01 — Reversal Patterns

Head & Shoulders#

Bearish Reversal◐ Heuristic1 min read
◆ The PatternThree peaks — the classic top reversal

The Head & Shoulders is the most reliable reversal pattern. A left shoulder peak, a higher head peak, then a lower right shoulder. When price breaks below the neckline (drawn through the two troughs), the bearish reversal is confirmed.

Target = Neckline − (Head − Neckline)
Measured move: the distance from the head to the neckline, projected downward from the breakpoint.
// Head & Shoulders anatomy
Key insight: Volume typically decreases from left shoulder → head → right shoulder. Declining volume on the right shoulder confirms weakening buying pressure.
Pattern bridge: The three-peak reversal is a distribution shape — the center peak is the mode. In ML, bias-variance follows the same arc: performance rises, peaks, then degrades.
How traders use this (with caveats)
  1. Identify three peaks with the middle one highest — the pattern often takes weeks to form
  2. Draw the neckline through the two troughs between the peaks
  3. Wait for a close below the neckline on increased volume — don't front-run
  4. Measure the distance from head to neckline — project that distance downward for a price target
  5. Set a stop-loss above the right shoulder — if price reclaims it, the pattern has failed
Reality check: Academic studies show mixed results for chart patterns. A 2000 study by Lo, Mamaysky & Wang found some statistical significance, but later studies with transaction costs often show diminishing edge. Use chart patterns as one input alongside quantitative signals — never as your sole decision tool.
Performance in practice
  • Bulkowski's backtests (10K+ patterns): H&S top reaches the measured target ~55% of the time. Inverse H&S (bottom) hits target ~74% — bottoms are more reliable than tops
  • Win rate improves with volume confirmation — patterns with declining volume on the right shoulder outperform by ~8%
  • Failure rate increases in strong trends — a clear H&S in a raging bull market often results in a "failed breakdown" and continuation higher
  • Most systematic hedge funds don't trade chart patterns in isolation. They combine with momentum, volatility, and fundamental signals
When to use this
Use when: You see three clear peaks after an extended uptrend. Volume declines on each successive peak. The pattern is forming on a daily or weekly timeframe (higher timeframes are more reliable). You have other confirming signals (RSI divergence, declining momentum).
Skip when: The pattern is on an intraday chart (noise dominates). The broader trend is strongly bullish with no momentum divergence. You're relying solely on the pattern without risk management. The "head" is barely higher than the "shoulders" — ambiguous patterns have low reliability.
Try it on real data
Kaggle: Daily Stock Prices (S&P 500, all tickers, 2000-2023)
Download daily OHLCV data and look for H&S patterns in SPY around major tops (2000, 2007, 2022). Compare the pattern's predicted target vs actual drawdown.
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