Prateek Jain

Strategy Playbook

Liquidation Cascade

Unprofitable

Detects cascading liquidation events and trades the bounce after forced selling exhausts itself.

Total P&L
$-1.3K
from $10K starting
Win Rate
35.1%
72W / 133L
Total Trades
205
Jan 2020 — Mar 2025
Max Drawdown
16.6%
avg hold 2.6h
Equity Curve — 5 Year Backtest
Equity curve$8.7K$9.5K$10.3K$11.0K$11.8K$12.6K2020-012020-112021-092022-082023-062024-052025-03
Monthly P&L
Monthly P&L20-01 20-08 21-03 21-10 22-05 22-12 23-07 24-02 24-09 +$172-$172
Deep Dive
The Liquidation Cascade strategy targets a specific market microstructure phenomenon: when a price drop triggers margin calls and forced liquidations, the resulting sell pressure can trigger further liquidations in a chain reaction. Once this cascade exhausts, the artificially depressed price tends to bounce. The strategy monitors for liquidation volume spikes combined with sharp drops in open interest (OI) — together indicating that leveraged positions are being forcefully closed. After the cascade subsides (measured by declining liquidation velocity), it enters a long bounce trade. Over 205 trades, the strategy achieved only a 35.1% win rate and lost $1,300. The primary failure modes were: "stop too tight" (73 trades) — the bounce attempt was genuine but the stop loss was hit by continued volatility; "adverse move" (21) — the cascade wasn't actually over and more selling followed; and "low volatility chop" (19) — the cascade signal was a false positive. The concept has merit, but the implementation needs refinement. Key challenges: accurately determining when a cascade has ended (rather than simply paused), setting appropriate stop-loss levels for the high-volatility environment post-cascade, and differentiating between cascades that bounce and cascades that mark the beginning of a larger downturn.
Parameters
Signal:Liquidation volume spike + OI drop
Direction:Long after cascade exhaustion
Min liquidation:$2M+
Loss Analysis — Failure Modes
Stop Too Tight
73
Adverse Move
21
Low Volatility Chop
19
Profit Reversal
2
Top Symbols by Trade Count
BNT
8
RLC
6
COS
5
IOTX
5
ZEC
5
OGN
4
ARPA
4
STX
4
FET
4
NEO
4

Backtested on hourly OHLCV data across 65+ symbols from Jan 2020 to Mar 2025 — $10,000 initial balance — 0.1% commission — 0.05% slippage

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