Methodology Overview
This page documents the exact framework used by the Web3 Decentralization Intelligence Terminal and this site’s network audits. The goal is a reproducible, quantitative answer to the question: how decentralized is a layer-1 network?
Core Metric: The Nakamoto Coefficient
The backbone of the analysis is the Nakamoto Coefficient — the minimum number of independent parties that would need to be compromised or coordinated together to halt or manipulate a network. A higher coefficient means a government, cartel, or infrastructure provider would need to control more independent parties to break the network, making it more decentralized in that dimension.
Four Pillars, Weighted Composite
Composite decentralization is not a single number. It is built from four scored pillars, each a 0–100 grade derived from the Nakamoto Coefficient and supporting public data:
| Pillar | Weight | What It Measures |
|---|---|---|
| Infrastructure | 30% | How spread out nodes, hosting, and validating infrastructure are |
| Capital | 25% | Distribution of value / stake and economic power |
| Governance | 25% | How distributed decision-making and protocol governance are |
| Software | 20% | Client diversity — how many independent software implementations run |
Composite = 0.30 · Infrastructure + 0.25 · Capital + 0.25 · Governance + 0.20 · Software.
Stress Vectors: Infrastructure Outage Simulation
Beyond static scores, the Terminal stress-tests each network against AWS, GCP, and ISP-level outages. These vectors apply percentage damage to the pillars based on how exposed the network’s infrastructure is to a single provider. This surfaces the practical risk: a network can look decentralized while still depending heavily on one cloud or ISP backbone.
Networks Audited
- Bitcoin
- Ethereum
- Solana
- Cardano
- Avalanche
- Polkadot
- Cosmos Hub
- XRP Ledger
- Sui
- Aptos
- NEAR Protocol
- Arbitrum
Run any of these live and export an audit-grade PDF report in the Terminal.
Data & Reproducibility
- Public, cited sources: each pillar score is derived from publicly available data referenced in the Terminal’s per-chain views.
- Versioned: data carries a version label (e.g. an annual-quarter label) so analyses can be tracked over time.
- Transparent assumptions: methodology and assumptions are stated explicitly so the grades can be challenged and improved.
Disclaimer: These scores are independent research and educational estimates, not investment advice. They are meant to sharpen comparison, not to prescribe action.
Where the Data Comes From
Every pillar score is derived from public, verifiable data. The primary sources behind the Terminal’s numbers include:
- Bitcoin: the Bitcoin whitepaper and bitcoin.org documentation
- Ethereum: official staking documentation plus Etherscan for on-chain data
- Other networks: each chain’s official protocol documentation, linked from its audit page
- Market & capital data: public supply and market data via CoinMarketCap and each project’s published metrics
- Node & client data: public node directories, client-share trackers, and each network’s own documentation
How Often Scores Are Refreshed
All 12 audits are recomputed on a regular cadence and each dataset carries a version label (for example, a calendar quarter) so readers can see exactly which snapshot a score reflects. When a network ships a major change — a fork/">hard fork, a new client release, or a significant validator redistribution — the affected scores are refreshed and the change is recorded in the terminal’s data changelog.
How We Handle Corrections
Because our assumptions are published explicitly, every score can be challenged and improved. If you believe a score is wrong, a dataset is stale, or a source is better than ours, email the team via the about page. Corrections are versioned, so past analyses remain reproducible until replaced.
Limitations
- The Nakamoto Coefficient is a powerful but partial proxy: it captures the minimum trust assumption, not every dimension of censorship resistance, liveness, or user decentralization.
- Public data can lag the live network by hours or days, so at any instant a score may be slightly behind the chain.
- Scores are built for comparison and education, not as investment advice. A high score is not a recommendation to buy.
Frequently Asked Questions
What exactly is the Nakamoto Coefficient? It is the smallest number of independent parties an attacker (or cartel) would need to control before a network could be halted or manipulated in a given dimension. A larger number means more decentralization.
Why four pillars? Decentralization is multidimensional. Infrastructure, capital, governance, and software each isolate a different failure mode, and weighting them gives a single comparable composite without hiding the parts.
Why does Bitcoin score highest? Bitcoin has no formal governance, the widest mining and node distribution, and the largest independent software history of the audited networks — strong on every pillar except speed of change.
Can I reproduce these scores? Yes. Every input is public, every dataset is version-labeled, and the terminal exports the exact pillar breakdown used in each score.
Disclaimer: These scores are independent research and educational estimates, not investment advice. They are meant to sharpen comparison, not to prescribe action.