Trading Strategy Analysis of DAL

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Annualized Returns of Trading Strategies for DAL
Best Returnat StopEpisodesLength Best +10at Stop -5 to -25
Buy and Hold-19.86 %0.211201.00
Buy On Rise Hold-25.08 %0.27929.74
Buy On Dip Hold-47.18 %0.57440.59
Signal and Hold-24.92 %0.28895.57
Stops Only-3.62 %-0.152.6993.32-3.62 %-0.15-19.37 %
Sell Signal Trim Stops-0.06 %-0.152.8986.70-0.06 %-0.15-13.96 %
Buy Signals142.74 %-0.0170.283.57-14.41 %-0.28-27.62 %
All Methods142.74 %-0.0170.283.57-6.20 %-0.28-21.36 %

This table shows the results some simple trading policies from brute-force calculations on every trading day during the last 10 years. The concept of stops does not apply to the top few entries, which are various flavors of the well known Buy and Hold strategy. Although this venerable strategy is frequently praised, in the most simple form, it failed for this company, with a loss of -20.00 %.

The naïve interpretation of the Buy and Hold strategy is tested by buying on every day of the period, and evaluating the value of the accumulated holdings at the end. A less simplistic version might involve the momentum investor's ploy of buying only on rising prices, or the more contrarian tactic of buying on the dips.

Our tests show it is generally better to buy on the dips rather than trying to follow the momentum of the market. But DAL is an exception to that rule. Sadly, neither of these policies were able to match the unadorned Buy and Hold in this somewhat unusual case. Some stocks just do not seem to respond in a normal way to the usual technical signals. Here a signaled buy and hold offers no improvement at all!

All the buy and hold strategies suffer from a dangerous defect, as they do not cut losses. The statistics underestimate the harm of this defect, because market statistics are based on companies that survive. Doctors bury their mistakes, but Exchanges de-list them.

From the Report Dated 10/12/2005: -15 % has been the best sliding stop-loss setting for DAL in the past. This assumes the stops are adjusted on the week-end. This setting has produced a historical yield of -4.00 %. (The yield during the holding period is annualized to provide this figure).

Sliding Stops Reset Daily

How to set sliding stop limits for Delta Airlines:

Stop loss limit orders would appear to be almost always desirable. But where to set the stop limit is controversial. Setting to limit too low may allow for too great a loss. But setting the limit too high may cause the trade to "stop out" prematurely, perhaps missing a rally and also incurring an unwelcome brokerage fee.

Two issues need to be settled in arriving at a stop limit strategy. The first is to determine the price to position the stop loss at a percentage below the buy-in price. The second is to determine a strategy for raising or sliding the stop to lock in gains without undue risk of prematurely "stopping out" on some insignificant dip in price.

Sliding Stops Reset Weekly


Some would advise you to set the stops at what you feel to be an acceptable loss. However, "feeling" is an extremely misleading guide. These charts are the output of a "brute force" calculation giving results for every stop loss setting from one percent to fifty percent on every trading day of the past ten years.

The bars represent the annual percentage appreciation achieved for each stop loss setting. This percentage is numbered on the right (blue) axis. The purple line depicts the number of "stop outs" on average per year at each stop loss setting . Transaction costs directly relate to this number on the left (purple) axis.

Sliding Stops Reset Monthly

These charts represent different strategies for "sliding" the stops to lock in gains. The first simply moves the stop up every day to the pre-determined percentage below the close price. The others move the stops up at the end of every week, and at the end of every month. Generally speaking, it seems better to move the stops less frequently than daily.

General Market Conditions

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Sliding stops trimmed by sell signals
Buy Signals and sliding stops
Buy Signals and sliding stops




Technical Buy Signals and Trailing Stop-loss

Trailing stops set at -18.00 %
StartEndBuy InEnd PriceDifTotalTypeSessions
5/15/19967/24/199640.9533.36-7.59-7.59148
6/18/19967/25/199640.5833.00-7.58-15.17126
7/26/19968/26/199833.4353.3919.964.791526
9/23/19978/26/199849.8453.393.558.341233
12/29/19978/26/199854.2053.39-0.817.531166
8/26/199810/7/199853.3943.28-10.11-2.58129
12/28/19985/24/199949.6757.007.334.751101
8/16/19993/2/200052.3243.18-9.14-4.391137
8/31/200010/18/200048.8439.83-9.01-13.40133
10/30/20002/14/200147.0541.48-5.57-18.97173
2/2/20013/22/200146.7837.75-9.03-28.00133
6/21/20019/7/200142.8936.66-6.23-34.23154
8/28/20019/17/200139.3520.41-18.94-53.1719
9/17/20014/2/200220.4129.829.41-43.761134
11/12/20014/2/200223.0329.826.79-36.97194
4/5/20025/10/200229.3324.98-4.35-41.32125
5/30/20026/19/200225.7821.17-4.61-45.93114
6/27/20027/19/200218.6415.59-3.05-48.98115
9/27/200210/9/20028.636.46-2.17-51.1518
3/11/20033/28/20036.749.112.37-48.78113
8/13/200311/14/200310.8911.860.97-47.81166
11/26/20032/3/200412.199.85-2.34-50.15145
2/3/20043/15/20049.857.76-2.09-52.24128
2/11/20043/15/20049.797.76-2.03-54.27122
3/15/20044/16/20047.766.75-1.01-55.28123
3/19/20044/16/20047.466.75-0.71-55.99119
12/1/20041/11/20057.306.38-0.92-56.91128
1/21/20053/10/20055.004.33-0.67-57.58133
2/9/20053/10/20055.624.33-1.29-58.87120
5/13/20057/27/20052.782.990.21-58.66151
7/27/20058/3/20052.992.32-0.67-59.3315
8/2/20058/9/20052.531.95-0.58-59.9115
8/9/20058/15/20051.951.39-0.56-60.4714
9/12/200510/10/20050.850.64-0.21-60.68120
10/10/200510/12/20050.640.62-0.02-60.7002


Total Session Units Invested 2142
Sessions In Time Span 2398 Avg. Units Invested 0.89
Unit SharesMarket Order CommissionsStop Order CommissionsProfit
10035 at $5.0029 at $15.00($6,680.00)
10035 at $30.0029 at $30.00($7,990.00)
100035 at $5.0029 at $15.00($61,310.00)
100035 at $30.0029 at $30.00($62,620.00)


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