DD Averages

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From the Weekend Report 11/5/2010: The phase of the 200 day Simple Moving Average was hardly altered during the week.

DD: Recent Averages with Candlestick Chart.

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Different ways of averaging are tested on DD stock prices for their ability to predict trend movements. An infinite selection of moving average techniques is available, including but not limited to moving weighted and exponentional averages and MACD indicators of various flavors.

Unfortunately, some of the most popular indicators of this type can prove to be the worst forcasting indicators. The effectiveness of these methods as applied to DD stock price trend evaluation is tested on the next page.

Red is the 200 bar SMA and Green is the 20 bar average. The Simple Moving Averages above are un-weighted. While unsophisticated, they frequently yield better results than some of the more highly tuned methods examined in following sections. It is always possible to fine tune an exponential or other weighted average so that it seems to outperform a simple average in a given situation. However, over-tuning can increase false and misleading indicators. Norman Fosback pointed out that a legitimate signal should be one that is clearly evident through a variety of averaging methods.

	Companies In the News
	Monday, November 15, 2010: We have news on PG&E Corporation, ticker symbol PCG. A significant moving average event has happened. Also, there are breaking events concerning Cree, Inc. and Abbott Laboratories. From the News Archive: (11/12/2010 ) A favorable event happened at PetSmart, Inc. Meanwhile, bad news came from Intel, Chesapeake Energy Corporation, and JP Morgan Chase.

MACD analysis would appear perfect for overtuning, since it may use any of an infinite number of averaging methods and coefficients. In addition to crossover signals from various moving averages, analysts frequently add a trigger line based on some average of the first two averages. Here we depict the results of 12 and 26 session Exponential Moving Averages. The exponential coefficient used here is .18. There is nothing magic about these parameters, but these are frequently seen.

Float the cursor for a longer term chart.

Moving Average Convergence Divergence, or MACD, produces buy or sell signal that are color tinted here.

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Moving Avg. 20/200 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 39 instances
Future30SesAvgClose	1.72 % minus 0.82 % = 0.90 %	7.64 %
Future5SesAvgClose	0.19 % minus 0.16 % = 0.03 %	1.31 %
Future2SesAvgClose	0.22 % minus 0.08 % = 0.14 %	17.91 %
Sell Signals - 39 instances
Future30SesAvgClose	0.53 % minus 0.82 % = -0.29 %	-2.42 %
Future5SesAvgClose	-0.15 % minus 0.16 % = -0.31 %	-15.83 %
Future2SesAvgClose	0.00 % minus 0.08 % = -0.09 %	-10.89 %
	.
Moving Avg. 5/20 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 227 instances
Future30SesAvgClose	0.62 % minus 0.82 % = -0.19 %	-1.64 %
Future5SesAvgClose	0.14 % minus 0.16 % = -0.02 %	-0.93 %
Future2SesAvgClose	0.13 % minus 0.08 % = 0.05 %	5.79 %
Sell Signals - 228 instances
Future30SesAvgClose	0.47 % minus 0.82 % = -0.35 %	-2.97 %
Future5SesAvgClose	0.10 % minus 0.16 % = -0.06 %	-3.07 %
Future2SesAvgClose	-0.01 % minus 0.08 % = -0.09 %	-10.97 %
	.
Moving Avg. 5/200 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 64 instances
Future30SesAvgClose	0.36 % minus 0.82 % = -0.46 %	-3.87 %
Future5SesAvgClose	-0.43 % minus 0.16 % = -0.59 %	-29.88 %
Future2SesAvgClose	-0.16 % minus 0.08 % = -0.24 %	-30.96 %
Sell Signals - 64 instances
Future30SesAvgClose	0.25 % minus 0.82 % = -0.57 %	-4.82 %
Future5SesAvgClose	-0.13 % minus 0.16 % = -0.29 %	-14.88 %
Future2SesAvgClose	0.17 % minus 0.08 % = 0.09 %	10.88 %
	.
MACD 12/26 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 729 instances
Future30SesAvgClose	0.58 % minus 0.82 % = -0.23 %	-1.99 %
Future5SesAvgClose	0.09 % minus 0.16 % = -0.07 %	-3.66 %
Future2SesAvgClose	0.01 % minus 0.08 % = -0.07 %	-8.95 %
Sell Signals - 730 instances
Future30SesAvgClose	0.62 % minus 0.82 % = -0.19 %	-1.64 %
Future5SesAvgClose	0.13 % minus 0.16 % = -0.03 %	-1.51 %
Future2SesAvgClose	0.11 % minus 0.08 % = 0.03 %	4.10 %
	.
MACD 12/26 Signal	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 976 instances
Future30SesAvgClose	0.59 % minus 0.82 % = -0.23 %	-1.91 %
Future5SesAvgClose	0.07 % minus 0.16 % = -0.09 %	-4.70 %
Future2SesAvgClose	0.11 % minus 0.08 % = 0.03 %	4.05 %
Sell Signals - 975 instances
Future30SesAvgClose	0.59 % minus 0.82 % = -0.23 %	-1.91 %
Future5SesAvgClose	0.01 % minus 0.16 % = -0.15 %	-7.41 %
Future2SesAvgClose	-0.03 % minus 0.08 % = -0.11 %	-14.47 %
	.
Calibrated M by Q Half Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 409 instances
Future30SesAvgClose	0.88 % minus 0.82 % = 0.06 %	0.51 %
Future5SesAvgClose	0.30 % minus 0.16 % = 0.14 %	7.11 %
Future2SesAvgClose	0.14 % minus 0.08 % = 0.06 %	7.58 %
Sell Signals - 409 instances
Future30SesAvgClose	0.77 % minus 0.82 % = -0.05 %	-0.38 %
Future5SesAvgClose	0.12 % minus 0.16 % = -0.05 %	-2.32 %
Future2SesAvgClose	0.00 % minus 0.08 % = -0.08 %	-9.73 %
	.
Calibrated M by Q Full Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 299 instances
Future30SesAvgClose	0.80 % minus 0.82 % = -0.02 %	-0.14 %
Future5SesAvgClose	0.16 % minus 0.16 % = 0.00 %	-0.09 %
Future2SesAvgClose	0.15 % minus 0.08 % = 0.07 %	9.37 %
Sell Signals - 299 instances
Future30SesAvgClose	0.91 % minus 0.82 % = 0.09 %	0.75 %
Future5SesAvgClose	0.14 % minus 0.16 % = -0.02 %	-0.88 %
Future2SesAvgClose	0.11 % minus 0.08 % = 0.03 %	3.22 %
	.
Projected Crossing of SMA 20/200.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 46 instances
Future30SesAvgClose	0.56 % minus 0.82 % = -0.26 %	-2.22 %
Future5SesAvgClose	-0.35 % minus 0.16 % = -0.52 %	-26.17 %
Future2SesAvgClose	-0.40 % minus 0.08 % = -0.48 %	-60.92 %
Sell Signals - 48 instances
Future30SesAvgClose	0.20 % minus 0.82 % = -0.62 %	-5.28 %
Future5SesAvgClose	0.07 % minus 0.16 % = -0.09 %	-4.59 %
Future2SesAvgClose	0.12 % minus 0.08 % = 0.04 %	4.96 %
	.
Projected Crossing of SMA 5/20.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 266 instances
Future30SesAvgClose	0.73 % minus 0.82 % = -0.09 %	-0.74 %
Future5SesAvgClose	0.13 % minus 0.16 % = -0.03 %	-1.77 %
Future2SesAvgClose	-0.01 % minus 0.08 % = -0.09 %	-11.19 %
Sell Signals - 221 instances
Future30SesAvgClose	0.61 % minus 0.82 % = -0.21 %	-1.74 %
Future5SesAvgClose	-0.11 % minus 0.16 % = -0.27 %	-13.91 %
Future2SesAvgClose	-0.17 % minus 0.08 % = -0.25 %	-31.44 %
	.

The best buy signal for 30 future sessions was 0.90 % from the Moving Avg. 20/200 Divergence,and the best sell signal for was -0.62 % from the Projected Crossing of SMA 20/200..

For 5 future sessions the best buy signal was 0.14 % from the Calibrated M by Q Half Cycle Moving Avg.,and the best sell signal was -0.31 % from the Moving Avg. 20/200 Divergence.

The best buy signal for 2 future sessions was 0.14 % from the Moving Avg. 20/200 Divergence,and the best sell signal was -0.25 % from the Projected Crossing of SMA 5/20..

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