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Do Candlesticks have any predictive value? – Do they work?

Last Updated on 10 February, 2024 by Trading System

The candlestick chart is perhaps the most popular chart used by traders all over the world. But have you wondered whether candlestick patterns really have quantifiable predictive value?

Yes, some candlestick patterns have been demonstrated to work pretty well and may even be improved by combining them with some trend filters.

In this post, we’ll explain some of the candlestick patterns, how to test them, and take a look at the backtesting results of some candlestick patterns.

What are candlestick patterns?

Candlestick patterns are identifiable shapes formed by a single candlestick or group of candlesticks. Each candlestick represents a trading session, and it is often colored to indicate how the price closed during that session. While traders can use any color combination, green or white is generally used to represent a session where the price closed higher than its opening price. Red or black color, on the other hand, is used to represent a session that closed lower.

Thus, most traders prefer the candlestick chart because it offers clear price information that is easy to interpret. Interestingly, the shape of some individual candlesticks or a group of candlesticks may show who (bulls or bears) is dominating. There are many such candlestick patterns, but the most common ones are the hammer / shooting star, engulfing patterns, morning /evening stars, piercing/dark cloud cover, tweezers, harami, and hikkake.

But how reliable are they?

How to test the candlestick patterns

While there are endless articles on the internet that explain the various candlestick patterns, there is often no empirical evidence that they work. Nonetheless, it’s relatively easy to test candlestick patterns.

To quantitatively test candlesticks, there must be clear rules for defining the candlestick patterns that form the entry setups. There should also be an exit rule. For the candlestick patterns, the common definitions are already on the internet. Anything can be the exit rule, but for the test result that we are about to show you, the exit rule is to sell on short-term strength when today’s close is higher than yesterday’s high.

Candlestick trading: the backtesting results

Twenty-three patterns were tested on the SPY ETF, which tracks the S&P 500 Index, from its inception in 1993 until the end of November 2020. Although some of the patterns are known to be bearish formations, they test all formations by buying, not selling/shorting. While some patterns produced many signals, others showed only a few signals.

Here’s the summary of the results in this table:

Candlestick patterns results

  Formation Number of trades Average gain % Win ratio % Profit factor
1 Bullish Engulfing 206 0.27 74 1.69
2 Bearish Engulfing 259 0.54 70 2.41
3 Piercing Line 102 0.48 81 2.97
4 Hammer 440 0.22 76 1.41
5 Hanging Man 197 0.18 80 1.32
6 Inverted Hammer 347 0.47 74 1.9
7 Shooting Star 104 0.5 69 1.95
8 Black Spinning Top 60 0.28 70 1.39
9 White Spinning Top 47 0.28 77 1.56
10 Bearish Abandoned Baby 6 0.67 100 N/A
11 Bearish Evening Doji Star 17 0.38 59 2.1
12 Dark Cloud Cover V.1 100 0.42 72 1.78
13 Three Outside Down Pattern 106 0.71 79 2.8
14 Bullish Abandoned Baby 7 -0.15 71 0.78
15 Bullish Morning Doji Star 23 -0.33 61 0.54
16 Three Outside Up Pattern 97 0.02 70 0.98
17 Bullish Harami 286 0.33 77 1.63
18 Three Inside Up Pattern 123 0.28 73 1.52
19 Bearish Harami 250 0.07 67 1.06
20 Three Inside Down Pattern 75 0.06 68 1.01
21 Three White Soldiers 6 -1.03 33 0.23
22 Dark Cloud Cover V.2 7 1.52 86 12.65
23 Three Black Crows 8 1.6 88 63


Choosing only the patterns that have a higher profit factor than 1.5, there would be only 12 patterns to trade. The compounded result from trading only those patterns would be as follows:

  • 975 trades
  • CAGR of 12.89%
  • An average gain of 0.36% per trade
  • Max drawdown: 25%
  • Profit factor of 2.02

The only negative year would have been 1994, while the total time spent in the market would be 47%. The year 2020, with almost 41% return from 40 trades, would have been the best. On the other hand, during these years, buy and hold would have given 9.9% during.

Not considering commissions and slippage, the equity curve would look like this:

Do Candlesticks have any predictive value? - Do they work?

The chart is compounded, starting with 100 000 in 1993.

Testing those 12 candlesticks patterns (with a profit factor above 1.5) on other ETFs, the results looked like this:

  • QQQ: 12.9% CAGR
  • TLT: 5.5% CAGR
  • XLP: 9% CAGR
  • GLD: 0.3% CAGR
  • EEM: 16% CAGR
  • GDX: 12.2 CAGR

Some candlestick trading tips

You may use a filter to improve the results of candlestick pattern trading. Here are some examples of filters you can use:

  • A moving average filter to trade only long-term uptrends
  • An ADX filter for short-term trend
  • A short-term RSI filter

Recommended reading.

Do Candlesticks Pattern Work? Backtest Of 23 Candlesticks (Trading Strategy)


Do Candlesticks have any predictive value? - Do they work?



How reliable are candlestick patterns for predicting market movements?

Candlestick patterns are identifiable shapes formed by a single candlestick or group of candlesticks, representing trading sessions. Traders prefer them because they offer clear and easy-to-interpret price information. Some candlestick patterns have demonstrated quantifiable predictive value. The reliability varies, and combining them with trend filters can enhance their effectiveness.

Can you explain some common candlestick patterns and their significance?

Sure, common candlestick patterns include the hammer/shooting star, engulfing patterns, morning/evening stars, piercing/dark cloud cover, tweezers, harami, and hikkake. Each has its own interpretation and potential impact on market trends.

How did the selected candlestick patterns perform on other ETFs, and what were the CAGR values?

Testing on other ETFs like QQQ, TLT, XLP, GLD, EEM, and GDX showed varying CAGR values, indicating the potential effectiveness of these patterns across different assets. Trading only the 12 selected patterns would result in 975 trades, a CAGR of 12.89%, an average gain of 0.36% per trade, and a profit factor of 2.02, with a max drawdown of 25%.

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