Strategies
12-Instrument Crypto Universe Cross-Sectional Momentum Long-Short (Weekly)
Outcome: Abandoned
CrossSectionalMomentum12CryptoWeeklyLongShort
Outcome Summary
This strategy tested whether expanding a previously-failed 5-coin L1 cross-sectional momentum basket to a 12-instrument multi-sector universe (top-3 long / bottom-3 short, weekly, dollar-neutral) would create enough dispersion to produce an edge. The backtest was liquidated for the third time, with the book running ~5.8x its 90% gross target despite an iteration-3 fix engineered specifically to reconcile realized summed notional and cap exposure under Nautilus netting. Beyond the sizing blow-up, the signal had no edge even before liquidation (profit_factor 0.88, expectancy -$304/trade, Sharpe -0.27), so the analyst abandoned it at the pre-optimization backtest-review gate rather than spend hours optimizing an unprofitable, mis-sized strategy. After three iterations on the same liquidation/plumbing bug, it was retired as diminishing returns, with a recommendation that any future attempt use a venue where >100% gross is impossible by construction.
Hypothesis
Implementation
Dollar-neutral weekly cross-sectional momentum on a 12-instrument multi-sector crypto universe (BTC/ETH/SOL/BNB/ADA/AVAX/LINK/LTC/XRP/DOT/DOGE/ATOM). Each weekly close ranks all 12 by trailing 4-week return, LONGs the top 3 and SHORTs the bottom 3 equal-weighted, and rebalances the book toward that target via a converge-to-target state machine. Leverage 1.0, pure OHLCV, no supplementary data.
Backtest Review
- Sharpe
- -0.27
- Total return
- -100.00%
- Max drawdown
- 100.00%
- Trades
- 312
- Win rate
- 48.1%
- Profit factor
- 0.88
Legitimate academic mechanism in principle (cross-sectional momentum, dollar-neutral L/S), correctly balanced legs by design (155 long / 157 short), only 2 edge parameters
Iteration-3 fix shows genuine engineering effort (realized-gross reconciliation, anti-stacking, hard-flatten safety)
LIQUIDATED AGAIN (total_return -100%, max_drawdown 100%, liquidation_date 2023-12-25) — the 3rd liquidation; the iteration-3 fix built specifically to cap gross exposure did NOT work
exposure_pct 524% vs a 90% target — the book runs ~5.8x intended gross; multi-instrument exposure control does not hold under Nautilus netting in this construction
Catastrophic tails: return_skew -18.0, kurtosis 523, single-period losses of -74% (2024-01) and -86% (2026-05); degenerate equity curve
NO edge even pre-liquidation: profit_factor 0.88, expectancy -$304/trade, 2022 -7.7%, 2023 -5.5%, sharpe -0.27 — the cross-sectional momentum signal is unprofitable before the blow-up
Repeatedly-falsified pattern: explicit re-try of the failed 5-coin L1 cross-sectional momentum basket; the 12-instrument expansion cannot even be evaluated through a liquidated run
Analysis
Outcome Summary
Cross-sectional momentum on a highly-correlated crypto universe should be retried only on a spot/CASH or hard-capped-notional venue where >100% gross is structurally impossible, with the signal's edge demonstrated on a correctly-sized book before any universe expansion.
The analyst issued an 'abandon' verdict at backtest-review (before optimization), citing a third liquidation despite the iteration-3 fix built specifically to cap gross exposure under Nautilus netting, plus negative expectancy in the mechanism itself; it was abandoned after 3 iterations without reaching optimization, analyst post-optimization review, or risk review.
A dollar-neutral cross-sectional momentum long-short strategy that each weekly close ranked a 12-instrument multi-sector crypto universe by trailing 4-week return and went long the top-3 and short the bottom-3, explicitly expanding a prior failed 5-coin L1 basket to increase return dispersion.
The backtest was liquidated (total_return -100%, max_drawdown 100%), running exposure_pct of 524% against a 90% gross target (~5.8x intended), and showed no edge even pre-liquidation with profit_factor 0.88, expectancy -$304/trade, and Sharpe -0.27 across 312 trades (win rate ~48%).
Backtest and paper results are hypothetical. Trading involves risk of loss.