Mean Reversion in Prediction Markets
When a news event causes a prediction market contract to spike from 30 cents to 50 cents in minutes, does it stay at 50? Often, no. The price frequently reverts partially — settling at perhaps 38-42 cents as the market digests the information more carefully.
Why Prices Overreact
- Emotional trading: Headlines trigger fear or euphoria, pushing prices past fair value
- Thin liquidity: A few aggressive market orders in a thin orderbook can move prices dramatically
- Information ambiguity: Initial reports are often incomplete or misleading
Mean Reversion Patterns
- News spikes: Prices jump 10-20 points on a headline, then revert 30-50% of the move within hours
- Data releases: Economic data (CPI, jobs) causes initial overreaction, followed by a more measured repricing
- Weekend gaps: Markets sometimes gap on Monday open and partially revert by Tuesday
Trading Mean Reversion
This is a counter-trend strategy:
- Wait for a sharp price move (>10 points in <1 hour)
- Assess whether the move is justified by your causal tree
- If the tree says the move is larger than warranted, fade the overreaction
- Set tight stops in case the move is genuine
Risks
Mean reversion is not guaranteed. Some price moves are fully justified — and fading them loses money. The causal tree is your guide: if the news genuinely changes a node probability by the same magnitude as the price move, it's not overreaction and you shouldn't fade it.