Datasets › Replication Data for: Blockchain Network Analysis

Replication Data for: Blockchain Network Analysis (> Replication Data for: Blockchain Network Analysis: A Comparative Study of Decentralized Banks)

Introduced by Yufan Zhang et al. in Blockchain Network Analysis: A Comparative Study of Decentralized Banks11 Dec 2022 archive 2025-07-28

Decentralized finance (DeFi) is known for its unique mechanism design, which applies smart contracts to facilitate peer-to-peer transactions. The decentralized bank is a typical DeFi application. Ideally, a decentralized bank should be decentralized in the transaction. However, many recent studies have found that decentralized banks have not achieved a significant degree of decentralization. This research conducts a comparative study among mainstream decentralized banks. We apply core-periphery network features analysis using the transaction data from four decentralized banks, Liquity, Aave, MakerDao, and Compound. We extract six features and compare the banks' levels of decentralization cross-sectionally. According to the analysis results, we find that: 1) MakerDao and Compound are more decentralized in the transactions than Aave and Liquity. 2) Although decentralized banking transactions are supposed to be decentralized, the data show that four banks have primary external transaction core addresses such as Huobi, Coinbase, and Binance, etc. We also discuss four design features that might affect network decentralization. Our research contributes to the literature at the interface of decentralized finance, financial technology (Fintech), and social network analysis and inspires future protocol designs to live up to the promise of decentralized finance for a truly peer-to-peer transaction network. (2023-07-06)

Benchmarks archive 2025-07-28

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Papers archive 2025-07-28

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Dataset loaders archive 2025-07-28

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License archive 2025-07-28

CC-BY 4.0

Modalities archive 2025-07-28

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Variants archive 2025-07-28

  • Replication Data for: Blockchain Network Analysis

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