As of 11/20/2024
  Indus: 43,408 +139.53 +0.3%  
  Trans: 17,002 -26.31 -0.2%  
  Utils: 1,055 +1.25 +0.1%  
  Nasdaq: 18,966 -21.33 -0.1%  
  S&P 500: 5,917 +0.13 +0.0%  
YTD
 +15.2%  
 +6.9%  
 +19.7%  
 +26.3%  
 +24.1%  
  Targets    Overview: 11/12/2024  
  Up arrow46,000 or 43,000 by 12/01/2024
  Up arrow18,000 or 16,600 by 12/01/2024
  Up arrow1,075 or 1,000 by 12/01/2024
  Up arrow20,000 or 18,400 by 12/01/2024
  Up arrow6,100 or 5,800 by 12/01/2024
As of 11/20/2024
  Indus: 43,408 +139.53 +0.3%  
  Trans: 17,002 -26.31 -0.2%  
  Utils: 1,055 +1.25 +0.1%  
  Nasdaq: 18,966 -21.33 -0.1%  
  S&P 500: 5,917 +0.13 +0.0%  
YTD
 +15.2%  
 +6.9%  
 +19.7%  
 +26.3%  
 +24.1%  
  Targets    Overview: 11/12/2024  
  Up arrow46,000 or 43,000 by 12/01/2024
  Up arrow18,000 or 16,600 by 12/01/2024
  Up arrow1,075 or 1,000 by 12/01/2024
  Up arrow20,000 or 18,400 by 12/01/2024
  Up arrow6,100 or 5,800 by 12/01/2024

Bulkowski on the Closing Price Reversal, Downtrend

Updated with new performance information on 10/30/24.

The closing price reversal pattern
Closing Price Reversal, Downtrend

 

Closing Price Reversal: Important Bull Market Results

Overall performance rank (1 is best)**: 23/23
Break even failure rate*: 43% (Up breakouts)
Average rise*: 8%
Percentage meeting price target*: 72%
 
The above numbers are based on hundreds of perfect trades as of 3/8/2013. See the glossary for definitions.
* Based on the trend high, not the ultimate high. See text.
** Based on the average rise compared to other small patterns with upward breakouts in a bull market

Closing Price Reversal, Downtrend: Identification Guidelines

CharacteristicDiscussion
1 barThe pattern is composed of one bar, but it uses the closing price of the prior bar.
DowntrendLook for the pattern in a short-term downtrend.
OpenThe open must be within 25% of the intraday low.
CloseThe close must be within 25% of the intraday high and be above the prior day's close.

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Closing Price Reversal, Downtrend: Trading Tips

Trading TacticExplanation
ReversalThe pattern is supposed to act as a reversal of the downtrend.
BuyBuy at the open the next day after the pattern.
Measure ruleThe closing price reversal fulfills the measure rule 72% of the time (bull market). That is, measure the height of the pattern and add it to the high price to get an upward target.

Closing Price Reversal, Downtrend: Performance Statistics

For the following statistics, I used 1,199 stocks, starting from January 1990 to March 2013, but few stocks covered the entire range. All stocks had a minimum price of $5. Since samples were so numerous, I chose one of every ten patterns. There were two bear markets in the 2000s (as determined by the S&P 500 index), from 3/24/2000 to 10/10/2002 and 10/12/2007 to 3/6/2009. Everything outside of those dates represents a bull market.

For each downtrend closing price reversal, I found when the trend started and when it ended. To find the trend peak or valley, I found the lowest valley and highest peak within plus or minus 10 days (21 days total) each, before the closing price reversal and the same peak/valley test after the closing price reversal. The closest valley or peak before the closing price reversal is where the trend began. The closest peak or valley after the closing price reversal is where the trend ended. I compared the peak or valley to the average of the highest high and lowest low price of the closing price reversal pattern.

The 10-bar peak or valley number tends to find major turning points on the daily charts.

I measured performance from the day after the pattern ended to the nearest trend peak or trend valley.

To determine the inbound price trend (I was looking for a down trend), I used two methods. One was linear regression on the average of the high-low prices in the five days before the pattern. That caught the short-term trend.

I also used the price of the closest minor high or low compared to the average high-low price of the pattern. Anything that wasn't a reversal was thrown out. For example, if the average price of the closing price reversal was $10 and the prior minor high was below $10, then the pattern acted as a continuation of the up trend (that is price must have climbed into the closing price reversal with an assumed upward breakout). The pattern would not be valid in this situation, so it was not used.

Closing Price Reversal, Downtrend: Performance and Failure Rates

Table 1: Performance and Failure Rates
Market 5% Failure  Average 
 Rise 
Bull42%8%
Bear39%9%

Table 1 lists the failure rates, sorted by market condition along with the average rise. Since the closing price reversal is supposed to act as a reversal of the downward trend, I assumed an upward breakout.

A failure occurs when the stock fails to rise more than 5%.

The failure rates may appear high, but that's typical for short-term patterns like the closing price reversal. The highest failures occur in a bull market: 42% fail to see price rise at least 5%. The average rise is just 8%.

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Closing Price Reversal, Downtrend: Measure Rule

Table 2: Measure Rule Performance
Market Success 
Bull72%
Bear65%

Table 2 shows how often the measure rule works. Use the measure rule to estimate of how far price is likely to rise.

To do this, measure from the highest high to the lowest low in the pattern to get the height. Add the height to the highest high to get the target.

The best performance of the measure rule occurs in a bull market, with 72% of patterns reaching their target.

Closing Price Reversal, Downtrend: Trading Performance

Table 3: Testing the Closing Price Reversal, Downtrend
Market Bull  Bear 
Net profit/loss$0.09$(159.55)
Wins52%40%
Winning trades6,1671,136
Average gain of winners$699.15$718.35
Losses48%60%
Losing trades5,7961,686
Average loss($743.71)($751.06)
Average hold time (calendar days)2815

Table 3 shows the performance based on 14,847 trades using $10 commissions per trade ($20 round trip), starting with $10,000 per trade. No adjustments were made for interest, fees, slippage and so on.

The results are sorted by bull or bear market. The trades used the same setup as listed in Closing Price Reversal, downtrend, Performance Statistics.

Here's the setup.

For example, in a bull market, the net gain was 9 cents for all trades. The method won 52% of the time and there were 6,167 winning trades. The average gain of winning trades was $699.15.

Forty-eight percent, or 5,796 trades were losers. They lost an average of $743.71.

The average hold time was 28 calendar days.

Notice how the gains and losses were pegged near 7%, which is how the test was setup.

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Closing Price Reversal, Downtrend: Trading Performance With Pattern Stop

Table 4: Testing the Closing Price Reversal, Downtrend, with Pattern Stop
Market Bull  Bear 
Net profit/loss$(23.71)$(127.32)
Wins29%29%
Winning trades3,466816
Average gain of winners$693.35$714.70
Losses71%71%
Losing trades8,5422,007
Average loss($314.66)($469.67)
Average hold time (calendar days)118

Table 4 shows the results of 14,847 trades, but this time, a penny below the bottom of the closing price reversal pattern was used as a stop instead of a 7% stop.

For example, in a bull market the net loss was $23.71 for all trades. The method won 29% of the time and there were 3,466 winning trades. The average gain of winning trades was $693.35.

Seventy-one percent, or 8,542 trades were losers. They lost an average of $314.66.

The average hold time was 11 calendar days.

When compared to the 7% stop method, placing a stop below the bottom of the pattern showed that losses dropped dramatically. However, the win/loss ratio suffered and that could not make the pattern a profitable one.

Closing Price Reversal, Downtrend: Trading Example

Closing price reversal in Arkansas Best (ABFS)

The figure shows a closing price reversal pattern in Arkansas Best (ABFS) on the daily scale, at A.

Price drops leading to the one-day pattern. Price opens near the low for the day and closes near the high for the day, and above the prior day's close, as required by the pattern.

The next day, B, buy the stock at the open, or 7.15.

The stock rises and hits the target (7.65 or 7% above the buy price) as shown in the chart, at C.

A stop is placed 7% below the buy price would exit the trade if needed.

If the pattern stop method were used, the trade would exit a penny below the low at A.

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Closing Price Reversal, Downtrend: Target Exit, Stock Performance

CPRD in DDD

Trading using a target exit is simple to explain. Look at the adjacent chart.

I circled the CPRD pattern in red. Entry happens when the stock climbs above a buy stop placed a penny above the top of the pattern. The target is twice the height of the CPRD added to the top of the pattern.

A stop loss order placed a penny below the bottom of the pattern triggers to help prevent a bigger loss.

In this example, the stop is not triggered and the stock rises to reach the target exit in just a few days.

For a more detailed explanation of the method I used to test the CPRD, see the link.

Testing

As explained in the example above, I used a target exit placed twice as high as the height of the CPRD pattern added to the top of it. I placed a stop loss a penny below the bottom of the pattern.

Table 5 shows results for bull markets with upward breakouts and an inbound downward price trend leading to the CPRD (because a downtrend is built into the CPRD identification guidelines). I used 492 stocks in the test.

Table 5: Testing the CPRD in Stocks with Height Exit
Metric CPRD in
Down Trend 
Down Trend
Benchmark
Trades12,9035,024
Average profit/loss per trade$64.04$62.36
Win/loss ratio44%46%
Average hold time (days)118
Winning trades5,6762,299
Average gain of winners6%5%
Average hold time of winners (days)1310
Losing trades7,2272,725
Average loss-4%-3%
Average hold time of losers (days)108

For stocks, the CPRD pattern doesn't show a substantial improvement over the benchmark.

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Closing Price Reversal, Downtrend: Target Exit, ETF Performance

CPRD in ITA

The associated chart shows an example of how I tested the CPRD pattern in exchange traded funds (ETFs).

The red square highlights the CPRD. The day after the pattern ends, we have an upward breakout but it's hard to see in the figure.

The target exit is twice the height of the pattern added to the top of it, but a stop loss order triggers before the stock can rise that far, booking a loss.

Testing

This is the same test as the prior one except I used 94 exchange traded funds (ETFs) instead of common stocks.

Table 6: Testing the CPRD in ETFs with Height Exit
Metric CPRD in
Down Trend 
Down Trend
Benchmark
Trades11,2275,094
Average profit/loss per trade$45.20$49.24
Win/loss ratio50%53%
Average hold time (days)86
Winning trades5,6402,725
Average gain of winners3%3%
Average hold time of winners (days)107
Losing trades5,5872,369
Average loss-2%-2%
Average hold time of losers (days)86

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Table 6. The CPRD pattern in ETFs underperforms the benchmark.

Closing Price Reversal, Downtrend: Target Exit, Crypto Performance

CPRD in AAVE

This is an example trade in the cryptocurrency AAVE on the daily scale. I highlight the CPRD pattern in the red box.

Entry is a penny above the top of the chart pattern with a buy-stop

A stop-loss order helps minimize the loss with a sell price of a penny below the bottom of the pattern. The two green lines show the approximate buy stop and stop-loss order locations.

The currency broke out upward but quickly reversed and trigged the stop-loss order for a losing trade.

Testing

This is the same test as the prior one except I used 38 cryptocurrencies instead of common stocks.

Table 7: Testing the CPRD in Crypto Currency with Height Exit
Metric CPRD in
Down Trend 
Down Trend
Benchmark
Trades2,6113,443
Average profit/loss per trade$154.44$122.37
Win/loss ratio43%44%
Average hold time (days)65
Winning trades1,1331,504
Average gain of winners11%10%
Average hold time of winners (days)64
Losing trades1,4781,939
Average loss-6%-6%
Average hold time of losers (days)65

Finally! The CPRD works well in cryptocurrencies by outperforming the benchmark.

-- Thomas Bulkowski

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See Also

Below are other short patterns...

 

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