As of 12/20/2024
Indus: 42,840 +498.02 +1.2%
Trans: 15,892 +32.54 +0.2%
Utils: 986 +14.76 +1.5%
Nasdaq: 19,573 +199.83 +1.0%
S&P 500: 5,931 +63.77 +1.1%
|
YTD
+13.7%
0.0%
+11.9%
+30.4%
+24.3%
|
44,200 or 41,750 by 01/01/2025
16,100 or 17,700 by 01/01/2025
1,050 or 975 by 01/01/2025
20,500 or 19,300 by 01/01/2025
6,100 or 5,775 by 01/01/2025
|
As of 12/20/2024
Indus: 42,840 +498.02 +1.2%
Trans: 15,892 +32.54 +0.2%
Utils: 986 +14.76 +1.5%
Nasdaq: 19,573 +199.83 +1.0%
S&P 500: 5,931 +63.77 +1.1%
|
YTD
+13.7%
0.0%
+11.9%
+30.4%
+24.3%
| |
44,200 or 41,750 by 01/01/2025
16,100 or 17,700 by 01/01/2025
1,050 or 975 by 01/01/2025
20,500 or 19,300 by 01/01/2025
6,100 or 5,775 by 01/01/2025
| ||
Initial release: 12/14/2021.
The idea behind pattern pairs is to pick a chart pattern type (like head-and-shoulders bottoms) to buy and another to sell (like double tops). You buy the upward breakout from the head-and-shoulders bottom, hold for a few years, and sell when a double top appears and breaks out downward. Along the way, you give price a chance to rise far enough to overcome those trades which are stopped out for a loss. This is a trend-following strategy.
The figure illustrates the idea for trading pattern pairs, where price is the red line and the boxes are chart patterns. This articles assumes you buy an upward breakout from a head-and-shoulders bottom. On the sale side, you can sell the first bearish chart pattern which comes along, or you can wait for your favorite bearish chart pattern to appear and sell then.
In the following discussion, if I write "HSB", I mean a head-and-shoulders bottom.
Here's a list of the top five performing sell signals, based on annualized gain (annualized because the hold time is often years, in parenthesis).
Sell a...
The following list shows the expected performance of chart pattern pairs, ranked by their expectancy. Expectancy is a way of gauging winning and losing trades and how much money you might make trading a pattern pair. I put the expected profit per trade, per share, in parenthesis.
Sell a...
To improve performance, try these tips.
The databases I built over several decades doesn't identify every chart pattern. There may be plenty of double tops over the years, for example, that I didn't catalog on the way to the one I did catalog. So buying an upward breakout from a double bottom and selling at the double top I cataloged would be different than choosing to sell a different double top. However, the following analysis does give a real-world flavor for how well you might do trading chart patterns if you follow the pattern pair strategy.
Here's what I used in my analysis.
I used the following 43 chart patterns in the analysis, but some only applied if they were busted.
I used a stop loss order set a penny below the bottom of the HSB. Price on the way down may have gapped below the stop price (for the sale price), so I used the lower of the stop price or the opening price on the day of sale).
For trailing stops, I removed the stop loss order and used a trailing stop set at 10%, 15%, 20%, or 25% below a peak, never lowering the stop value, but raising it if a higher peak came along during the trade.
In Table 1, I calculated the percentage net gain (the average of gains and losses) when using various trailing stop loss amounts (10%, 15%, 20%, and 25%) for all tested chart patterns according to the busted/non-busted buy/sell configuration. In parenthesis is the size of the average loss so I could detail how losses change with various stop loss orders.
For example, if I tested non-busted head-and-shoulders bottoms and sold various non-busted patterns (head-and-shoulders bottoms, broadening tops, head-and-shoulders tops, and so on), I made an average of 45% ("Stop Loss Only" column) after having a stop loss order in place. Losses averaged 14%. Replacing the stop loss with a 10% trailing stop cut the gain to 7% but also trimmed the average loss to 4%. Using a 25% trailing stop allowed me to keep more money, 19%, but losses climbed to 14%. If I didn't use any type of stop, the gain averaged 143% with losses averaging 33%.
The results show that:
Table 1: Various Trailing Stop Settings: Net Profit and (Average Loss) | ||||||
---|---|---|---|---|---|---|
Data | 10% | 15% | 20% | 25% | Stop Loss Only | No Stop |
Non-busted buys, non-busted sales | 7% (-4%) | 10% (-7%) | 15% (-10%) | 19% (-12%) | 45% (-14%) | 143% (-33%) |
Non-busted buys, busted sales | 6% (-5%) | 9% (-7%) | 14% (-10%) | 18% (-12%) | 39% (-13%) | 154% (-32%) |
Trading using a busted chart pattern often results in worse performance than using non-busted patterns (at least for head-and-shoulders bottoms as the buy signal).
I compared the performance of sell signals for 22 different chart patterns and found that only 23% of the contests did a busted pattern outperform a non-busted one. To do this, I averaged the performance of each chart pattern and then compared that average to its busted counterpart in 22 contests. The pattern with the higher average gain won.
Table 2 shows statistics I collected for head-and-shoulders bottoms using the trading rules described above and shown in the figure. I placed a stop loss order priced a penny below the bottom of the HSB (after buying).
For example, if you were to buy the upward breakout from a HSB and hold it until you encountered a broadening bottom (the first chart pattern listed in the table), but one with a downward breakout, you'd make an average of 44% (annualized: 20%, ranking 19th) on the 860 (210 winners, 650 losers) trades. That's an average of 222% on your winners, and 14% average loss on your loser. You'd find that only 24% of the trades made money.
If you removed the stop loss order and just held on until the broadening bottom with a downward breakout appeared, you'd make an average of 74% per trade.
The expectancy posted just $0.06 per share per trade which ranks 57th where 1 is the best value. In other words, if you traded these two chart patterns, you'd have a hard time making money. I'd pick another pattern pair to trade.
Table 2: Statistics for head-and-shoulders bottoms | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|
Sell Pattern | Average Win | Average Loss | Net | Annualized Net | Rank | No Stop Net | Win/Loss Samples | Win Loss | Average Expectancy | Expectancy Rank |
Broadening bottom | 222% | -14% | 44% | 20% | 19 | 74% | 210/650 | 24% | $0.06 | 57 |
Broadening top | 159% | -13% | 41% | 20% | 20 | 107% | 521/1131 | 32% | $5.68 | 11 |
Broadening formation, right-angled and ascending | 166% | -13% | 40% | 19% | 22 | 70% | 245/582 | 30% | $1.94 | 46 |
Broadening formation, right-angled and descending | 136% | -15% | 30% | 14% | 43 | 65% | 179/423 | 30% | $1.27 | 51 |
Broadening wedge, ascending | 231% | -15% | 76% | 40% | 2 | 126% | 174/297 | 37% | $4.65 | 20 |
Broadening wedge, descending | 178% | -13% | 36% | 19% | 23 | 66% | 112/321 | 26% | $2.08 | 44 |
Bump-and-run reversal top | 163% | -14% | 52% | 29% | 5 | 102% | 557/950 | 37% | $3.83 | 27 |
Diamond bottom | 161% | -14% | 40% | 22% | 12 | 88% | 72/161 | 31% | $2.22 | 40 |
Diamond top | 166% | -13% | 49% | 25% | 9 | 116% | 240/455 | 35% | $4.64 | 21 |
Adam & Adam double top | 275% | -12% | 65% | 26% | 7 | 157% | 947/2546 | 27% | $8.89 | 1 |
Adam & Eve double top | 214% | -13% | 53% | 22% | 14 | 128% | 483/1169 | 29% | $7.57 | 4 |
Eve & Adam double top | 223% | -13% | 52% | 21% | 17 | 137% | 504/1314 | 28% | $5.62 | 12 |
Eve & Eve double top | 201% | -14% | 48% | 22% | 13 | 126% | 562/1402 | 29% | $5.73 | 10 |
Falling wedge | 114% | -14% | 14% | 9% | 58 | 44% | 110/398 | 22% | -$1.98 | 64 |
Head-and-shoulders top | 216% | -13% | 56% | 26% | 8 | 114% | 1951/4490 | 30% | $4.95 | 18 |
Sell Pattern | Average Win | Average Loss | Net | Annualized Net | Rank | No Stop Net | Win/Loss Samples | Win Loss | Average Expectancy | Expectancy Rank |
Head-and-shoulders, complex top | 145% | -14% | 35% | 18% | 27 | 66% | 350/783 | 31% | $1.50 | 50 |
Rectangle top | 186% | -14% | 44% | 21% | 16 | 95% | 263/656 | 29% | $4.50 | 22 |
Rising wedge | 142% | -13% | 34% | 17% | 33 | 87% | 511/1154 | 31% | $2.80 | 34 |
Rounding top | 179% | -14% | 38% | 17% | 35 | 75% | 238/653 | 27% | $2.19 | 42 |
Ascending scallop | 224% | -15% | 65% | 42% | 1 | 98% | 159/318 | 33% | $2.20 | 41 |
Descending scallop | 182% | -14% | 32% | 18% | 30 | 76% | 590/1916 | 24% | $0.88 | 56 |
Scallop, inverted and ascending | 215% | -12% | 49% | 19% | 24 | 111% | 73/197 | 27% | $2.65 | 37 |
Scallop, descending and inverted | 187% | -14% | 45% | 24% | 10 | 74% | 418/1012 | 29% | $0.95 | 55 |
Triangle, ascending | 164% | -13% | 37% | 19% | 26 | 89% | 276/698 | 28% | $3.43 | 31 |
Triangle, descending | 125% | -15% | 21% | 12% | 51 | 49% | 263/767 | 26% | -$1.06 | 62 |
Triangle, symmetrical | 147% | -14% | 31% | 15% | 42 | 76% | 844/2207 | 28% | $2.10 | 43 |
Triple top | 201% | -13% | 49% | 21% | 15 | 114% | 1297/3128 | 29% | $5.37 | 14 |
Rectangle bottom | 119% | -15% | 13% | 7% | 61 | 30% | 141/547 | 20% | -$1.74 | 63 |
3 falling peaks | 221% | -13% | 46% | 23% | 11 | 102% | 1102/3258 | 25% | $2.71 | 36 |
Roof | 129% | -13% | 34% | 16% | 41 | 95% | 80/164 | 33% | $5.27 | 15 |
Roof, inverted | 117% | -13% | 24% | 13% | 49 | 87% | 119/294 | 29% | $3.60 | 30 |
Sell Pattern | Average Win | Average Loss | Net | Annualized Net | Rank | No Stop Net | Win/Loss Samples | Win Loss | Average Expectancy | Expectancy Rank |
The figure shows an example of how this trade unfolds.
A bullish chart pattern appears and you buy at the breakout. Continue holding until your selected chart pattern appears. The chart pattern is bullish because it has an upward breakout but then things go wrong. Price reverses. Sell when the stock dips below the bottom of the chart pattern (meaning it busts the upward breakout).
Table 3 shows the performance statistics for this setup (buying a head-and-shoulders bottom and selling only after a busted chart pattern). A stop loss order was used and priced a penny below the bottom of the HSB (after buying).
For example, buying a HSB with an upward breakout in a bull market and selling a busted broadening bottom shows winning trades making an average of 125%. Losing trades lost 12%, giving a net of 30%, and ranking 50 (where 1 is best). Because the hold time is often years long, the annualized gain is 12%.
If you traded this without a stop, the net gain climbed to 62%. Of the stocks I looked at, I found 314 trades with 31% of them winning. Expectancy was $2.03 per share, ranking 45th where 1 is best.
Table 3: Statistics for Normal Buy, Busted Sale | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|
Sell Pattern | Average Win | Average Loss | Net | Annualized Net | Rank | No Stop Net | Win/Loss Samples | Win Loss | Average Expectancy | Expectancy Rank |
Broadening bottom | 125% | -12% | 30% | 12% | 50 | 62% | 96/218 | 31% | $2.03 | 45 |
Broadening top | 150% | -12% | 40% | 17% | 34 | 96% | 225/475 | 32% | $5.00 | 16 |
Broadening formation, right-angled and ascending | 135% | -13% | 30% | 14% | 47 | 64% | 83/204 | 29% | $3.70 | 28 |
Broadening formation, right-angled and descending | 112% | -13% | 25% | 12% | 52 | 63% | 88/205 | 30% | $2.56 | 38 |
Broadening wedge, ascending | 171% | -13% | 36% | 18% | 28 | 88% | 31/85 | 27% | $7.23 | 6 |
Broadening wedge, descending | 103% | -12% | 22% | 11% | 53 | 57% | 72/167 | 30% | $1.69 | 49 |
Bump-and-run reversal bottom | 134% | -12% | 25% | 10% | 55 | 75% | 47/140 | 25% | $2.76 | 35 |
Cup with handle | 80% | -14% | 12% | 6% | 62 | 32% | 28/75 | 27% | $0.95 | 54 |
Diamond bottom | 379% | -11% | 95% | 36% | 3 | 141% | 52/139 | 27% | $8.38 | 2 |
Diamond top | 128% | -12% | 29% | 14% | 45 | 103% | 81/197 | 29% | $4.78 | 19 |
Adam & Adam double bottom | 262% | -12% | 51% | 19% | 21 | 150% | 256/848 | 23% | $7.54 | 5 |
Adam & Eve double bottom | 179% | -13% | 32% | 14% | 44 | 121% | 151/498 | 23% | $6.73 | 8 |
Eve & Adam double bottom | 200% | -12% | 43% | 16% | 38 | 119% | 122/345 | 26% | $7.85 | 3 |
Eve & Eve double bottom | 145% | -13% | 20% | 10% | 57 | 78% | 92/351 | 21% | $4.97 | 17 |
Falling wedge | 100% | -13% | 23% | 11% | 54 | 87% | 103/218 | 32% | $3.23 | 32 |
Head-and-shoulders bottom | 157% | -12% | 38% | 16% | 36 | 77% | 367/868 | 30% | $3.86 | 26 |
Sell Pattern | Average Win | Average Loss | Net | Annualized Net | Rank | No Stop Net | Win/Loss Samples | Win Loss | Average Expectancy | Expectancy Rank |
Head-and-shoulders complex bottom | 246% | -11% | 63% | 28% | 6 | 100% | 57/141 | 29% | $6.85 | 7 |
Rectangle top | 176% | -12% | 36% | 18% | 29 | 96% | 119/346 | 26% | $3.65 | 29 |
Rising wedge | 135% | -12% | 32% | 16% | 40 | 92% | 84/200 | 30% | -$0.92 | 61 |
Round bottom | 211% | -14% | 37% | 17% | 32 | 77% | 16/54 | 23% | $1.26 | 52 |
Rounding top | 214% | -14% | 32% | 19% | 25 | 46% | 21/83 | 20% | -$0.57 | 60 |
Ascending scallop | 108% | -13% | 24% | 14% | 46 | 62% | 108/247 | 30% | $1.14 | 53 |
Descending scallop | 110% | -13% | 16% | 8% | 60 | 62% | 37/123 | 23% | $1.90 | 48 |
Scallop, inverted and ascending | 155% | -12% | 40% | 18% | 31 | 110% | 159/352 | 31% | $6.23 | 9 |
Scallop, descending and inverted | 59% | -12% | 10% | 5% | 63 | 36% | 50/115 | 30% | -$0.31 | 59 |
Triangle, ascending | 148% | -14% | 35% | 16% | 39 | 92% | 141/324 | 30% | $2.49 | 39 |
Triangle, descending | 100% | -12% | 18% | 10% | 56 | 60% | 108/299 | 27% | $1.91 | 47 |
Triangle, symmetrical | 270% | -12% | 69% | 32% | 4 | 130% | 417/1020 | 29% | $4.25 | 24 |
Triple bottom | 224% | -13% | 50% | 20% | 18 | 108% | 352/980 | 26% | $4.36 | 23 |
Rectangle bottom | 114% | -12% | 18% | 9% | 59 | 59% | 66/213 | 24% | $2.86 | 33 |
3 rising valleys | 154% | -13% | 30% | 13% | 48 | 101% | 219/639 | 26% | $5.51 | 13 |
Roof | 185% | -11% | 38% | 16% | 37 | 101% | 20/60 | 25% | $3.95 | 25 |
Roof, inverted | 63% | -11% | 7% | 5% | 64 | 76% | 35/105 | 25% | -$0.27 | 58 |
Sell Pattern | Average Win | Average Loss | Net | Annualized Net | Rank | No Stop Net | Win/Loss Samples | Win Loss | Average Expectancy | Expectancy Rank |
Here are a few ideas the data suggested which may improve performance of your pattern pairs trading.
Find the trend start for your HSB. Often you can just look at a chart and see where the trend begins. If not, or you want to be sure, then the glossary describes how to find it.
Determine the length from the trend start to the pattern's start: short term (less than 3 months), medium term (3 to 6 months) or long term (more than 6 months).
Table 4 shows the results for the combinations of busted/non-busted trades and the resulting performance.
Buying HSBs with a short-term (up to 3 months) duration from the trend start to the pattern's start outperformed the other two durations.
Table 4: Short (S) Medium (M) or Long (L) Trend Start and Performance | ||
---|---|---|
Sell Non-Busted Pattern | Sell Busted Pattern | |
Buy non-busted pattern | S56% M34% L12% | S50% M28% L10% |
I checked two moving averages at buy time, 50- and 200-day simple moving averages (not as a crossover setup). I compared the breakout price to the value of the moving average. Table 5 shows the performance of buying or selling busted or non-busted patterns when the breakout price was above (A) or below (B) the 50-day simple moving average (SMA).
Buying head-and-shoulders bottoms with breakout prices below 50-day moving average showed better performance than from those above the SMA.
Table 5: Above (A) Below (B) 50-Day Simple Moving Average | ||
---|---|---|
Sell Non-Busted Pattern | Sell Busted Pattern | |
Buy non-busted pattern | A32% B55% | A26% B49% |
Table 6 shows the results of using a longer moving average, the 200-day. Traders often use this as a proxy for the long-term trend.
At the time of the buy, if price is below the 200-day moving average, you improve the chances of a more profitable trade.
Table 6: Above (A) Below (B) 200-Day Simple Moving Average | ||
---|---|---|
Sell Non-Busted Pattern | Sell Busted Pattern | |
Buy non-busted pattern | A40% B53% | A33% B48% |
The prior discussion assumes you buy a HSB and sell a chart pattern of your choosing, such as a downward breakout from a head-and-shoulders top (you wait for one to appear). What if you sold the first bearish chart pattern which comes along? How would you do?
Table 7 shows the results sorted by the type of patterns involved (busted or non-busted). For example, if you buy an head-and-shoulders bottom and sell the first non-busted chart pattern which comes along, you'd make 18% on average. Annualized, you'd make 39%. This compares to a 21% annualized gain if you sell a designated pattern (like you waited for a double top before selling, which may or may not be the first bearish chart pattern to come along).
The bottom half of the table shows expectancy for the combinations. For example, the best performance comes from buying and selling non-busted patterns.
Table 7: Selling the First Bearish Pattern (Annualized) | ||
---|---|---|
Sell Non-Busted Pattern | Sell Busted Pattern | |
Buy non-busted pattern | 18% (39% v 21%) | 11% (22% v 17%) |
Expectancy (Below) | ||
Sell Non-Busted Pattern | Sell Busted Pattern | |
Buy non-busted pattern | $2.61 | $1.28 |
-- Thomas Bulkowski
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