Moving Average Indicators for PEP

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From the Weekend Report 1/29/2010: Since the previous week the phase of the oscillator around the 200 bar average is almost unchanged.

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This page looks at the predictive abilities of different methods of averaging applied to PEP stock prices. Techniques available include moving weighted or exponential averages of various periods and the family of MACD (Moving Average Convergence Divergence) indicators.

Unfortunately, some of the most popular indicators of this type can prove to be the worst forcasting indicators. The next page tests the effectiveness of these methods as predictors of future prices for PEP.

The 200 session average is red, the 20 bar, green. The un-sophisticated moving averages plotted here are un-weighted, but they still may return better results than many of the more popular, highly tuned averages seen in some of the following sections. Commonly, speculators will use exponential averages or weighting techniques to emphasize the most recent data. But past a certain point, such front weighting can dramatically increase false signals. A good un-ambiguous signal will be noticable through a variety of averaging methods, including some of the most simple.

	Companies In the News
	In the news, Monday, February 08, 2010: A favorable condition has developed with Nicor Inc., ticker symbol GAS. Also, there are breaking events concerning American International Group, Inc. (AIG) and Illinois Tool Works Inc. (ITW)

MACD analysis can use any of an infinite number of averaging methods and coefficients. Also, many analysts add a trigger line which is 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 - 25 instances
Future30SesAvgClose	0.57 % minus 1.09 % = -0.52 %	-4.39 %
Future5SesAvgClose	0.13 % minus 0.22 % = -0.09 %	-4.32 %
Future2SesAvgClose	-0.15 % minus 0.11 % = -0.26 %	-33.03 %
Sell Signals - 25 instances
Future30SesAvgClose	-0.19 % minus 1.09 % = -1.28 %	-10.84 %
Future5SesAvgClose	0.13 % minus 0.22 % = -0.09 %	-4.62 %
Future2SesAvgClose	0.17 % minus 0.11 % = 0.06 %	7.90 %
	.
Moving Avg. 5/20 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 224 instances
Future30SesAvgClose	1.16 % minus 1.09 % = 0.07 %	0.62 %
Future5SesAvgClose	0.39 % minus 0.22 % = 0.17 %	8.86 %
Future2SesAvgClose	0.20 % minus 0.11 % = 0.09 %	11.04 %
Sell Signals - 224 instances
Future30SesAvgClose	0.60 % minus 1.09 % = -0.49 %	-4.18 %
Future5SesAvgClose	-0.05 % minus 0.22 % = -0.27 %	-13.53 %
Future2SesAvgClose	0.00 % minus 0.11 % = -0.11 %	-13.38 %
	.
Moving Avg. 5/200 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 49 instances
Future30SesAvgClose	1.34 % minus 1.09 % = 0.26 %	2.16 %
Future5SesAvgClose	0.63 % minus 0.22 % = 0.41 %	20.98 %
Future2SesAvgClose	0.35 % minus 0.11 % = 0.24 %	30.38 %
Sell Signals - 49 instances
Future30SesAvgClose	0.49 % minus 1.09 % = -0.60 %	-5.06 %
Future5SesAvgClose	-0.07 % minus 0.22 % = -0.28 %	-14.35 %
Future2SesAvgClose	-0.27 % minus 0.11 % = -0.38 %	-48.38 %
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MACD 12/26 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 760 instances
Future30SesAvgClose	1.10 % minus 1.09 % = 0.01 %	0.10 %
Future5SesAvgClose	0.29 % minus 0.22 % = 0.07 %	3.64 %
Future2SesAvgClose	0.16 % minus 0.11 % = 0.05 %	6.98 %
Sell Signals - 759 instances
Future30SesAvgClose	1.07 % minus 1.09 % = -0.02 %	-0.16 %
Future5SesAvgClose	0.23 % minus 0.22 % = 0.01 %	0.52 %
Future2SesAvgClose	0.14 % minus 0.11 % = 0.03 %	3.91 %
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MACD 12/26 Signal	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 1016 instances
Future30SesAvgClose	0.95 % minus 1.09 % = -0.14 %	-1.21 %
Future5SesAvgClose	0.26 % minus 0.22 % = 0.04 %	2.00 %
Future2SesAvgClose	0.18 % minus 0.11 % = 0.07 %	8.98 %
Sell Signals - 1016 instances
Future30SesAvgClose	0.93 % minus 1.09 % = -0.16 %	-1.38 %
Future5SesAvgClose	0.19 % minus 0.22 % = -0.02 %	-1.18 %
Future2SesAvgClose	0.04 % minus 0.11 % = -0.07 %	-8.81 %
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Calibrated M by Q Half Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 432 instances
Future30SesAvgClose	0.76 % minus 1.09 % = -0.33 %	-2.77 %
Future5SesAvgClose	0.11 % minus 0.22 % = -0.10 %	-5.15 %
Future2SesAvgClose	0.04 % minus 0.11 % = -0.07 %	-9.05 %
Sell Signals - 433 instances
Future30SesAvgClose	1.09 % minus 1.09 % = 0.00 %	0.02 %
Future5SesAvgClose	0.26 % minus 0.22 % = 0.04 %	2.04 %
Future2SesAvgClose	0.16 % minus 0.11 % = 0.05 %	6.68 %
	.
Calibrated M by Q Full Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 290 instances
Future30SesAvgClose	0.88 % minus 1.09 % = -0.21 %	-1.80 %
Future5SesAvgClose	0.04 % minus 0.22 % = -0.17 %	-8.72 %
Future2SesAvgClose	-0.01 % minus 0.11 % = -0.12 %	-14.92 %
Sell Signals - 292 instances
Future30SesAvgClose	1.10 % minus 1.09 % = 0.01 %	0.06 %
Future5SesAvgClose	0.25 % minus 0.22 % = 0.04 %	1.95 %
Future2SesAvgClose	0.16 % minus 0.11 % = 0.05 %	6.73 %
	.
Projected Crossing of SMA 20/200.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 30 instances
Future30SesAvgClose	0.32 % minus 1.09 % = -0.77 %	-6.51 %
Future5SesAvgClose	0.13 % minus 0.22 % = -0.09 %	-4.55 %
Future2SesAvgClose	0.19 % minus 0.11 % = 0.08 %	10.69 %
Sell Signals - 27 instances
Future30SesAvgClose	-0.16 % minus 1.09 % = -1.25 %	-10.59 %
Future5SesAvgClose	-0.20 % minus 0.22 % = -0.42 %	-21.22 %
Future2SesAvgClose	-0.33 % minus 0.11 % = -0.44 %	-55.39 %
	.
Projected Crossing of SMA 5/20.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 281 instances
Future30SesAvgClose	1.40 % minus 1.09 % = 0.31 %	2.67 %
Future5SesAvgClose	0.36 % minus 0.22 % = 0.15 %	7.41 %
Future2SesAvgClose	0.11 % minus 0.11 % = 0.00 %	0.24 %
Sell Signals - 214 instances
Future30SesAvgClose	0.28 % minus 1.09 % = -0.81 %	-6.84 %
Future5SesAvgClose	-0.22 % minus 0.22 % = -0.43 %	-22.10 %
Future2SesAvgClose	-0.12 % minus 0.11 % = -0.23 %	-28.85 %
	.

The best buy signal for 30 future sessions was 0.31 % from the Projected Crossing of SMA 5/20.,and the best sell signal for was -1.28 % from the Moving Avg. 20/200 Divergence.

For 5 future sessions the best buy signal was 0.41 % from the Moving Avg. 5/200 Divergence,and the best sell signal was -0.43 % from the Projected Crossing of SMA 5/20..

The best buy signal for 2 future sessions was 0.24 % from the Moving Avg. 5/200 Divergence,and the best sell signal was -0.44 % from the Projected Crossing of SMA 20/200..

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