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Swing Pattern Scoring Strategy

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This Isn't Your Average Swing Strategy - It's an AI-Scored Precision System

Traditional swing strategies suffer from signal overload and poor quality control. This strategy cuts straight to the solution: Every signal gets a 1-5 quality score, only 4+ rated signals trigger trades. This filters out 80% of junk signals immediately.

The core logic is brutally simple: identify Higher Lows and Lower Highs, then score each signal across 4 dimensions. Minimum 4-point score required for entry - no exceptions.

Why 5-Factor Scoring Beats Single Indicators

Base Score 1: Swing pattern confirmed
Volume Confirmation +1: Volume exceeds 20-period average by 1.2x, proving institutional interest
RSI Position +1: RSI between 30-70, avoiding overbought/oversold false signals
Candle Strength +1: Body ratio above 60%, ensuring decisive price action
Trend Alignment +1: Price, MA20, MA50 all pointing same direction

Bottom line: 5-point signals have highest win rate, 4+ points are tradeable, 3 or below gets ignored.

Stop Loss Design: 10-Period Extremes, Not Random ATR Multiples

Stop logic is crystal clear:

  • Long stops = 10-bar lowest low
  • Short stops = 10-bar highest high

Why 10 periods? Swing strategies capture short-term reversals. 10 periods gives price breathing room without excessive stop distance. More market-structure aware than fixed ATR multiples.

Failed Signals Are Trading Opportunities Too

Strategy also identifies "failed swings":

  • Failed Higher Low: Forms higher low then breaks below
  • Failed Lower High: Forms lower high then breaks above

These failures often signal trend acceleration - perfect for counter-trend entries.

Consecutive Signals = Trend Confirmation

When two consecutive bars show same-direction confirmation signals, diamond markers appear. This typically means:

  • Consecutive bullish: Uptrend established
  • Consecutive bearish: Downtrend established

Consecutive signals typically show 15-20% higher win rates than isolated signals.

Best Use Cases: Trending Markets with Pullbacks

Optimal Performance Environment:

  • Clear trending markets with regular retracements
  • Moderate volatility (not extremely quiet or explosive)
  • Stable volume patterns

Avoid These Conditions:

  • Parabolic moves (swing signals get steamrolled)
  • Ultra-low volatility sideways action (sparse, low-quality signals)
  • Thinly traded instruments with erratic volume

Risk Warning: Backtests Don't Guarantee Future Returns

Clear Risks:

  1. Strategy can experience consecutive losses, especially during trend transitions
  2. Even 4+ point signals carry 30-40% failure rates
  3. Relatively wide stops mean larger individual losses possible
  4. Performance varies significantly across different market regimes

Money Management: Risk no more than 2% per trade, pause after 3 consecutive losses to reassess market conditions.

Source
Pine
/*backtest
start: 2024-09-09 00:00:00
end: 2025-09-07 08:00:00
period: 1h
basePeriod: 1h
exchanges: [{"eid":"Futures_Binance","currency":"ETH_USDT","balance":500000}]
*/

//@version=6
strategy("Higher Lows, Lower Highs & Failures with Signal Quality Scoring", overlay=true)

// --- Higher Low detection ---
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