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Hathor Nodes

Incentives Optimization

Initial results from our research into keeping Osmosis liquidity healthy while minimizing the cost of incentives.

Research · preliminary

Illustrative demo data · generated in the browser, not live chain data

Incentives per week

$754.76K

Across 22 pools

Liquidity in studied pools

$20.43M

Likely over-incentivized

7

Pools with < 25% fee coverage
Finding 01

Liquidity shows diminishing returns

Across pools, liquidity grows roughly with the square root of incentive spend. Doubling incentives buys far less than double the depth.

Finding 02

Organic liquidity does the heavy lifting

Most TVL in the major pools would remain without incentives. Spend is best targeted where it moves the needle — newer and long-tail pairs.

Finding 03

Fee coverage is the health metric

Pools whose weekly swap fees cover a large share of their incentives are self-sustaining. Low-coverage pools are candidates for a gradual taper.

Incentives vs liquidity

Each dot is a pool (log scales). Pools on the upper left get the most liquidity per incentive dollar.

Budget simulator

Projected aggregate liquidity for a given weekly incentive budget, using the fitted diminishing-returns curve.

$754.76K

100% of today’s spend

0%100%200%
Projected liquidity
$20.43M
Marginal $ per $1
8
Move the slider to compare budgets against today’s spend.

Pool efficiency

Fee coverage = weekly swap fees ÷ weekly incentives. Sorted from least to most efficient.

#1246DYDX/OSMO$280.03K$2.2M$279.28K82.1%
#584SCRT/OSMO$29.35K$391.93K$271.29K1319.4%
#573BTSG/OSMO$84.11K$1.12M$431.51K1310.8%
#1408NTRN/OSMO$26.13K$354.76K$338.9K1427.2%
#497JUNO/OSMO$70.41K$1.15M$333.88K1610.0%
#42REGEN/OSMO$15.11K$279.94K$198.44K1927.6%
#604STARS/OSMO$48.72K$1.15M$1.35M2458.4%
#3AKT/OSMO$24.68K$636.54K$53.62K264.6%
#704WETH/OSMO$20.88K$606.99K$719.03K2972.3%
#15XPRT/OSMO$13.5K$523.2K$747.12K39116.2%

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