As smart contract platforms autonomously manage billions of dollars of capital, quantifying the portfolio risk that investors engender in these systems is increasingly important. Recent work illustrates that Proof of Stake (PoS) is vulnerable to financial attacks arising from on-chain lending and has worse capital efficiency than Proof of Work (PoW). Numerous methods for improving capital efficiency have been proposed that allow stakers to create fungible derivative claims on their staked assets. In this paper, we construct a unifying model for studying the security risks of these proposals.
This model combines birth-death Pólya urn processes and risk models adapted from the credit derivatives literature to assess token inequality and return profiles. We find that there is a sharp transition between ‘safe’ and ‘unsafe’ derivative usage. Surprisingly, we find that contrary to prior research there exist conditions where derivatives can reduce concentration of wealth in these networks. This model also applies to Decentralized Finance (DeFi) protocols where staked assets are used as insurance. Our theoretical results are validated using agent-based simulation.