Infinite but Rare: Valuation and Pricing in Marketplaces for Blockchain-Based Nonfungible Tokens

Pavel Kireyev, Ruiqi Lin
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引用次数: 10

Abstract

Blockchain technologies have enabled the creation of decentralized applications which let users own and transact scarce digital assets called nonfungible tokens or NFTs. Although still in its infancy, the industry has generated over $2.5bn in transaction volume and attracted interest from organizations such as the NBA, several football (soccer) clubs, major brands, and gaming companies to create platforms for trading digital collectibles. A major question faced by NFT platforms is how to help participants value the digital items. We introduce a novel dataset and study how traditional approaches to valuation may exhibit significant biases in this market. We find that while buyers value NFTs much like we would expect them to value physical collectibles, sellers have a tendency to price sub-optimally, which causes traditional hedonic regression approaches to generate inaccurate valuations. We develop a valuation approach based on a structural model of the selling mechanism used in a popular NFT market to highlight these biases and develop a proof-of-concept decision support tool to help participants make more informed decisions.
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无限但罕见:基于区块链的不可替代代币市场的估值和定价
区块链技术已经能够创建分散的应用程序,让用户拥有和交易被称为不可替代代币或nft的稀缺数字资产。尽管该行业仍处于起步阶段,但已经产生了超过25亿美元的交易量,并吸引了NBA、几家足球俱乐部、主要品牌和游戏公司等组织创建数字收藏品交易平台的兴趣。NFT平台面临的一个主要问题是如何帮助参与者评估数字物品的价值。我们引入了一个新的数据集,并研究了传统的估值方法如何在这个市场中表现出显著的偏差。我们发现,虽然买家对nft的估值与我们期望他们对实物收藏品的估值非常相似,但卖家倾向于将价格定得次优,这导致传统的享乐回归方法产生不准确的估值。我们开发了一种基于在流行的NFT市场中使用的销售机制的结构模型的评估方法,以突出这些偏见,并开发了一个概念验证决策支持工具,以帮助参与者做出更明智的决策。
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