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Designing a Blockchain-Based Data Market and Pricing Data to Optimize Data Trading and Welfare

块链 市场数据 福利 业务 计算机科学 经济 产业组织 数据科学 金融经济学 计算机安全 财务 市场经济
作者
Ingrid Bauer,Qianyu Liu,Claudio J. Tessone,Gerhard Schwabe
出处
期刊:International Journal of Electronic Commerce [Taylor & Francis]
卷期号:28 (1): 3-30 被引量:27
标识
DOI:10.1080/10864415.2023.2295068
摘要

While a wealth of potentially valuable data is generated and stored every year, many businesses suffer from inefficiencies, information asymmetries, and high storage costs, and lack knowledge on how to monetize their data assets. Blockchain is said to offer crucial building blocks to enable a verified, traceable exchange and trading with sensitive data goods and to address current challenges. While the technology's potentials for decentralized data markets have been discussed, the question of how to realize it to optimize trading and welfare remains open. Applying design-science research methods and computational simulation to a real-world business-oriented blockchain project, this study proposes a market model. By adopting the consortium blockchain, we are thinking outside the confines of tokens tied to a blockchain when applying blockchain to the data trading market. Our marketplace is designed outside the speculative tokens space and can focus on the data trading marketplace. We evaluate the effects of different pricing functions on market welfare and trading in on-chain data goods. The results indicate that data trading and welfare can be maximized through a logarithmic pricing function. Further, in a market of heterogeneous agents, unexpectedly, we observe a tipping point in transaction fees above which market operations collapse. Monitoring the market's consumer price elasticity helps us to avoid this collapse node, and we can also impact it by controlling transaction costs. Academics and practitioners can learn about the idiosyncrasies of blockchain in market design and operation.
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