InwyResearch

Studies · 07 of 13

Behavioural patterns on perps

The patterns that worked elsewhere — lottery tickets, unexplained runs, panic — carried over to Hyperliquid’s 234 perpetual futures.

Rejected
The question

Does retail psychology leave a tradable footprint in altcoin perps?

The answer

The control group beat every signal

DataDaily data for every listed perp, 2022–2026
TestEvent studies with path-dependent liquidation and a random control group
The details

If retail overpays for lottery tickets on prediction markets and unexplained vault runs reverse, the same psychology should show up in altcoin perps.

The decisive check — signal vs random controlAverage 30-day return of a short, same dates, liquidation on the path included
Short after unexplained pumpShort a random liquid alt
Average return+3.7%
+6.4%
Idea First look After scrutiny
Short coins after an unexplained pump +8.6% per 30 days, t = 3.8 13% of shorts liquidated on the way; random shorts did better
Short new listings +7% at 60 days, t = 1.8 Not significant
Buy single-coin crashes on heavy volume +6.9% at 3 days, t = 1.75 Nothing at 1 or 7 days
Buy market-wide panic days ±1% Nothing
Long BTC, short an alt basket +2.7% a year, −56% drawdown A regime bet, not a premium

The reason is instructive. The lottery premium is collectable where payoffs are fixed and the overpriced asset cannot easily be shorted — a prediction-market share pays exactly 0 or 1. On perps, anyone can short the hype, so what is left is a bet on the market regime, with squeeze risk on top.