Momentum Breakout LONG

Overview

Momentum Breakout LONG was designed to capture strong upward moves by entering when price breaks above the 20-candle highest high with volume confirmation and an uptrend filter.

How It Worked

1. Breakout Detection — Price closes above 20-candle high
2. Volume Confirmation — Volume >= 2.0x average
3. Trend Filter — EMA confirms uptrend
4. Enter Long — With 5% SL, 10% TP (R:R 1:2)

Why It Failed

Metric	Expected	Actual
Win Rate	>50%	37.5%
Break-even Win Rate	71.4%	-
Profit Factor	>1.0	0.42
Total PnL	Positive	Negative

The strategy needed a 71.4% win rate to break even with its R:R profile. At 37.5%, it was mathematically guaranteed to lose money.

Root Cause Analysis

1. Look-ahead bias in initial simulation — Early tests showed +400% returns due to a subtle coding error (using current candle data instead of previous)
2. Crypto LONG structural weakness — In the 2024-2026 bear/sideways market, momentum longs get caught in mean reversion repeatedly
3. 18 LONG strategies tested, ALL failed — This wasn’t a parameter problem. LONG momentum in crypto has no edge in the current regime

Why It Was Killed

This failure was one of our most important lessons. But it was also one of our most valuable:

“If you can’t prove it survives 2+ years of out-of-sample data, don’t trade it.”

We now require minimum 2 years of backtest data across 500+ coins before any strategy is considered verified.

Status: KILLED

Killed on 2026-02-05 after comprehensive 5-expert analysis confirmed negative expected value. The loss data is preserved in our Strategy Graveyard as a permanent reminder.