Mean Reversion

Overview

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Category: Diversified — Contrarian Timeframe: Single (5m) Best Regime: Ranging and Volatile Typical Hold Time: 30 min - 4 hours

The Mean Reversion strategy identifies when price has deviated significantly from its statistical mean and enters in the direction of expected reversion. This is a contrarian approach — it enters against the current price movement, betting on the rubber-band snap-back.

Entry Logic

  • Price is at or below the lower Bollinger Band (2.0 standard deviations)

  • RSI indicates oversold conditions (regime-adaptive threshold)

  • Bollinger Band width is expanding (volatility present for reversion)

  • Regime is NOT strong trending (mean reversion fails in trends)

  • Order flow shows early signs of buyer re-entry

  • OI × Price divergence analysis confirms (if Coinglass available)

OI × Price Divergence Engine

The Mean Reversion strategy uniquely benefits from the OI × Price Divergence analysis used across the diversified strategies:

OI Direction
Price Direction
Classification
Meaning

OI Rising

Price Rising

CONFIRM_BULL

New money entering longs

OI Rising

Price Falling

CONFIRM_BEAR

Shorts adding aggressively

OI Falling

Price Falling

LONG_LIQUIDATION

Cascade fuel (contrarian long)

OI Falling

Price Rising

SHORT_SQUEEZE

Shorts covering (contrarian short)

For Mean Reversion specifically, LONG_LIQUIDATION is a strong long signal (liquidation cascade exhausting, snap-back imminent).

Specialized Time Decay System

Mean Reversion has a unique time-based exit system because the probability of reversion decays exponentially with time.

1

Phase 1

0–1h — Gentle monitoring, no action

2

Phase 2

1–2h — If 0.5R not reached → aggressive tighten

3

Phase 3

2–3h — Lock 65% of existing profit

4

Phase 4

3–4h — Force close unless 3%+ profit

5

Absolute Max

6h — Nuclear close — no exceptions

The decay follows:

P(revert)=e0.45×hoursP(\text{revert}) = e^{-0.45 \times \text{hours}}

This implies P(revert) ≈ 60% at 2 hours and ≈ 15% at 4 hours.

TP / SL Regime Adjustment

  • Ranging: TP ×0.80 (take quick profit), SL ×0.90 (tighter)

  • Volatile: SL ×1.15 (avoid stop hunts in high ATR)

  • Trending: Strategy skipped entirely (mean reversion fails in trends)