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Mapping the NFT revolution: market trends, trade networks and visual features

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Cited by:

  1. Simona Andreea Apostu & Mirela Panait & Làszló Vasa & Constanta Mihaescu & Zbyslaw Dobrowolski, 2022. "NFTs and Cryptocurrencies—The Metamorphosis of the Economy under the Sign of Blockchain: A Time Series Approach," Mathematics, MDPI, vol. 10(17), pages 1-13, September.
  2. Elli Kraizberg, 2023. "Non-fungible tokens: a bubble or the end of an era of intellectual property rights," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-20, December.
  3. Qiao, Xingzhi & Zhu, Huiming & Tang, Yiding & Peng, Cheng, 2023. "Time-frequency extreme risk spillover network of cryptocurrency coins, DeFi tokens and NFTs," Finance Research Letters, Elsevier, vol. 51(C).
  4. Bao, Te & Ma, Mengzhong & Wen, Yonggang, 2023. "Herding in the non-fungible token (NFT) market," Journal of Behavioral and Experimental Finance, Elsevier, vol. 39(C).
  5. Vidal-Tomás, David, 2022. "The new crypto niche: NFTs, play-to-earn, and metaverse tokens," Finance Research Letters, Elsevier, vol. 47(PB).
  6. Arthur A. B. Pessa & Matjaz Perc & Haroldo V. Ribeiro, 2023. "Age and market capitalization drive large price variations of cryptocurrencies," Papers 2302.12319, arXiv.org.
  7. Shannon, Darren & Dowling, Michael & Zhaf, Marjan & Sheehan, Barry, 2024. "Dutch auction dynamics in non-fungible token (NFT) markets," Economic Modelling, Elsevier, vol. 141(C).
  8. Urom, Christian & Ndubuisi, Gideon & Guesmi, Khaled, 2022. "Dynamic dependence and predictability between volume and return of Non-Fungible Tokens (NFTs): The roles of market factors and geopolitical risks," Finance Research Letters, Elsevier, vol. 50(C).
  9. Yilmaz, Tuba & Sagfossen, Sofie & Velasco, Carlos, 2023. "What makes NFTs valuable to consumers? Perceived value drivers associated with NFTs liking, purchasing, and holding," Journal of Business Research, Elsevier, vol. 165(C).
  10. Raphael Auer & Bernhard Haslhofer & Stefan Kitzler & Pietro Saggese & Friedhelm Victor, 2024. "The technology of decentralized finance (DeFi)," Digital Finance, Springer, vol. 6(1), pages 55-95, March.
  11. Reto Hofstetter & Emanuel Bellis & Leif Brandes & Melanie Clegg & Cait Lamberton & David Reibstein & Felicia Rohlfsen & Bernd Schmitt & John Z. Zhang, 2022. "Crypto-marketing: how non-fungible tokens (NFTs) challenge traditional marketing," Marketing Letters, Springer, vol. 33(4), pages 705-711, December.
  12. Goodell, John W. & Yadav, Miklesh Prasad & Ruan, Junhu & Abedin, Mohammad Zoynul & Malhotra, Nidhi, 2023. "Traditional assets, digital assets and renewable energy: Investigating connectedness during COVID-19 and the Russia-Ukraine war," Finance Research Letters, Elsevier, vol. 58(PA).
  13. Urom, Christian & Ndubuisi, Gideon & Guesmi, Khaled, 2024. "Global macroeconomic factors and the connectedness among NFTs and (un)conventional assets," Research in International Business and Finance, Elsevier, vol. 71(C).
  14. Ghosh, Indranil & Alfaro-Cortés, Esteban & Gámez, Matías & García-Rubio, Noelia, 2023. "Prediction and interpretation of daily NFT and DeFi prices dynamics: Inspection through ensemble machine learning & XAI," International Review of Financial Analysis, Elsevier, vol. 87(C).
  15. Belk, Russell & Humayun, Mariam & Brouard, Myriam, 2022. "Money, possessions, and ownership in the Metaverse: NFTs, cryptocurrencies, Web3 and Wild Markets," Journal of Business Research, Elsevier, vol. 153(C), pages 198-205.
  16. Niklas Konstantin Klein & Fritz Lattermann & Dirk Schiereck, 2023. "Investment in non-fungible tokens (NFTs): the return of Ethereum secondary market NFT sales," Journal of Asset Management, Palgrave Macmillan, vol. 24(4), pages 241-254, July.
  17. Eva Sánchez-Amboage & Verónica Crespo-Pereira & Matías Membiela-Pollán & João Paulo Jesús Faustino, 2024. "Tourism marketing in the metaverse: A systematic literature review, building blocks, and future research directions," PLOS ONE, Public Library of Science, vol. 19(5), pages 1-22, May.
  18. Chen, Qiuying & Choi, Beom-Jin & Lee, Sang-Joon, 2025. "Tailoring customer segmentation strategies for luxury brands in the NFT market – The case of SUPERGUCCI," Journal of Retailing and Consumer Services, Elsevier, vol. 82(C).
  19. Yousaf, Imran & Yarovaya, Larisa, 2022. "The relationship between trading volume, volatility and returns of Non-Fungible Tokens: evidence from a quantile approach," Finance Research Letters, Elsevier, vol. 50(C).
  20. Horky, Florian & Rachel, Carolina & Fidrmuc, Jarko, 2022. "Price determinants of non-fungible tokens in the digital art market," Finance Research Letters, Elsevier, vol. 48(C).
  21. Colicev, Anatoli, 2023. "How can non-fungible tokens bring value to brands," International Journal of Research in Marketing, Elsevier, vol. 40(1), pages 30-37.
  22. Elie Bouri & Matteo Foglia & Sayar Karmakar & Rangan Gupta, 2024. "Return-Volatility Nexus in the Digital Asset Class: A Dynamic Multilayer Connectedness Analysis," Working Papers 202432, University of Pretoria, Department of Economics.
  23. Wael Hemrit & Noureddine Benlagha & Racha Ben Arous & Mounira Ben Arab, 2023. "Exploring the time‐frequency connectedness among non‐fungible tokens and developed stock markets," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 30(4), pages 192-207, October.
  24. Zhang, Zhiyuan & Sun, Qinglin & Ma, Yongfan, 2022. "The hedge and safe haven properties of non-fungible tokens (NFTs): Evidence from the nonlinear autoregressive distributed lag (NARDL) model," Finance Research Letters, Elsevier, vol. 50(C).
  25. Fakhfekh, Mohamed & Bejaoui, Azza & Bariviera, Aurelio F. & Jeribi, Ahmed, 2024. "Dependence structure between NFT, DeFi and cryptocurrencies in turbulent times: An Archimax copula approach," The North American Journal of Economics and Finance, Elsevier, vol. 70(C).
  26. Laurens Swinkels, 2025. "Empirical Evidence on the Ownership and Liquidity of Real Estate Tokens," Springer Books, in: Gang Kou & Yongqiang Li & Zongyi Zhang & J. Leon Zhao & Zhi Zhuo (ed.), Blockchain, Crypto Assets, and Financial Innovation, pages 434-467, Springer.
  27. Jinlu Shen & Xiangyu Zhou & Wei Wu & Liang Wang & Zhenying Chen, 2023. "Worldwide Overview and Country Differences in Metaverse Research: A Bibliometric Analysis," Sustainability, MDPI, vol. 15(4), pages 1-25, February.
  28. David Lee Kuo Chuen & Yang Li, 2025. "Blockchain innovation in promoting employment," Papers 2502.15549, arXiv.org.
  29. Konstantinos Pelechrinis & Xin Liu & Prashant Krishnamurthy & Amy Babay, 2023. "Spotting anomalous trades in NFT markets: The case of NBA Topshot," PLOS ONE, Public Library of Science, vol. 18(6), pages 1-17, June.
  30. Hyejin Park & Buyoung Ahn & Taejong Kim, 2025. "An exploration of research trends on metaverse: topic modeling with latent dirichlet allocation," Quality & Quantity: International Journal of Methodology, Springer, vol. 59(1), pages 233-252, February.
  31. Ki, Chung-Wha (Chloe) & Chong, Sze Man & Aw, Eugene Cheng-Xi & Lam, Magnum Man-Lok & Wong, Christina W.Y., 2025. "Metaverse consumer behavior: Investigating factors driving consumer participation in the transitory metaverse, avatar personalization, and digital fashion adoption," Journal of Retailing and Consumer Services, Elsevier, vol. 82(C).
  32. Umar, Zaghum & Alwahedi, Wafa & Zaremba, Adam & Vo, Xuan Vinh, 2022. "Return and volatility connectedness of the non-fungible tokens segments," Journal of Behavioral and Experimental Finance, Elsevier, vol. 35(C).
  33. Barbara Guidi & Andrea Michienzi, 2023. "From NFT 1.0 to NFT 2.0: A Review of the Evolution of Non-Fungible Tokens," Future Internet, MDPI, vol. 15(6), pages 1-23, May.
  34. Luyao Zhang & Fan Zhang, 2023. "Understand Waiting Time in Transaction Fee Mechanism: An Interdisciplinary Perspective," Papers 2305.02552, arXiv.org.
  35. Lin, Min-Bin & Wang, Bingling & Bocart, Fabian Y.R.P. & Hafner, Christian M. & Härdle, Wolfgang K., 2022. "DAI Digital Art Index : a robust price index for heterogeneous digital assets," LIDAM Discussion Papers ISBA 2022036, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
  36. Lanqing Du & Michelle Kim & Jinwook Lee, 2022. "The Art NFTs and Their Marketplaces," Papers 2210.14942, arXiv.org.
  37. Weber, Daniel, 2022. "Exploring markets: Non-Fungible Token," IU Discussion Papers - Business & Management 2 (April 2022), IU International University of Applied Sciences.
  38. Anton Dziatkovskii & Uladzimir Hryneuski & Alexandra Krylova & Adrian Chun Minh Loy, 2022. "Chronological Progress of Blockchain in Science, Technology, Engineering and Math (STEM): A Systematic Analysis for Emerging Future Directions," Sustainability, MDPI, vol. 14(19), pages 1-18, September.
  39. Kim Peiter Jørgensen & Roman Beck, 2022. "Universal Wallets," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 64(1), pages 115-125, February.
  40. Mingxiao Song & Yunsong Liu & Agam Shah & Sudheer Chava, 2023. "Abnormal Trading Detection in the NFT Market," Papers 2306.04643, arXiv.org, revised Aug 2023.
  41. Roman Kräussl & Alessandro Tugnetti, 2024. "Non‐Fungible Tokens (NFTs): A Review of Pricing Determinants, Applications and Opportunities," Journal of Economic Surveys, Wiley Blackwell, vol. 38(2), pages 555-574, April.
  42. Ghosh, Bikramaditya & Bouri, Elie & Wee, Jung Bum & Zulfiqar, Noshaba, 2023. "Return and volatility properties: Stylized facts from the universe of cryptocurrencies and NFTs," Research in International Business and Finance, Elsevier, vol. 65(C).
  43. Wesley Joon-Wie Tann & Akhil Vuputuri & Ee-Chien Chang, 2022. "Projecting Non-Fungible Token (NFT) Collections: A Contextual Generative Approach," Papers 2210.15493, arXiv.org, revised Feb 2023.
  44. Chih-Hung Wu & Chien-Yu Liu & Ting-Sheng Weng, 2023. "Critical Factors and Trends in NFT Technology Innovations," Sustainability, MDPI, vol. 15(9), pages 1-25, May.
  45. Lennart Ante, 2022. "The Non-Fungible Token (NFT) Market and Its Relationship with Bitcoin and Ethereum," FinTech, MDPI, vol. 1(3), pages 1-9, June.
  46. Aharon, David Y. & Demir, Ender, 2022. "NFTs and asset class spillovers: Lessons from the period around the COVID-19 pandemic," Finance Research Letters, Elsevier, vol. 47(PA).
  47. Mikić Hristina & Zbuchea Alexandra, 2021. "Editorial: Creative Economy in Continuous Evolution," Culture. Society. Economy. Politics, Sciendo, vol. 1(2), pages 7-11, December.
  48. Sarfaraz Ahmed Mohammed & Anca L. Ralescu, 2023. "Future Internet Architectures on an Emerging Scale—A Systematic Review," Future Internet, MDPI, vol. 15(5), pages 1-28, April.
  49. Ewelina Plachimowicz & Piotr Wójcik, 2022. "What makes Punks worthy? Valuation of Non-Fungible Tokens based on the CryptoPunks collection using the hedonic pricing method," Working Papers 2022-27, Faculty of Economic Sciences, University of Warsaw.
  50. Aiolfi, Simone & Luceri, Beatrice, 2024. "See you on the Metaverse: A bibliometric expedition through the Metaverse landscape," Technological Forecasting and Social Change, Elsevier, vol. 207(C).
  51. Liu, Yue & Xin, Baogui & Xie, Lei, 2025. "Strategic NFT adoption to combat digital piracy," Technovation, Elsevier, vol. 141(C).
  52. Bernhard K Meister & Henry CW Price, 2022. "NFTs: The Game is Afoot," Papers 2209.09956, arXiv.org.
  53. Wang, Yizhi, 2022. "Volatility spillovers across NFTs news attention and financial markets," International Review of Financial Analysis, Elsevier, vol. 83(C).
  54. Na Hyeon Park & Hanna Kim & Chanhee Lee & Changhoon Yoon & Seunghyeon Lee & Youngjin jin & Seungwon Shin, 2023. "A Deep Dive into NFT Whales: A Longitudinal Study of the NFT Trading Ecosystem," Papers 2303.09393, arXiv.org.
  55. Umar, Zaghum & Gubareva, Mariya & Teplova, Tamara & Tran, Dang K., 2022. "Covid-19 impact on NFTs and major asset classes interrelations: Insights from the wavelet coherence analysis," Finance Research Letters, Elsevier, vol. 47(PB).
  56. Bernhard K. Meister & Henry C. W. Price, 2022. "Darwin Among the Cryptocurrencies," Papers 2202.10340, arXiv.org.
  57. Chong Guan & Ding Ding & Jing Ren & Jiancang Guo, 2024. "Unveiling the aesthetic “wow factor”: The role of aesthetic incongruity and image quality in NFT art valuation with computer vision," Electronic Markets, Springer;IIM University of St. Gallen, vol. 34(1), pages 1-16, December.
  58. Umar, Zaghum & Usman, Muhammad & Choi, Sun-Yong & Rice, John, 2023. "Diversification benefits of NFTs for conventional asset investors: Evidence from CoVaR with higher moments and optimal hedge ratios," Research in International Business and Finance, Elsevier, vol. 65(C).
  59. Brett Hemenway Falk & Gerry Tsoukalas & Niuniu Zhang, 2022. "Economics of NFTs: The Value of Creator Royalties," Papers 2212.00292, arXiv.org.
  60. Vidal-Tomás, David, 2023. "The illusion of the metaverse and meta-economy," International Review of Financial Analysis, Elsevier, vol. 86(C).
  61. Malik, Nikhil & Wei, Yanhao Max & Appel, Gil & Luo, Lan, 2023. "Blockchain technology for creative industries: Current state and research opportunities," International Journal of Research in Marketing, Elsevier, vol. 40(1), pages 38-48.
  62. Kensuke Ito & Kyohei Shibano & Gento Mogi, 2022. "Bubble Prediction of Non-Fungible Tokens (NFTs): An Empirical Investigation," Papers 2203.12587, arXiv.org, revised Jun 2022.
  63. Shrey Jain & Camille Bruckmann & Chase McDougall, 2022. "NFT Appraisal Prediction: Utilizing Search Trends, Public Market Data, Linear Regression and Recurrent Neural Networks," Papers 2204.12932, arXiv.org.
  64. Umar, Zaghum & Polat, Onur & Choi, Sun-Yong & Teplova, Tamara, 2022. "Dynamic connectedness between non-fungible tokens, decentralized finance, and conventional financial assets in a time-frequency framework," Pacific-Basin Finance Journal, Elsevier, vol. 76(C).
  65. Howard Zhong & Mark Hamilton, 2023. "Exploring Gender and Race Biases in the NFT Market," Papers 2304.06484, arXiv.org.
  66. Liu, Jiatong, 2023. "Time-frequency correlations and extreme spillover effects between carbon markets and NFTs: The roles of EPU and COVID-19," Finance Research Letters, Elsevier, vol. 54(C).
  67. Urom, C. & Ndubuisi, Gideon & Guesmi, K., 2022. "Quantile return and volatility connectedness among Non-Fungible Tokens (NFTs) and (un)conventional asset," MERIT Working Papers 2022-017, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
  68. Mingxuan He, 2023. "Deep Learning for Dynamic NFT Valuation," Papers 2312.05346, arXiv.org.
  69. Giang Barrera, Kevin & Shah, Denish, 2023. "Marketing in the Metaverse: Conceptual understanding, framework, and research agenda," Journal of Business Research, Elsevier, vol. 155(PA).
  70. Proelss, Juliane & Sévigny, Stéphane & Schweizer, Denis, 2023. "GameFi: The perfect symbiosis of blockchain, tokens, DeFi, and NFTs?," International Review of Financial Analysis, Elsevier, vol. 90(C).
  71. Ozge Camalan & Sahika Gokmen & Sibel Atan, 2024. "Using Advanced Machine Learning Techniques to Predict the Sales Volume of Non-Fungible Tokens," World Journal of Applied Economics, WERI-World Economic Research Institute, vol. 10(1), pages 17-27, June.
  72. Yoo, Kiwoong & Welden, Roman & Hewett, Kelly & Haenlein, Michael, 2023. "The merchants of meta: A research agenda to understand the future of retailing in the metaverse," Journal of Retailing, Elsevier, vol. 99(2), pages 173-192.
  73. Wannow, Stefanie & Beck, Chiara, 2023. "Marketing in the Metaverse: Exploring marketing opportunities and potential pitfalls," PraxisWISSEN Marketing: German Journal of Marketing, AfM – Arbeitsgemeinschaft für Marketing, vol. 8(01/2023), pages 57-76.
  74. Choi, Jaeseo, 2024. "A Study on the Applicability of NFT in the Entertainment Industry: Application of the Means-end Chain analysis and Laddering," 24th ITS Biennial Conference, Seoul 2024. New bottles for new wine: digital transformation demands new policies and strategies 302456, International Telecommunications Society (ITS).
  75. Lin, Zih-Ying, 2025. "The effect of culture on global NFT investor attention," Pacific-Basin Finance Journal, Elsevier, vol. 90(C).
  76. Chandra, Yanto, 2022. "Non-fungible token-enabled entrepreneurship: A conceptual framework," Journal of Business Venturing Insights, Elsevier, vol. 18(C).
  77. Abdullah, Mohammad & Sarker, Provash Kumer & Abakah, Emmanuel Joel Aikins & Tiwari, Aviral Kumar & Rehman, Mohd Ziaur, 2024. "Tail risk intersection between tech-tokens and tech-stocks," Global Finance Journal, Elsevier, vol. 61(C).
  78. Giovanni Colavizza, 2022. "Seller-buyer networks in NFT art are driven by preferential ties," Papers 2210.04339, arXiv.org, revised Nov 2022.
  79. Zhang, Wenting & Liu, Tiantian & Zhang, Yulian & Hamori, Shigeyuki, 2024. "Can NFTs hedge the risk of traditional assets after the COVID-19 pandemic?," The North American Journal of Economics and Finance, Elsevier, vol. 72(C).
  80. 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.
  81. Zhong, Howard & Hamilton, Mark, 2023. "Exploring gender and race biases in the NFT market," Finance Research Letters, Elsevier, vol. 53(C).
  82. Kensuke Ito, 2024. "Cryptoeconomics and Tokenomics as Economics: A Survey with Opinions," Papers 2407.15715, arXiv.org.
  83. Fridgen, Gilbert & Kräussl, Roman & Papageorgiou, Orestis & Tugnetti, Alessandro, 2023. "The fundamental value of art NFTs," CFS Working Paper Series 709, Center for Financial Studies (CFS).
  84. Hong Bao & David Roubaud, 2021. "Recent Development in Fintech: Non-Fungible Token," FinTech, MDPI, vol. 1(1), pages 1-3, December.
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