Moving Average Indicators for PEP

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From the Weekend Report 6/26/2009: The phase of the 200 day Simple Moving Average was hardly altered during the week.

Recent Averages with Candlestick Chart. of PepsiCo

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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.

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. 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. 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

Wednesday, July 01, 2009: We have news on Public Service Enterprise Group Inc., ticker symbol PEG. Signs of an over-bought condition have become noticable. Also, there are breaking events concerning The Travelers Companies, Inc. and Kellogg Company.

From the News Archive: (7/1/2009 ) Favorable events happened at Allegheny Energy, Inc., Bank of America Corporation, and American International Group, Inc.. Meanwhile, bad news came from Lexmark International, Inc..

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 - 26 instances
Future30SesAvgClose	0.85 % minus 1.07 % = -0.22 %	-1.87 %
Future5SesAvgClose	0.29 % minus 0.21 % = 0.07 %	3.80 %
Future2SesAvgClose	-0.07 % minus 0.11 % = -0.17 %	-22.18 %
Sell Signals - 25 instances
Future30SesAvgClose	-0.16 % minus 1.07 % = -1.23 %	-10.42 %
Future5SesAvgClose	0.14 % minus 0.21 % = -0.07 %	-3.68 %
Future2SesAvgClose	0.18 % minus 0.11 % = 0.07 %	9.10 %
	.
Moving Avg. 5/20 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 222 instances
Future30SesAvgClose	1.14 % minus 1.07 % = 0.06 %	0.51 %
Future5SesAvgClose	0.40 % minus 0.21 % = 0.19 %	9.56 %
Future2SesAvgClose	0.23 % minus 0.11 % = 0.13 %	16.01 %
Sell Signals - 223 instances
Future30SesAvgClose	0.60 % minus 1.07 % = -0.48 %	-4.06 %
Future5SesAvgClose	-0.05 % minus 0.21 % = -0.26 %	-13.39 %
Future2SesAvgClose	-0.01 % minus 0.11 % = -0.12 %	-15.48 %
	.
Moving Avg. 5/200 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 49 instances
Future30SesAvgClose	1.65 % minus 1.07 % = 0.58 %	4.90 %
Future5SesAvgClose	0.85 % minus 0.21 % = 0.64 %	32.41 %
Future2SesAvgClose	0.53 % minus 0.11 % = 0.43 %	54.09 %
Sell Signals - 48 instances
Future30SesAvgClose	0.56 % minus 1.07 % = -0.52 %	-4.36 %
Future5SesAvgClose	-0.08 % minus 0.21 % = -0.29 %	-14.90 %
Future2SesAvgClose	-0.32 % minus 0.11 % = -0.42 %	-53.76 %
	.
MACD 12/26 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 744 instances
Future30SesAvgClose	1.05 % minus 1.07 % = -0.03 %	-0.22 %
Future5SesAvgClose	0.29 % minus 0.21 % = 0.08 %	3.84 %
Future2SesAvgClose	0.14 % minus 0.11 % = 0.03 %	3.57 %
Sell Signals - 743 instances
Future30SesAvgClose	1.05 % minus 1.07 % = -0.02 %	-0.21 %
Future5SesAvgClose	0.28 % minus 0.21 % = 0.07 %	3.39 %
Future2SesAvgClose	0.19 % minus 0.11 % = 0.08 %	10.06 %
	.
MACD 12/26 Signal	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 988 instances
Future30SesAvgClose	0.90 % minus 1.07 % = -0.17 %	-1.47 %
Future5SesAvgClose	0.23 % minus 0.21 % = 0.02 %	0.99 %
Future2SesAvgClose	0.17 % minus 0.11 % = 0.06 %	7.59 %
Sell Signals - 987 instances
Future30SesAvgClose	0.89 % minus 1.07 % = -0.19 %	-1.61 %
Future5SesAvgClose	0.16 % minus 0.21 % = -0.05 %	-2.47 %
Future2SesAvgClose	0.02 % minus 0.11 % = -0.09 %	-11.28 %
	.
Calibrated M by Q Half Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 429 instances
Future30SesAvgClose	0.78 % minus 1.07 % = -0.29 %	-2.47 %
Future5SesAvgClose	0.07 % minus 0.21 % = -0.14 %	-7.01 %
Future2SesAvgClose	0.00 % minus 0.11 % = -0.11 %	-14.21 %
Sell Signals - 429 instances
Future30SesAvgClose	1.13 % minus 1.07 % = 0.06 %	0.49 %
Future5SesAvgClose	0.28 % minus 0.21 % = 0.06 %	3.27 %
Future2SesAvgClose	0.17 % minus 0.11 % = 0.06 %	7.72 %
	.
Calibrated M by Q Full Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 285 instances
Future30SesAvgClose	0.83 % minus 1.07 % = -0.25 %	-2.11 %
Future5SesAvgClose	-0.02 % minus 0.21 % = -0.23 %	-11.93 %
Future2SesAvgClose	-0.07 % minus 0.11 % = -0.18 %	-22.87 %
Sell Signals - 285 instances
Future30SesAvgClose	0.97 % minus 1.07 % = -0.10 %	-0.86 %
Future5SesAvgClose	0.13 % minus 0.21 % = -0.08 %	-4.28 %
Future2SesAvgClose	0.10 % minus 0.11 % = -0.01 %	-1.29 %
	.
Projected Crossing of SMA 20/200.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 30 instances
Future30SesAvgClose	0.47 % minus 1.07 % = -0.61 %	-5.15 %
Future5SesAvgClose	0.22 % minus 0.21 % = 0.01 %	0.47 %
Future2SesAvgClose	0.19 % minus 0.11 % = 0.09 %	10.92 %
Sell Signals - 26 instances
Future30SesAvgClose	-0.34 % minus 1.07 % = -1.42 %	-11.99 %
Future5SesAvgClose	-0.24 % minus 0.21 % = -0.45 %	-22.91 %
Future2SesAvgClose	-0.31 % minus 0.11 % = -0.42 %	-53.08 %
	.
Projected Crossing of SMA 5/20.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 261 instances
Future30SesAvgClose	1.37 % minus 1.07 % = 0.29 %	2.48 %
Future5SesAvgClose	0.38 % minus 0.21 % = 0.17 %	8.47 %
Future2SesAvgClose	0.16 % minus 0.11 % = 0.05 %	6.18 %
Sell Signals - 214 instances
Future30SesAvgClose	0.37 % minus 1.07 % = -0.70 %	-5.93 %
Future5SesAvgClose	-0.21 % minus 0.21 % = -0.42 %	-21.33 %
Future2SesAvgClose	-0.08 % minus 0.11 % = -0.18 %	-23.45 %
	.

The best buy signal for 30 future sessions was 0.58 % from the Moving Avg. 5/200 Divergence,and the best sell signal for was -1.42 % from the Projected Crossing of SMA 20/200..

For 5 future sessions the best buy signal was 0.64 % from the Moving Avg. 5/200 Divergence,and the best sell signal was -0.45 % from the Projected Crossing of SMA 20/200..

The best buy signal for 2 future sessions was 0.43 % from the Moving Avg. 5/200 Divergence,and the best sell signal was -0.42 % from the Moving Avg. 5/200 Divergence.

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Moving Average Convergence for PepsiCo Stock Prices - PEP