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Q3 Token Liquidity Rankings



Written by Riyad Carey


Welcome to Deep Dive!

We’re back with another edition of Kaiko Research’s quarterly liquidity ranking, this time enhanced with more metrics and expanded to the top 40 tokens. As mentioned in previous rankings, it’s our contention that market capitalization is a flawed metric, and a ranking of liquidity is more representative of a token’s true value. Let’s see how the tokens fared this quarter before breaking down the components that went into the ranking.

  • BTC, ETH, and XRP are the top 3 tokens by liquidity

  • SHIB and AVAX have fallen in our rankings

  • BCH is the top gainer this quarter

  • The ranking takes into account depth, spreads, volume, and exchanges

As expected, BTC and ETH are the top two tokens by both market cap and liquidity. Our first major underperformance comes at the 3 spot; BNB ranks just 8th by liquidity, falling by two spots since last quarter. Some additional insights include:

  • XRP, DOGE, ADA, and SOL all perform roughly in line with their market cap, while LTC outperforms to place 5th by liquidity. 
  • TON is the top underperformer, coming in at 9th by market cap and a lowly 37th by liquidity. 
  • Other underperformers include SHIB, TRX, DOT, UNI, AVAX, ICP, QNT, and, as usual, the exchange tokens LEO, OKB, and CRO. 
  • Outperformers include BCH, XMR, ETC, FIL, APT, MNT, NEAR, OP, AAVE, GRT, and ALGO. 
  • ARB outperforms its market cap ranking by 25 spots, placing it in the top 10. 

Here’s how the tokens’ liquidity rankings have changed since last quarter:

The following tokens improved the most since last quarter:

  • BCH, as its price nearly tripled at the start of July, helping to boost volumes and liquidity. 
  • XLM, TRX, and ETC all jumped five or more places. 

On the other hand, ATOM, UNI, APT, TON, SHIB, OKB, LEO, CRO all fell more than five spots, while AVAX dropped a full 11 spots. 

Note that we’ve increased the number of tokens in the ranking from 30 to 40, which explains why OKB, LEO, and CRO dropped 10 spots; they were already bottom of the pack and were found to have even worse liquidity than all 10 new entrants.

Concerningly, TON fell 10 places despite its market cap rising from 12th to 9th. Meanwhile, AVAX’s market cap fell from 13th to 18th and SHIB’s fell just one place. SHIB is a good example of how fickle the market for non-DOGE memecoins can be. Despite its market cap holding position, its liquidity deteriorated. 

Here’s how we arrived at these rankings:

This quarter we’ve included two different market depth levels – 0.1% and 1% – to provide a more holistic view; 0.1% is more relevant for higher frequency traders while 1% is more relevant for longer term holders. We’ve also reintroduced spreads, this time taking the median spread across all exchanges. Average daily volume is again included while exchanges is a new metric that provides points based on the number of liquid exchanges for each token. 

Let’s now take a closer look at each component.

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For the most part, the five components are correlated. There are, however, some interesting divergences, especially when it comes to spreads. For example, SOL’s spreads are worse than its peers; XLM, SHIB, OP, ALGO, and NEAR also have poor spreads relative to their ranking. MNT, FIL, QNT, and KAS have better spreads relative to their rankings. In fact, MNT has the third best spreads of any token, benefitting from the fact that the vast majority of its volume and liquidity is on a single instrument on Bybit. 

Below is a sample of median spreads in the past month.

BTC and ETH are in a league of their own (with ETH briefly having tighter spreads in early September), but MNT is in 3rd by a substantial margin. Most of the tokens surveyed fell in the 5 to 15 bps range. To address tokens like MNT and BNB, whose liquidity is extremely concentrated, we added a liquid exchange component.

Liquid Exchanges

Using a simple formula based on a token’s market cap and 0.1% market depth [1], we found the number of liquid centralized exchanges for each token. The rationale here is that, in a world where exchanges sometimes have downtime, it’s important for a token to be traded on multiple liquid venues. A greater number of liquid exchanges for a token also makes things like oracle manipulation more difficult. 

As expected, older and more established tokens tended to do the best. Note that exchanges with suspicious volumes or market depth have been removed from the dataset entirely (they do not factor into the volume or depth components either).

BTC, ETH, XRP, and LTC were at the top of this metric by a substantial margin. XRP benefited greatly from a beneficial court ruling in the Ripple and SEC case that prompted major U.S. exchanges Coinbase and Kraken to re-list the token. By our metric, XRP was considered liquid on Binance, Kraken, Bitstamp, Coinbase, Bybit, Upbit, OKX, Kucoin, Bithumb, Bitfinex, Independent Reserve, and BtcTurk. 

As mentioned above, BNB is 3rd by market cap but is only liquid on Binance. Notably, TON – 9th by market cap – has zero liquid exchanges; its highest volume pair is on HTX (formerly Huobi), which has been removed for suspected wash trading, and its most liquid pair (on OKX) doesn’t meet our criteria to be considered liquid.


Again, BTC, ETH, and XRP make up the top three of this metric, followed distantly by SOL, DOGE, LTC, BCH, and BNB.

Volumes are critical for liquidity, forming a self-sustaining cycle in which market makers are more willing to provide liquidity for tokens with more volume. This has been the slowest quarter volume-wise since the early bull market in 2020.

market depth

Finally, the ranking considers market depth, or the value of the bids and asks within a certain percentage of the mid price. The chart below shows both 0.1% and 1% market depth over the course of the quarter, split between the top two and all other tokens. 

BTC and ETH’s 1% depth has fallen significantly since the start of the quarter, down from $400mn to under $350mn, punctuated by a near-$100mn drop from August 16 to August 18; 0.1% depth fell from $100mn to $75mn in those two days. Meanwhile, altcoin liquidity is nearly identical to where it was at the start of the quarter, with a slight increase from $215mn to $219mn. Altcoins’ 0.1% depth also improved, from $33mn to $39mn.

The reshuffling of altcoin liquidity lends credence to the sentiment that altcoin trading has become a zero-sum game. One token begins to pump and volume and liquidity chase that token and abandon others, sinking the abandoned tokens’ price, volume, and liquidity. This has been a constant cycle throughout the bear market because there is not enough money flowing into the space to support consistent gains across a wide breadth of tokens.


Metrics such as market capitalization and fully diluted value provide an incomplete story. We believe that metrics like volume, market depth, and the number of liquid exchanges are significantly better indicators for measuring a token’s true value. This was best demonstrated by FTT, whose market cap peaked at nearly $10bn without ever having liquidity that matched this theoretical value. In this vein, it is concerning to see that there are still exchange tokens with huge market caps and very poor liquidity. Notably, BNB’s liquidity is much better than these tokens, but still does not match up with its lofty market cap. 

[1] Those who read my stablecoin depeg methodology Deep Dive know I’m a fan of thresholds. This is a simple one: if an exchange’s 0.1% market depth for a token is greater than the square root of the token’s market cap, it’s considered liquid.

Data Used In This Analysis

  • Order Book Data

    Spreads from centralized exchanges.

  • Asset Liquidity Metrics

    Volumes and liquidity for all assets.

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