Data sharing is very important for accelerating scientific research, business innovations, and for informing individuals. Yet, concerns over data privacy, cost, and lack of secure data-sharing solutions have prevented data owners from sharing data. To overcome these issues, several research works have proposed blockchain-based data-sharing solutions for their ability to add transparency and control to the data-sharing process. Yet, while models for decentralized data sharing exist, how to incentivize these structures to enable data sharing at scale remains largely unexplored. In this paper, we propose incentive mechanisms for decentralized data-sharing platforms. We use smart contracts to automate different payment options between data owners and data requesters. We discuss multiple cost pricing scenarios for data owners to monetize their data. Moreover, we simulate the incentive mechanisms on a blockchain-based data-sharing platform. The evaluation of our simulation indicates that a cost compensation model for the data owner can rapidly cover the cost of data sharing and balance the overall incentives for all the actors in the platform.
翻译:数据共享对于加快科学研究、商业创新和向个人提供信息非常重要。然而,对数据隐私、成本和缺乏安全的数据共享解决方案的担忧阻碍了数据拥有者共享数据。为克服这些问题,一些研究工作提出了基于链式数据共享解决方案,以提升数据共享进程的透明度和控制能力。然而,虽然存在分散化数据共享模式,但如何激励这些结构实现大规模数据共享的激励机制基本上尚未开发。在本文件中,我们提出了分散化数据共享平台的激励机制。我们使用智能合同将数据拥有者与数据请求者之间的不同支付选项自动化。我们讨论了数据拥有者将其数据货币化的多种成本定价方案。此外,我们模拟了基于链式数据共享平台的激励机制。我们的模拟评估表明,数据拥有者的成本补偿模式可以快速覆盖数据共享的成本,平衡平台所有参与者的总体激励机制。