We suggest the notion of economic reductions to attribute a cost to the introduction of bias in the recommendation system. We demonstrate the use of such an approach using a simplified set of assumptions on the behavior of the market.