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Candlestick Patterns: Which Ones Actually Work in Crypto?

2026-02-20·PRUVIQ Research·4 min read

Candlestick Basics

Each candlestick shows four prices for one time period:

Bullish (green):          Bearish (red):
    ─── High                  ─── High
    │                         ┌──┐
    ┌──┐ ← Close             │  │ ← Open
    │  │                      │  │
    │  │ ← Open              └──┘ ← Close
    └──┘                         │
    │                         ─── Low
    ─── Low

The body shows open-to-close range. Wicks (shadows) show the high and low extremes.

Single Candle Patterns

Doji (Indecision)

    ─── High

    ─ ← Open = Close (tiny body)

    ─── Low

Open and close are nearly equal. Neither bulls nor bears won. Often signals a potential reversal — but only with context.

In crypto reality: Doji appears constantly on shorter timeframes. Standalone doji has near-zero predictive value. Only meaningful at extremes (after strong trends, at key levels).

Hammer / Hanging Man

Hammer (bullish):     Hanging Man (bearish):
    ┌─┐                    ┌─┐
    └─┘                    └─┘
     │                      │
     │ (long lower wick)    │ (long lower wick)
     ─                      ─

Long lower wick, small body at the top. Hammer appears after a downtrend (bullish). Hanging man appears after an uptrend (bearish).

In crypto reality: Somewhat useful on daily timeframes. The long wick shows rejection of lower prices. Better when combined with volume and support levels.

Shooting Star / Inverted Hammer


     │ (long upper wick)
    ┌─┐
    └─┘

Opposite of hammer. Long upper wick shows rejection of higher prices.

Multi-Candle Patterns

Engulfing

Bullish Engulfing:        Bearish Engulfing:
  ┌─┐                      ┌───┐
  │R│  ┌───┐               │ G │  ┌───┐
  └─┘  │ G │               └───┘  │ R │
       │   │                      │   │
       └───┘                      └───┘

Second candle completely “engulfs” the first. Bullish engulfing = green candle engulfs previous red. Signals reversal.

In crypto reality: One of the more reliable patterns when it occurs at key support/resistance on higher timeframes. Still requires confirmation.

Morning Star / Evening Star

Three-candle reversal pattern:

Morning Star (bullish):    Evening Star (bearish):
┌───┐                              ┌───┐
│ R │                              │ G │
│   │  ┌─┐                        │   │  ┌─┐
└───┘  └─┘  ┌───┐          ┌───┐  └───┘  └─┘
             │ G │          │ R │
             └───┘          └───┘
  1. Large candle in trend direction
  2. Small-bodied candle (indecision)
  3. Large candle in opposite direction

What Backtesting Shows

Honesty first: we have NOT run a per-pattern candlestick sweep yet, so we won’t print a table of pattern win rates we never measured. What we HAVE measured is the closest cousin — a full candle-driven strategy: Heikin-Ashi trend following scored ~50% win rate and failed our validation (it ships as a published failure on the simulator).

The uncomfortable truth: nothing in our measured results suggests any single candle pattern is a standalone edge in crypto — and until we run the per-pattern sweep, treat every “pattern X wins Y%” table you see anywhere (including ours, historically) as unverified. Want to test one yourself? The builder has bullish / bearish / doji candle fields — run it and see.

When Patterns Add Value

Candlestick patterns work as confirmation, not signals:

  1. At key levels: Hammer at support = meaningful. Hammer in the middle of nowhere = noise
  2. With volume: Engulfing with 3x average volume = strong. Engulfing with low volume = weak
  3. On higher timeframes: Daily doji at all-time high = noteworthy. 5-minute doji = meaningless
  4. After strong moves: Reversal patterns need something to reverse

How PRUVIQ Uses Candlestick Data

An honest correction to a myth we once repeated ourselves: the BB Squeeze strategy does not use candle color. The engine’s short-side check is close < bb_mid (price on the lower half of the bands) plus the EMA trend — the code’s docstring explicitly says “not candle direction”. If you want a candle-color filter, the builder exposes bullish / bearish booleans so you can test whether it helps (our filter sweep suggests: usually it doesn’t, after costs).

Key Takeaway

Candlestick patterns are a visual language for understanding buyer/seller dynamics, not prediction tools. They add value as confirmation at key levels with volume, but alone they’re barely better than random. In crypto, simpler is usually better.

Test candlestick-based strategies in PRUVIQ’s Strategy Builder.

Open Strategy Builder →


This is educational content. Not financial advice. Always backtest before trading.

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