Classic Japanese candlestick trading strategies

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Classic Japanese candlestick trading strategies

The technical format for quote building in the form of Japanese candlesticks operating on the financial market is the most convenient and effective in terms of successful forecasting. The popularity of Japanese candlesticks is due to their broad capabilities in regards to building workable and universal trading strategies. This means that strategies based on building patterns of this type of quote chart have found wide application in futures trading. Today, we will look at some simple forecasting techniques based on patterns that are formed when building these types of quotes.

Japanese candlestick strategy

To use the forecasting mode based on candlestick patterns, we will require certain technical capabilities of the trading terminal for working with options trades, as well as specific trading conditions that will maximize the market participant’s opportunities on the issue of risk management. We can recommend the trading terminal our our top rated companies as the most optimal in terms of the main parameters of effective trading. Traders are offered the following set of services, trading conditions, and technical tools:

• A chart with functionality for using Japanese candlesticks

• A set of assets from 80 positions

• Trades with yields of up to 90%

• Options with expirations in the range of 1 minute to 24 hours

• A variable time frame for the trading chart

• Trading conditions with these parameters – trades from $1, the minimum investment in trading is $10

With these conditions it is possible to effectively apply any professional system of market forecasting for futures contracts.

So, let’s consider the two most effective and successful Japanese candlestick patterns for options trading — the engulfing model in the form of quote reversal and the continuation of the trend.

Candlestick trading strategy

The engulfing model on technical quotes in the form of Japanese candlesticks has the following format: when trend movement is building upwards on the quote chart, a market situation is formed in which the growing quote candlestick is completely engulfed by the body of the following price candlestick directed downwards:

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An important point: when identifying the engulfing model, only the size of the body of the price candlestick should be taken into account, this does not include any shadows or tails. This pattern will allow you to accurately determine breaks in trends, which is effective for working with this type of contract.

This signal format for registering trades on the options market is used in two modes – as a signal for registering a trade when the trend reverses or as a signal for the end of short-term correction of the price and trading in the direction of the main trend. The first format does not cause complications – just use the moment you identify the pattern to open your trading positions. Let’s discuss in more detail the engulfing model which signals the continuation of trend movement.

Japanese candlestick trading strategy – the engulfing model — continuation of the trend

For this format of using the model, it’s all a bit more complicated, but no less effective for options trading. In order to trade, you first need to identify the trend. Then you wait for the price to roll back in the opposite direction to the trend movement and you look for the formation of the candlestick model – this moment indicates the completion of correction and serves as a signal to register your trade:

The signals for working with contracts DOWN use the format of the candlestick model with the reverse construction:

Thus, the technical chart independently generates high-precision trading signals with an efficiency level of at least 85%. This figure means you can achieve an average of 250% in capital gains per trading week.

Money management for the “Japanese candlestick” strategy

This mode of market forecasting is characterized by a high level of cyclicity of trading signals, which means it is also accompanied by a high level of risks. To avoid large volumes of trading losses, it is recommended that you follow the simple limitations in the classic rules of money management:

• When trading with the minimum level of investment, we use trades of the initial cost parameters

• When trading with large volumes of investments, we use trades with costs limited to the level of 5% of the amount of trading capital

Thus, the simple, highly cyclical pattern of Japanese candlestick building makes it possible for you to quickly and safely increase your operating capital funds.

“General Risk Warning: Binary options and cryptocurrency trading carry a high level of risk and can result in the loss of all your funds.”

Japanese Candlestick Trading Strategy

By Jay Maniar

About Japanese Candlestick Trading

In this blog, our objectives are as follows:

  1. To plot candlesticks using Python
  2. To understand a candlestick trading strategy using ‘Three Daily Candles’

To plot candlesticks using Python

For data visualization, we generally use ‘matplotlib.pyplot‘ library. Matplotlib also provides a small section of special finance plots like candlesticks. Such type of plots are found in ‘’ sublibrary.

We will further use Bokeh plots created by using ‘bokeh.plotting’ interface which comes with a default set of tools and default visual styles. Bokeh uses a Python interactive visualization library that targets modern web browsers for presentation.

The output for the above code is as follows:

The tools which we have provided will help you to ‘pan’ the graph and ‘zoom’ in or out using box zoom and wheel zoom. There is also a reset button to show this actual output and the save button will help you to download an image that is shown in your browser (even the zoomed ones).

To understand a candlestick trading strategy using ‘Three Daily Candles’

Trading Rules for going ‘Long’ or Buying on the fourth day:

Rule 1: The body of the most recent candle must be greater than the body of the previous two candles irrespective of the colour of the candle.

Rule 2: The second daily candle must be ‘red’.

Rule 3: The ‘close’ of the most recent candle must be more than the close of the second daily candle.

Rule 4: You will ‘buy’ on the morning of the fourth day when the trading starts and ‘sell’ before the market closes.

Trading Rules for going ‘Short’ or Selling on the fourth day:

Rule 1: The body of the most recent candle must be greater than the body of the previous two candles irrespective of the color of the candle.

Rule 2: The second daily candle must be ‘green’.

Rule 3: The ‘close’ of the most recent candle must be less than the close of the second daily candle.

Rule 4: You will ‘sell’ on the morning of the fourth day when the trading starts and ‘buy’ before the market closes.

You may relax the ‘buy’ and ‘sell’ signal by not following the rule 3 at some places if the ‘close’ is too near but a more conservative approach would be following all the three steps.

It would be fun if you yourself plot a candlestick chart yourself and try to find ‘buy’ and ‘sell’ signals of the asset which you are considering.

Also, there are various candlestick patterns which you will find online. You may also refer this blog Candlestick Trading – A Momentum Strategy with Example [EXCEL MODEL] and understand ta momentum strategy where you observe price on the previous ‘n’ candlesticks and make your bets accordingly. An interesting exercise can be trying to find them in the candlestick chart plotted by you.

In addition to this, you can check our blog for articles on different quantitative trading strategies.

But before I conclude, I would like to mention special thanks to Mr. Abhishek Kulkarni for helping me out with the candlestick plotting code.

So good luck and enjoy your candlestick charts.

Next Step


We have noticed that some users are facing challenges while downloading the market data from Yahoo and Google Finance platforms. In case you are looking for an alternative source for market data, you can use Quandl for the same.

Warrior Trading Blog

Reversals are something that every new and veteran analyst/trader looks for. They represent early entries with excellent risk/reward potential. But like the search for the most profitable trading system, searching and identifying reversals can be a great way to kill your account.

But reversals are also an essential setup pattern for adding to positions, initiating new positions, and generating countertrend trade setups. A significant amount of technical analysis involves the interpretation and identification of reversal patterns.

As a full-time trader and educator, I’ve noticed that the predominant chart style focus for new traders is Japanese candlesticks. And I think the industry would do better by new and aspiring traders/investors by going, literally, back to basics.

Japanese Candlesticks

Before Japanese candlesticks, the American bar chart was the default chart style. Japanese technical analysis is very different compared to Western analysis, and in other ways, it is very complimentary.

Some of the earliest examples of Japanese candlesticks are from the 17 th century, pre-dating the Meiji Restoration, and certainly pre-dating the use of American bar charts (the 1880s). We also need to understand that Japanese candlesticks are a very advanced form of technical analysis.

And I believe that we tend to confuse new traders by introducing the predominantly Western theory and pedagogy to technical analysis while utilizing a Japanese chart style.

When describing the differences between Japanese and Western technical analysis, I like to describe Japanese analysis as more dynamic and Western analysis as more static. An excellent example of this is comparing the Wave Principle in Goichi Hosada’s Ichimoku Kinko Hyo system to R.N. Elliot’s Elliot Wave Theory.

Elliot’s theory teaches that markets move in five-wave and three-wave patterns, waves on smaller timeframes being inside and part of larger waves on larger time frames (fractalized). The Wave Principle in the Ichimoku Kinko Hyo system has no limit to how many waves can exist in an uptrend or downtrend. Elliot Wave Theory has stringent rules attached to the construction of impulse waves and corrective waves.

In contrast, the Ichimoku Kinko Hyo system allows for significant interpretation and flexibility in the Wave Principle. And this creates a conflict for new traders who are unaware that when we teach concepts such as support and resistance along and trendlines, we’re creating stringent Western rules and conditions to a very advanced and interpretive chart form with Japanese candlesticks.

Japanese Candlestick Reversal Patterns

I’m going to tell you all a secret: trading reversals with Japanese candlestick charts is much more complicated than the other option I’m going to recommend you try. It’s impossible to go through an article discussing reversal patterns without reviewing a familiar reversal pattern on a Japanese candlestick chart.

The above image is a Japanese candlestick chart. The highlighted candle is known as a hammer. The hammer pattern is one of the most sought after reversal candlesticks. But that’s just one candlestick pattern. A great book on the study of Japanese Candlesticks is by the analyst and trader Michael C. Thomsett, Visual Guide to Candlestick Charting – that book is part of the Bloomberg Financial Series. That book has over 120+ separate Japanese candlestick patterns, almost all of which are reversal patterns. That is a ton of reversal patterns, each with their conditions that must be met for them to validated. The other problem we get into with trading reversals is the three-dimensional nature of Japanese candlestick charts.

More dimensions, more problems

American bar charts, Japanese candlesticks, Heiken-Ashi (another Japanese style), and a myriad of other chart styles are examples of three-dimensional charts. When we analyze and interpret a Japanese candlestick, we have three separate dimensions to work with: Price, Time, and Volume.

These three components can be as much a benefit as a detriment. And depending on the market you trade, the data provider you use, the broker you use, and the software you use, you will not always see the same volume, price range, or even the same candlestick from one chart to the next.

And with the issue of volume becoming a moot (this is very near to blasphemy in technical analysis) indicator in some markets, the variable of volume can exacerbate the difficulty of interpreting Japanese candlesticks for reversal patterns. There are chart styles out there that are much more efficient and accurate for trading reversal patterns.

Point & Figure Charts

Of all the chart forms in existence, the oldest is Point & Figure. Point & Figure is the purist’s chart form of price action trading because Point & Figure only measures one thing: price action. There is absolutely no time or volume component involved with this chart style.

For a price action trader using a price-action-only chart like Point & Figure, elements such as Time and Volume are anecdotal. Now, one may interpret this to mean that Point & Figure charts are one-dimensional, but they’re not. The alternating change of columns from Xs to Os are reversals, which are charted on the x-axis, creating a two-dimensional chart style.

One of the best things about Point & Figure charts is that they are unambiguous. There is almost zero interpretation that the trader has to utilize on these charts – they are extraordinarily logic-based and rule-based. And this makes trading reversals much easier. First, for those of you unfamiliar with Point & Figure Charts, let’s go through a little intro into their construction.

Xs represent upward price movement; Os represent a downward price movement. Each X and O are called ‘boxes’ and have a set ‘size. The unit of size measurement determines the market and instrument you are trading.

If this were the ES, we would use ticks or points – so a box size of 2 on the ES would be a 2 point/8 tick sized box. In Forex, we use pips – for a Forex pair like the AUDUSD, the box size could be 0.002, or 20-pips. The chart above is Microsoft’s (MSFT) Point & Figure chart with a 1-point ($1) box size – each X and O represents $1.

The reversal amount is probably the hardest to understand. We determine how many boxes in the opposite direction price has to move for a new column of Xs or Os to form. See the image above. I won’t get into the rest of how to trade this chart style, because this article is concerned with trading reversals, so we’re going to zip right into how powerful and straightforward trading reversals are on a Point & Figure chart.

Trading Reversals in Point & Figure

One of the greatest (and my favorite) books on Point & Figure charting is Jeremy Du Plessis’ The Definitive Guide to Point and Figure Charting (2 nd Edition). A great addendum to his work is the Point and & Figure material in another book that should be in your library: Technical Analysis (3 rd Edition) by Dahlquist and Kirkpatrick.

When comparing the size of the Point and Figure chapter in Technical Analysis to the size offered to other subjects in Dahlquist’s and Kirkpatrick’s book, it should be sufficient evidence of how powerful and essential this chart style is. Both of these books identify two extremely profitable reversal setups: Poles and Spikes.

Spike Pattern

Hands down, this is my favorite Point & Figure chart pattern. I’ve read, I think, every major expert’s work on Point and Figure and put there theories and methodologies to the test. There’s no ‘pure’ consensus what constitutes a Spike pattern. Dahlquist and Kirkpatrick summarize it the best in Technical Analysis and suggest 15 to 20 boxes represent a Spike pattern. Visually, Spike Patterns should stick out and be fairly obvious.

They are massively long columns and are very infrequent. Trading reversals with a Spike Pattern is one of the most aggressive but profitable patterns I trade. When you notice/observe the presence of a Spike Pattern, the entry is going to be on the first reversal column immediately.

On the AUDUSD’s chart above, we can see a massive spike lower from 0.7360 to 0.6880. When AUDUSD moved higher and created the first reversal column of Xs (3-box reversal) at 0.6960, that created the reversal buy entry off the Spike Pattern.

Pole Pattern

While there is almost no interpretation needed when utilizing Point & Figure charts, the Pole and Spike patterns are two exceptions. Pole Patterns are more difficult to spot than Spike Patterns.

A Pole Pattern is any column that is longer than what would be considered normal, but not as extended as a Spike Pattern. Pole Patterns generally appear at the end of a swing – not necessarily the end of a trend, but the end of a swing.

On Gold’s chart above, the column of Xs is as a Pole Pattern. Now, I didn’t know that this was a Pole Pattern until the first reversal column of Os printed. When the Os did print, I could identify the previous X column as a Pole Pattern.

Trading reversals with a Pole Pattern is simple: when price moves beyond 50% of the price range of the Pole Pattern, that is where you enter long or short. Drawing a Fibonacci retracement of the entire range of the Pole Pattern gave me the 50% level I needed. When an O closes below that 50% mark, that is my entry to short.

Japanese Candlestick Reversal Strategies

For those of you who are new to Point and Figure or who want a more contemporary way of trading reversals, this strategy will no doubt be of some use. Whether you are familiar with the Ichimoku Kinko Hyo system or not, you should be able to grasp this strategy reasonably quickly. The Kijun-Sen (Base Line) is often referred to as a dynamic 50% Fibonacci retracement level because it represents the current market equilibrium.

When I teach the Ichimoku Kinko Hyo system, I tell folks to think of price attached to the Kijun-Sen by a rubber-band. The further that price moves away from the Kijun-Sen, the more likely price is to snap back to the Kijun-Sen. If you measure the past seventeen extreme price moves away from the Kijun-Sen, add them together then divide by seventeen, you get an approximate max mean that price can move away from Kijun-Sen.

The chart above is a 4-hour Ichimoku chart of the NQ. The top of the current range we are looking at was right on a level that was considered to be within that max mean. If I see any instrument on any time frame exhibiting this kind of behavior (price a substantial distance from the Kijun-Sen), I immediately look at my two oscillators: the RSI and the Composite Index.

Observe how effective the Composite Index at detecting a divergence that the RSI could not. The RSI and price both have created higher highs, while the Composite Index created lower highs – a condition known as bearish divergence. When this occurs, I then wait for the Composite Index line to cross below either the fast or slow average – that is my trigger to enter a short. The profit target was Senkou Span B (Span B).

Another and more simple way to trade reversals is a simple confirmation check when price is near an area of support or resistance. The oil chart above shows horizontal lines represented as historical areas of support and resistance.

The highlight areas on the candlesticks, RSI and Composite Index, show a simple but effective reversal strategy: When price is at or near an area of support or resistance, check the RSI and Composite Index. If the RSI and Composite Index have mirrored structure (meaning, near identical peaks or troughs), then an opportunity to trade a reversal may be present.

Final Thoughts

Nearly all of the most sought after trading strategies deal with identifying reversals – and that is because being able to identify major turns in the market accurately gives you a significant advantage over the rest of the market participants.

While I am personally an advocate of the Point and Figure method, it is by no means the best or appropriate for everyone. Japanese candlestick charts provide much more specific entry points and can garner entries that are much earlier than would be found on a Point and Figure chart.

It is up to you to determine which style and method are most appropriate – and most profitable.

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Available research data suggests that most day traders are NOT profitable.

In a research paper published in 2020 titled “Do Day Traders Rationally Learn About Their Ability?”, professors from the University of California studied 3.7 billion trades from the Taiwan Stock Exchange between 1992-2006 and found that only 9.81% of day trading volume was generated by predictably profitable traders and that these predictably profitable traders constitute less than 3% of all day traders on an average day.

In a 2005 article published in the Journal of Applied Finance titled “The Profitability of Active Stock Traders” professors at the University of Oxford and the University College Dublin found that out of 1,146 brokerage accounts day trading the U.S. markets between March 8, 2000 and June 13, 2000, only 50% were profitable with an average net profit of $16,619.

In a 2003 article published in the Financial Analysts Journal titled “The Profitability of Day Traders”, professors at the University of Texas found that out of 334 brokerage accounts day trading the U.S. markets between February 1998 and October 1999, only 35% were profitable and only 14% generated profits in excess of than $10,000.

The range of results in these three studies exemplify the challenge of determining a definitive success rate for day traders. At a minimum, these studies indicate at least 50% of aspiring day traders will not be profitable. This reiterates that consistently making money trading stocks is not easy. Day Trading is a high risk activity and can result in the loss of your entire investment. Any trade or investment is at your own risk.

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Citations for Disclaimer

Barber, Brad & Lee, Yong-Ill & Liu, Yu-Jane & Odean, Terrance. (2020). Do Day Traders Rationally Learn About Their Ability?. SSRN Electronic Journal.

Garvey, Ryan and Murphy, Anthony, The Profitability of Active Stock Traders. Journal of Applied Finance , Vol. 15, No. 2, Fall/Winter 2005. Available at SSRN:

Douglas J. Jordan & J. David Diltz (2003) The Profitability of Day Traders, Financial Analysts Journal, 59:6, 85-94, DOI:

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