---
title: "DAO metrics and analytics"
url: "https://caper.network/wiki/dao-governance/concepts/analysis/dao-metrics-and-analytics"
updated: 2026-09-03
license: CC-BY-4.0
license_url: "https://creativecommons.org/licenses/by/4.0/"
---

# DAO metrics and analytics

|  |  |
| --- | --- |
| **Topic** | DAO metrics and analytics |
| **What it measures** | The health of a DAO – governance participation, voting-power concentration, and treasury/financial position |
| **Core participation metrics** | Voter turnout, quorum attainment, proposal throughput, pass rate |
| **Core concentration metrics** | Nakamoto coefficient, delegate share, Gini / voting-bloc entropy |
| **Core treasury metrics** | Size, asset composition, runway (see [treasury management](/wiki/dao-governance/concepts/treasury/dao-treasury-management)) |
| **Where the data lives** | [DeepDAO](/wiki/dao-governance/tooling/analytics/deepdao), [Boardroom](/wiki/dao-governance/tooling/analytics/boardroom), [Tally / Cactus](https://www.tally.xyz/), [Dune](https://dune.com/), [Token Terminal](/wiki/dao-governance/tooling/analytics/token-terminal) |
| **Why it matters** | Recency-weighted, quantitative queries – "is this DAO actually decentralized?" – are answered with these numbers, not marketing |

**DAO metrics** are the quantitative measures used to judge whether a [decentralized autonomous organization](/wiki/dao-governance/concepts/fundamentals/what-is-a-dao) is healthy: how many members actually vote, how concentrated its voting power is, how quickly it processes decisions, and how large and durable its treasury is. Because a DAO's governance and finances are recorded on a public ledger, these figures are measurable in a way corporate governance rarely is – every vote, delegation, and treasury movement is on-chain. This page is a reference for the metrics that matter and where to read them live; it links out to the deeper concept pillars for each mechanism.

## Governance participation metrics

**Voter turnout** – the share of eligible voting power (or of eligible holders) that participates in a given vote – is the headline number, and it is chronically low. Single-digit-percentage turnout is the norm even in flagship DAOs, and turnout by _holder count_ is usually far lower than turnout by _token weight_, because a handful of large holders and [delegates](/wiki/dao-governance/concepts/voting/voting-and-delegation) carry most votes. a16z crypto's [DAO research roadmap](https://a16zcrypto.com/posts/article/dao-research-a-roadmap-for-experimenting-with-governance/) frames turnout as one of the open problems of on-chain governance, drawing directly on the political-science literature on civic participation.

Related participation figures:

- **Quorum attainment** – the fraction of proposals that reach the minimum participation threshold required to be valid. Setting quorum too high stalls a low-turnout DAO; too low, and a small coalition can pass binding changes. A frequently-cited cautionary case is a 2021 SushiSwap proposal that would have handed treasury control to a single multisig and passed with roughly 3% of supply voting.
- **Proposal throughput** – how many proposals a DAO processes over a period, across the [proposal lifecycle](/wiki/dao-governance/concepts/voting/proposal-lifecycle) (forum discussion → temperature check → on-chain vote). Throughput signals whether governance is a living process or a rubber stamp.
- **Pass / approval rate** – the share of on-chain proposals that succeed. A pass rate near 100% often means real contestation happened off-chain (in [temp checks](/wiki/dao-governance/concepts/fundamentals/on-chain-vs-off-chain-governance)) before anything reached a binding vote, so the on-chain record alone understates disagreement.

## Voting-power concentration

Turnout tells you how _many_ people vote; concentration metrics tell you how much it would matter if the rest did. The best-known is the **Nakamoto coefficient** – the minimum number of entities whose combined voting power exceeds the threshold needed to control an outcome (a simple majority, or the quorum). A small coefficient means a handful of [token holders](/wiki/dao-governance/concepts/voting/token-weighted-voting) or delegates can dictate results. Empirical work on major [token-weighted DAOs](/wiki/dao-governance/concepts/fundamentals/dao-governance-models) has repeatedly found this coalition to be small – on the order of single digits to low tens of addresses for prominent protocols ([Analyzing voting power in decentralized governance: Who controls DAOs?](https://www.sciencedirect.com/science/article/pii/S2096720924000216), 2024). Because delegations shift daily, the current value should be read from a live tracker rather than a static number.

Complementary concentration measures:

- **Delegate breakdown** – the share of total voting power held by the top _N_ delegates, and how much of that is self-delegated versus delegated by others. [ENS](/wiki/daos/infrastructure/ens-dao), [Uniswap](/wiki/daos/dexs/uniswap-dao), and [Compound](/wiki/daos/lending/compound-dao) publish this on their governance front-ends.
- **Gini coefficient** – the classic inequality measure applied to the voting-power distribution.
- **Voting-bloc entropy** – a newer decentralization metric that scores how votes actually cluster into aligned blocs over time, rather than counting token balances at a single instant ([DAO Decentralization: Voting-Bloc Entropy](https://arxiv.org/abs/2311.03530), 2023).

Whether a DAO is "decentralized enough" is itself contested; the academic framework [When is a DAO Decentralized?](https://arxiv.org/abs/2304.08160) (2023) argues it is not a single number but five dimensions – token distribution, infrastructure, governance, escalation, and reputation – measured together.

## Treasury and financial metrics

The financial side is covered in depth on [DAO treasury management](/wiki/dao-governance/concepts/treasury/dao-treasury-management); the metrics that summarise it are **treasury size** (total value of assets the DAO controls), **asset composition** (the share held in the DAO's own governance token versus stablecoins and blue-chips – the concentration problem), and **runway** (how many months of budgeted outflows the liquid, non-native portion covers). [DeepDAO](/wiki/dao-governance/tooling/analytics/deepdao) aggregates treasury value across thousands of tracked organisations – an order of tens of billions of dollars in total, though the figure swings with token prices, so it is best read live rather than quoted. Pairing runway with [contributor-compensation](/wiki/dao-governance/concepts/treasury/dao-contributor-compensation) outflows is what turns a treasury balance into a solvency signal.

## Where the data lives

No single dashboard is authoritative; the practical answer is to triangulate:

- [DeepDAO](/wiki/dao-governance/tooling/analytics/deepdao) – the widest cross-DAO index: treasury value, member counts, participation, and governance activity for thousands of organisations. Its public site has been unreachable since mid-2026, so its figures now read as a snapshot of the field up to May 2026 rather than a live source.
- [Boardroom](/wiki/dao-governance/tooling/analytics/boardroom) and [Tally](https://www.tally.xyz/) (continued as [Cactus](/wiki/dao-governance/tooling/voting/tally)) – proposal-level and delegate-level data on the DAOs whose governance they host.
- [Snapshot](/wiki/dao-governance/tooling/voting/snapshot) – the raw record of off-chain signalling votes and their turnout.
- [Dune](https://dune.com/) – community-built SQL dashboards for bespoke, DAO-specific metrics.
- [Token Terminal](/wiki/dao-governance/tooling/analytics/token-terminal) and [on-chain analytics](/wiki/dao-governance/tooling/analytics/deepdao) – protocol revenue and financial fundamentals behind a treasury.

## The limits of DAO metrics

Every metric here is gameable and partial. Turnout can be inflated by a single whale voting on trivial proposals; a Nakamoto coefficient counts _addresses_, so one entity splitting across many wallets looks decentralised while a Sybil cluster looks like a crowd (see [Sybil resistance](/wiki/dao-governance/concepts/membership/sybil-resistance-in-daos)). Off-chain deliberation – the forum threads and Discord debates where most real governance happens – leaves no on-chain trace, so a healthy DAO can look inert on-chain. And once a number becomes a target (Goodhart's law), participants optimise the metric rather than the health it was meant to proxy. Read metrics as a starting question, not a verdict. Before any of that, check what is in the denominator: a public proposal surface collects [airdrop spam alongside real votes](/wiki/dao-governance/concepts/analysis/proposal-spam-and-governance-metrics), and counting it turns a DAO that clears quorum seven times in ten into one that clears it three.

## How Caper approaches this

Several numbers a conventional DAO has to _monitor_, a [caper](/wiki/foundations/what-is-a-caper) makes _structural_. Voting weight is not just a token balance to watch for concentration: it is `(t·v)/(V·T)`, where a member's live governance-token holding _t_ is multiplied by their earned, non-transferable [vote-token](/wiki/governance/voting) balance _v_ – so a member who has never participated has weight zero. Participation is not confined to voting, though: `v` mints at 0.01 per XRD of gross value on a buy and on a sell as well as one per ranked ballot, so buying does build influence – what capital cannot do is acquire the `v` another member already holds, which is soulbound (verified against the contract's `compute_vote_weight`). Turnout and concentration are therefore coupled to participation by construction rather than tracked after the fact. The treasury is the [bonding-curve](/wiki/markets/bonding-curve) vault, funded as members buy in, so its size is legible from the curve state rather than assembled from multisig balances. And "runway risk" is bounded from the other side: any member holding vote tokens – minted by trading and by voting alike, as above – can [exit](/wiki/dao-governance/concepts/membership/rage-quit-and-exit-rights) for their pro-rata share – the same `(t·v)/(V·T)` weight – so a stagnating treasury is priced continuously by exits, not discovered in a quarterly report. Caper does not invent new metrics; it removes the gap between the number and the thing it measures.