DetectorKilled

The liquidation-cascade detector that predicts the wrong way

−0.56 bps

the average move after a cascade, prices bounce back, so the bet was the wrong way

bps = basis points = a hundredth of a percent (100 bps = 1%).

In plain English

“Ride the liquidation cascade” is the classic momentum play. We measured 15,992 cascades and sorted them by intensity; the most violent ones snapped back the hardest, the exact opposite of continuing. The detector works, the trade is backwards. Killed.

What was claimed

A wave of forced liquidations keeps pushing the price the same way, so detect the wave early and ride it.

The bar it had to clear

prices keep moving after a cascade (worth ~18 bps)

What the data said

−0.56 bps, prices bounce back instead

Why it's dead

Liquidation cascades (chains of forced position-closures that feed on themselves) mean-revert, they don't continue: the price snaps back instead of following through. The detector fires perfectly, pointed in exactly the wrong direction.

The detail

n=15,992 silent cascades. Mean return is negative at every hold (−0.35/−0.56/−0.86/−2.63 bps at 1m/5m/15m/60m), with the density gradient (cascades ranked by how tightly packed the forced closures were) at Spearman ρ=−1.0, a perfect rank-order relationship: the denser the cascade, the harder the snap-back. Even at zero cost the best in-sample magnitude (+0.56 bps) is an order of magnitude under the ~18 bps hurdle.

Kill date: 2026-03-26
Sample: n=15,992
Method: Documented kill
Verdict: right mechanism, wrong sign

What it would have done to your money

You put in$10,000

You run it for100 trades

You would have

$9,944

−$56

lost (1%)

You started with$10,000

This strategy left you$9,944

Instead of not trading$10,000

Locked to this strategy's real measured result of -0.0056% per trade, compounded. You choose the amount and the time. We don't choose the return, the strategy already did.