online marketplaces - different industrial case-studies - UberEats, Postmates, Etsy, AirBnb, Music, P2P lending, Crowdfunding - Multiple, often conflicting objectives - +vely correlated, neutral, -vely correlated - ML methods needed to model the interplay between objectives - Important to carefully decide what a system optimizes for