What makes Punks worthy? Valuation of Non-Fungible Tokens based on the CryptoPunks collection using the hedonic pricing method
Ewelina Plachimowicz and
Piotr Wójcik
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Ewelina Plachimowicz: University of Warsaw, Faculty of Economic Sciences
No 2022-27, Working Papers from Faculty of Economic Sciences, University of Warsaw
Abstract:
This article focuses on an attempt to value Non-Fungible Tokens from the CryptoPunks collection. Based on the data from January 2021 to July 2021, a hedonic pricing model was built, based on the transaction history and characteristics of a given NFT, as well as external markets variables - cryptocurrency prices (Bitcoin and Ethereum), natural gas prices and the popularity of the collection in social media (Twitter). According to the literature, we decided to build three regression models: Ordinary Least Squares model, XGBoost algorithm and bidirectional Long Short-Term Memory Model. Based on the results, we were able to prove that such complex issues as NFT valuation require more advanced methods than the classical regression model. In addition, we proved that one of the most important categories of variables in the case of NFT valuation is the history of token sales and its characteristics, indicating a particular rarity. Moreover, we have shown that the cryptocurrency and natural gas market is not an important factor in the NFT valuation. Finally, we proved that the increase in the popularity of tokens in social media translates into an increase in NFT prices, and this is an important element when trying to valuate tokens.
Keywords: NFT; Non-Fungible Token; pricing; valuation; luxury goods; cryptocurrencies (search for similar items in EconPapers)
JEL-codes: G12 G14 Z11 (search for similar items in EconPapers)
Pages: 39 pages
Date: 2022
New Economics Papers: this item is included in nep-cul and nep-pay
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https://www.wne.uw.edu.pl/download_file/2251/0 First version, 2022 (application/pdf)
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Persistent link: https://EconPapers.repec.org/RePEc:war:wpaper:2022-27
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