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Documents authored by Vallarano, Nicolò


Artifact
Dataset
LucaPennella/money-in-motion-lsts

Authors: Benjamin Kraner, Luca Pennella, Nicolò Vallarano, and Claudio J. Tessone


Abstract

Cite as

Benjamin Kraner, Luca Pennella, Nicolò Vallarano, Claudio J. Tessone. LucaPennella/money-in-motion-lsts (Dataset, Token transfer and velocity data from Ethereum). Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2025)


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@misc{dagstuhl-artifact-24344,
   title = {{LucaPennella/money-in-motion-lsts}}, 
   author = {Kraner, Benjamin and Pennella, Luca and Vallarano, Nicol\`{o} and Tessone, Claudio J.},
   note = {Dataset, Swiss Diamond Coin Foundation, European Union - Next Generation EU (visited on 2025-10-06)},
   url = {https://github.com/LucaPennella/money-in-motion-lsts},
   doi = {10.4230/artifacts.24344},
}
Document
Money in Motion: Micro‑Velocity and Usage of Ethereum’s Liquid Staking Tokens

Authors: Benjamin Kraner, Luca Pennella, Nicolò Vallarano, and Claudio J. Tessone

Published in: LIPIcs, Volume 354, 7th Conference on Advances in Financial Technologies (AFT 2025)


Abstract
We introduce a micro-velocity framework for analysing the on-chain circulation of Lido’s liquid-staking tokens, stETH, and its wrapped ERC-20 form, wstETH. By reconstructing full transfer and share-based accounting histories, we compute address-level velocities and decompose them into behavioural components. Despite their growing importance, the micro-level monetary dynamics of LSTs remain largely unexplored. Our data reveal persistently high velocity for both tokens, reflecting intensive reuse within DeFi. Yet activity is highly concentrated: a small cohort of large addresses, likely institutional accounts, are responsible for most turnover, while the rest of the users remain largely passive. We also observe a gradual transition in user behavior, characterized by a shift toward wstETH, the non-rebasing variant of stETH. This shift appears to align with DeFi composability trends, as wstETH is more frequently deployed across protocols such as AAVE, Spark, Balancer, and SkyMoney. To make the study fully reproducible, we release (i) an open-source pipeline that indexes event logs and historical contract state, and (ii) two public datasets containing every Transfer and TransferShares record for stETH and wstETH through 2024-11-08. This is the first large-scale empirical characterisation of liquid-staking token circulation. Our approach offers a scalable template for monitoring staking asset flows and provides new, open-access resources to the research community.

Cite as

Benjamin Kraner, Luca Pennella, Nicolò Vallarano, and Claudio J. Tessone. Money in Motion: Micro‑Velocity and Usage of Ethereum’s Liquid Staking Tokens. In 7th Conference on Advances in Financial Technologies (AFT 2025). Leibniz International Proceedings in Informatics (LIPIcs), Volume 354, pp. 9:1-9:18, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2025)


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@InProceedings{kraner_et_al:LIPIcs.AFT.2025.9,
  author =	{Kraner, Benjamin and Pennella, Luca and Vallarano, Nicol\`{o} and Tessone, Claudio J.},
  title =	{{Money in Motion: Micro‑Velocity and Usage of Ethereum’s Liquid Staking Tokens}},
  booktitle =	{7th Conference on Advances in Financial Technologies (AFT 2025)},
  pages =	{9:1--9:18},
  series =	{Leibniz International Proceedings in Informatics (LIPIcs)},
  ISBN =	{978-3-95977-400-0},
  ISSN =	{1868-8969},
  year =	{2025},
  volume =	{354},
  editor =	{Avarikioti, Zeta and Christin, Nicolas},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.AFT.2025.9},
  URN =		{urn:nbn:de:0030-drops-247285},
  doi =		{10.4230/LIPIcs.AFT.2025.9},
  annote =	{Keywords: DeFi, Ethereum, Proof-of-Stake, Liquid Staking, Money Velocity, Inflation}
}
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