same window · same costs · same engine

Momentum vs Mean Reversion

Backtested on the same Hyperliquid perps over 2024-08-15 → 2026-07-05, at the same costs and on the same engine: Mean Reversion wins on risk-adjusted return, a Sharpe of 1.56 against 0.98. Mean Reversion rode out the shallower worst drawdown (21%), and Mean Reversion made the most in total. When Bitcoin was trending up, Momentum gained more; when it was falling, Mean Reversion held up better.

By Keel Research · Data as of 2026-07-05 · how these backtests were produced
Momentum Mean Reversiongrowth of $100, net of costs
Net Sharpe
0.98
Total return
+90.5%
Max drawdown
−39.0%
Trades
949
Win rate
48%
Net Sharpe
1.56
Total return
+145.7%
Max drawdown
−20.6%
Trades
1,238
Win rate
55%
Run the winner — Mean Reversion

Mean Reversion came out ahead here (Sharpe 1.56 vs 0.98). Start it on your own Hyperliquid account, or fork it and change the settings first.

At $1,000, Mean Reversion's worst historical dip was about $206. Free account, your own keys — Keel only places the trades.

When each one wins

Total return while Bitcoin was trending up vs trending down (split by Bitcoin’s 100-day trend line).

MarketMomentumMean ReversionHigher return
Rising Bitcoin+60.4%+54.4%Momentum
Falling Bitcoin+18.8%+59.7%Mean Reversion
See MomentumSee Mean Reversion

What this is: a head-to-head backtest of Momentum and Mean Reversion on the same Hyperliquid window, costs and engine — net of fees, slippage and funding. The overlay is growth of $100 (normalized), not a return promise. A higher Sharpe is not a guarantee; both strategies draw down. Past performance does not predict future results, and this is not investment advice.

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Questions

Momentum vs Mean Reversion FAQ

Momentum vs Mean Reversion: which is better for crypto?

Backtested on the same Hyperliquid perps over 2024-08-15 → 2026-07-05, at the same costs and on the same engine: Mean Reversion wins on risk-adjusted return, a Sharpe of 1.56 against 0.98. Mean Reversion rode out the shallower worst drawdown (21%), and Mean Reversion made the most in total. When Bitcoin was trending up, Momentum gained more; when it was falling, Mean Reversion held up better.

Is this a fair comparison of Momentum and Mean Reversion?

Yes. Both were backtested over the exact same dates (2024-08-15 → 2026-07-05), with the same costs — fees, slippage and funding — on the same engine Keel uses to trade live. Neither side gets a friendlier window or lower fees.

When does Mean Reversion beat Momentum?

It depends on the market. When Bitcoin was trending up, Momentum made more; when Bitcoin was falling, Mean Reversion held up better. That split is measured across the whole test from each strategy's own results, not a single lucky month.