Pump and Dump Detection
Pump and dump detection focuses on identifying coordinated schemes where the price of a low-liquidity asset is artificially inflated through hype and wash trading, only for the organizers to sell their holdings at the peak. This leaves unsuspecting investors with devalued assets.
Detection involves monitoring social media sentiment, sudden spikes in volume, and abnormal price volatility. Forensic analysts also look for the accumulation phase, where organizers build a position before the promotional activity begins.
By identifying these patterns early, platforms can warn users or pause trading to prevent harm. This is a crucial component of consumer protection in the digital asset space.
It requires a combination of off-chain data gathering and on-chain transaction analysis to link the promotion to the trading activity.