Student or educator? Sign up with your school email and get 6 months of Pro free.
Cited by 56Blockchain Technology Applications and SecurityIncome, Poverty, and InequalityComplex Systems and Time Series Analysis

The DOI matches its Crossref record; 63 of the 64 references it cites were found in a registry or an index.

Characterizing Wealth Inequality in Cryptocurrencies

Open access
Sai, Ashish Rajendra, Buckley, Jim, Le Gear, Andrew·2021·Frontiers in Blockchain

Abstract

Cryptocurrencies often tend to maintain a publically accessible ledger of all transactions. This open nature of the transactional ledger allows us to gain macroeconomic insight into the USD 1 Trillion crypto economy. In this paper, we explore the free market-based economy of eight major cryptocurrencies: Bitcoin, Ethereum, Bitcoin Cash, Dash, Litecoin, ZCash, Dogecoin, and Ethereum Classic. We specifically focus on the aspect of wealth distribution within these cryptocurrencies as understanding wealth concentration allows us to highlight potential information security implications associated with wealth concentration. We also draw a parallel between the crypto economies and real-world economies. To adequately address these two points, we devise a generic econometric analysis schema for cryptocurrencies. Through this schema, we report on two primary econometric measures: Gini value and Nakamoto Index which report on wealth inequality and 51% wealth concentration respectively. Our analysis reports that, despite the heavy emphasis on decentralization in cryptocurrencies, the wealth distribution remains in-line with the real-world economies, with the exception of Dash. We also report that 3 of the observed cryptocurrencies (Dogecoin, ZCash, and Ethereum Classic) violate the honest majority assumption with less than 100 participants controlling over 51% wealth in the ecosystem, potentially indicating a security threat. This suggests that the free-market fundamentalism doctrine may be inadequate in countering wealth inequality within a crypto-economic context: Algorithmically driven free-market implementation of these cryptocurrencies may eventually lead to wealth inequality similar to those observed in real-world economies.

Overview

Integrity signals

Registry

Crossref · 10.3389/fbloc.2021.730122

Cites

63 of 63 references verified0 citation errors · 0 not checkable

Statistics

Recomputing p-values needs the paper’s full text.

Verification

Claims the paper makes

We couldn’t retrieve this paper’s full text, so its claims and self-check weren’t run. The registry and citation checks still apply.

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Citations

Cites

1 retracted

Show all 64 references

Research works printed but not linked: 16

  1. 2019, Bitcoin/Bips
  2. Boghosian, 2021, Is Inequality Inevitable
  3. Buterin, 2013, Ethereum white Paper, GitHub repository, 22
  4. 2021, Market Capitalization
  5. 2018, Ethereum Network under Assault: Gas price Manipulation May Indicate covert Eos Attack [interview]
  6. 2021, Household Finance and Consumption Survey 2018 - Cso - central Statistics Office
  7. Duffield, 2015, Dash: A Privacycentric Cryptocurrency
  8. Hopwood, 2016, Zcash Protocol Specification
  9. Irwin, 2020, Free Trade under Fire
  10. May, 1992, The Crypto Anarchist Manifesto. High Noon on the Electronic Frontier: Conceptual Issues in Cyberspace
  11. O’Kane, 2018, Detecting Patterns in the Ethereum Transactional Data Using Unsupervised Learning
  12. Roubini, 2018, Blockchain Isn’t about Democracy and Decentralisation – It’s about Greed by Nouriel Roubini [Dataset]
  13. Russom, 2011, Big Data Analytics., 1
  14. Srinivasan, 2017, Quantifying Decentralization [Dataset]
  15. Stock, 2015, Introduction to Econometrics
  16. Suisse, 2018, Global Wealth Databook.

Cited by

See all 56

Metadata

Authors
Sai, A. R., Buckley, J., & Le Gear, A.
Affiliations
University of Limerick (IE)
Corresponding author
Sai, Ashish Rajendra
Venue
Frontiers in Blockchain
Published
2021-12-20
Volume
4
ISSN
2624-7852 (ISSN-L)
OpenAlex
W4200500220
Cited by
45
References
64
Citations by year
2026: 9 · 2025: 17 · 2024: 7 · 2023: 9 · 2022: 3
FWCI
4.29
Type
journal article
Language
en
Open access
Locations
  • Frontiers in Blockchain (publishedVersion, cc-by)
  • University of Limerick Institutional Repository (University of Limerick) (acceptedVersion, cc-by-nc-sa)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • Figshare (submittedVersion, cc-by-nc-sa)
  • University of Limerick Institutional Repository (University of Limerick) (submittedVersion, cc-by-nc-sa)
  • University of Limerick Institutional Repository (University of Limerick)
Funders
Science Foundation Ireland
Topics
  • Physical Sciences › Computer Science › Information Systems › Blockchain Technology Applications and Security
  • Social Sciences › Sociology and Political Science › Income, Poverty, and Inequality
  • Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Complex Systems and Time Series Analysis
Keywords
wealth distribution, Gini coefficient, 51% attack, decentralization (distributed systems), Bitcoin, Ethereum, Dogecoin, Zcash, DASH, Litecoin, Bitcoin Cash, information security

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review