TY - UNPD A1 - Fridgen, Gilbert A1 - Kräussl, Roman A1 - Papageorgiou, Orestis A1 - Tugnetti, Alessandro T1 - The fundamental value of Art NFTs N2 - Art-related non-fungible tokens (NFTs) took the digital art space by storm in 2021, generating massive amounts of volume and attracting a large number of users to a previously obscure part of blockchain technology. Still, very little is known about the attributes that influence the price of these digital assets. This paper attempts to evaluate the level of speculation associated with art NFTs, comprehend the characteristics that confer value on them and design a profitable trading strategy based on our findings. We analyze 860,067 art NFTs that have been deployed on the Ethereum blockchain and have been involved in 317,950 sales using machine learning methods to forecast the probability of sale, the trade frequency and the average price. We find that NFTs are highly speculative assets and that their price and recurrence of sale are heavily determined by the floor and the last sale prices, independent of any fundamental value. T3 - CFS working paper series - No. 709 KW - Non-fungible tokens (NFTs) KW - Machine Learning KW - Fundamental Value KW - Speculation KW - Ethereum KW - Blockchain Y1 - 2023 UR - http://publikationen.ub.uni-frankfurt.de/frontdoor/index/index/docId/69134 UR - https://nbn-resolving.org/urn:nbn:de:hebis:30:3-691347 UR - https://ssrn.com/abstract=4337173 N1 - JEL-Klassifikation: C55 Large Data Sets: Modeling and Analysis PB - Center for Financial Studies CY - Frankfurt, M. ER -