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On the Mechanics of NFT Valuation: AI Ethics and Social Media

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  • Zhang, Luyao
  • Sun, Yutong
  • Quan, Yutong
  • Cao, Jiaxun
  • Tong, Xin

Abstract

As CryptoPunks pioneers the innovation of non-fungible tokens (NFTs) in AI and art, the valuation mechanics of NFTs has become a trending topic. Earlier research identifies the impact of ethics and society on the price prediction of CryptoPunks. Since the booming year of the NFT market in 2021, the discussion of CryptoPunks has propagated on social media. Still, existing literature hasn't considered the social sentiment factors after the historical turning point on NFT valuation. In this paper, we study how sentiments in social media, together with gender and skin tone, contribute to NFT valuations by an empirical analysis of social media, blockchain, and crypto exchange data. We evidence social sentiments as a significant contributor to the price prediction of CryptoPunks. Furthermore, we document structure changes in the valuation mechanics before and after 2021. Although people's attitudes towards Cryptopunks are primarily positive, our findings reflect imbalances in transaction activities and pricing based on gender and skin tone. Our result is consistent and robust, controlling for the rarity of an NFT based on the set of human-readable attributes, including gender and skin tone. Our research contributes to the interdisciplinary study at the intersection of AI, Ethics, and Society, focusing on the ecosystem of decentralized AI or blockchain. We provide our data and code for replicability as open access on GitHub.

Suggested Citation

  • Zhang, Luyao & Sun, Yutong & Quan, Yutong & Cao, Jiaxun & Tong, Xin, 2023. "On the Mechanics of NFT Valuation: AI Ethics and Social Media," OSF Preprints qwpdx, Center for Open Science.
    • Handle: RePEc:osf:osfxxx:qwpdx
    DOI: 10.31219/osf.io/qwpdx
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    References listed on IDEAS

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    Cited by:

    1. Yu, Haoyang & Sun, Yutong & Liu, Yulin & Zhang, Luyao, 2023. "Bitcoin Gold, Litecoin Silver: An Introduction to Cryptocurrency’s Valuation and Trading Strategy," OSF Preprints t2fku, Center for Open Science.
    2. Yan, Tao & Li, Shengnan & Kraner, Benjamin & Zhang, Luyao & Tessone, Claudio J., 2024. "Analyzing Reward Dynamics and Decentralization in Ethereum 2.0: An Advanced Data Engineering Workflow and Comprehensive Datasets for Proof-of-Stake Incentives," OSF Preprints 6ceuz, Center for Open Science.
    3. Yuqi Chen & Yifan Li & Kyrie Zhixuan Zhou & Xiaokang Fu & Lingbo Liu & Shuming Bao & Daniel Sui & Luyao Zhang, 2024. "Global Public Sentiment on Decentralized Finance: A Spatiotemporal Analysis of Geo-tagged Tweets from 150 Countries," Papers 2409.00843, arXiv.org.
    4. Xiao, Yunpeng & Deng, Bufan & Chen, Siqi & Zhou, Kyrie Zhixuan & LC, RAY & Zhang, Luyao & Tong, Xin, 2023. ""Centralized or Decentralized?": Concerns and Value Judgments of Stakeholders in the Non-Fungible Tokens (NFTs) Market," OSF Preprints evz4p, Center for Open Science.
    5. Yihang Fu & Mingwei Jing & Jiaolun Zhou & Peilin Wu & Ye Wang & Luyao Zhang & Chuang Hu, 2024. "Quantifying the Blockchain Trilemma: A Comparative Analysis of Algorand, Ethereum 2.0, and Beyond," Papers 2407.14335, arXiv.org.
    6. Tao Yan & Shengnan Li & Benjamin Kraner & Luyao Zhang & Claudio J. Tessone, 2024. "Analyzing Reward Dynamics and Decentralization in Ethereum 2.0: An Advanced Data Engineering Workflow and Comprehensive Datasets for Proof-of-Stake Incentives," Papers 2402.11170, arXiv.org.

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