LM Averages

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From the Weekend Report 11/5/2010: The current price is 20.00 % above the 200 bar SMA and it has increased the distance since last week. This represents phase 1 of the MACD cycle.

LM: Recent Averages with Candlestick Chart.

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Different ways of averaging are tested on LM stock prices for their ability to predict trend movements. 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 LM.

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 G. Fosback has noted that legitimate signals of this sort will normally be evident through a variety of averaging methods.

	Companies In the News
	In the news, Monday, November 15, 2010: A favorable condition has developed with Sprint Nextel Corporation, ticker symbol S. Also, there are breaking events concerning Abbott Laboratories (ABT) and Cree, Inc. (CREE)

MACD analysis is dangerously suited for overtuning, since it may use any of an infinite number of averaging methods and coefficients. In addition to crossover signals based on moving averages, 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 - 20 instances
Future30SesAvgClose	2.26 % minus 1.23 % = 1.03 %	8.73 %
Future5SesAvgClose	0.67 % minus 0.25 % = 0.42 %	21.35 %
Future2SesAvgClose	0.59 % minus 0.13 % = 0.46 %	58.43 %
Sell Signals - 19 instances
Future30SesAvgClose	2.82 % minus 1.23 % = 1.59 %	13.44 %
Future5SesAvgClose	0.66 % minus 0.25 % = 0.41 %	20.67 %
Future2SesAvgClose	-0.05 % minus 0.13 % = -0.18 %	-23.30 %
	.
Moving Avg. 5/20 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 173 instances
Future30SesAvgClose	1.42 % minus 1.23 % = 0.19 %	1.59 %
Future5SesAvgClose	0.61 % minus 0.25 % = 0.35 %	18.01 %
Future2SesAvgClose	0.26 % minus 0.13 % = 0.13 %	16.27 %
Sell Signals - 174 instances
Future30SesAvgClose	1.23 % minus 1.23 % = -0.01 %	-0.07 %
Future5SesAvgClose	0.36 % minus 0.25 % = 0.11 %	5.62 %
Future2SesAvgClose	0.28 % minus 0.13 % = 0.15 %	19.10 %
	.
Moving Avg. 5/200 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 40 instances
Future30SesAvgClose	3.70 % minus 1.23 % = 2.47 %	20.89 %
Future5SesAvgClose	0.69 % minus 0.25 % = 0.44 %	22.15 %
Future2SesAvgClose	0.40 % minus 0.13 % = 0.27 %	33.72 %
Sell Signals - 40 instances
Future30SesAvgClose	2.82 % minus 1.23 % = 1.59 %	13.42 %
Future5SesAvgClose	0.30 % minus 0.25 % = 0.05 %	2.29 %
Future2SesAvgClose	0.17 % minus 0.13 % = 0.04 %	5.41 %
	.
MACD 12/26 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 524 instances
Future30SesAvgClose	0.99 % minus 1.23 % = -0.24 %	-2.07 %
Future5SesAvgClose	0.21 % minus 0.25 % = -0.04 %	-2.13 %
Future2SesAvgClose	0.07 % minus 0.13 % = -0.06 %	-7.52 %
Sell Signals - 525 instances
Future30SesAvgClose	1.08 % minus 1.23 % = -0.15 %	-1.31 %
Future5SesAvgClose	0.16 % minus 0.25 % = -0.10 %	-4.92 %
Future2SesAvgClose	0.09 % minus 0.13 % = -0.04 %	-5.68 %
	.
MACD 12/26 Signal	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 704 instances
Future30SesAvgClose	1.02 % minus 1.23 % = -0.21 %	-1.81 %
Future5SesAvgClose	0.19 % minus 0.25 % = -0.07 %	-3.43 %
Future2SesAvgClose	0.20 % minus 0.13 % = 0.07 %	8.51 %
Sell Signals - 703 instances
Future30SesAvgClose	0.89 % minus 1.23 % = -0.34 %	-2.87 %
Future5SesAvgClose	0.09 % minus 0.25 % = -0.16 %	-8.30 %
Future2SesAvgClose	0.01 % minus 0.13 % = -0.12 %	-15.34 %
	.
Calibrated M by Q Half Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 283 instances
Future30SesAvgClose	0.78 % minus 1.23 % = -0.45 %	-3.80 %
Future5SesAvgClose	0.29 % minus 0.25 % = 0.04 %	2.09 %
Future2SesAvgClose	0.16 % minus 0.13 % = 0.03 %	4.28 %
Sell Signals - 283 instances
Future30SesAvgClose	0.49 % minus 1.23 % = -0.74 %	-6.29 %
Future5SesAvgClose	0.06 % minus 0.25 % = -0.20 %	-10.04 %
Future2SesAvgClose	0.16 % minus 0.13 % = 0.03 %	3.51 %
	.
Calibrated M by Q Full Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 208 instances
Future30SesAvgClose	0.63 % minus 1.23 % = -0.60 %	-5.09 %
Future5SesAvgClose	0.14 % minus 0.25 % = -0.11 %	-5.65 %
Future2SesAvgClose	-0.12 % minus 0.13 % = -0.25 %	-31.79 %
Sell Signals - 208 instances
Future30SesAvgClose	0.69 % minus 1.23 % = -0.54 %	-4.61 %
Future5SesAvgClose	0.37 % minus 0.25 % = 0.11 %	5.80 %
Future2SesAvgClose	0.12 % minus 0.13 % = -0.01 %	-1.87 %
	.
Projected Crossing of SMA 20/200.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 32 instances
Future30SesAvgClose	2.42 % minus 1.23 % = 1.19 %	10.05 %
Future5SesAvgClose	0.77 % minus 0.25 % = 0.52 %	26.47 %
Future2SesAvgClose	0.19 % minus 0.13 % = 0.06 %	7.31 %
Sell Signals - 23 instances
Future30SesAvgClose	3.05 % minus 1.23 % = 1.82 %	15.41 %
Future5SesAvgClose	0.93 % minus 0.25 % = 0.68 %	34.44 %
Future2SesAvgClose	0.73 % minus 0.13 % = 0.60 %	76.28 %
	.
Projected Crossing of SMA 5/20.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 193 instances
Future30SesAvgClose	1.42 % minus 1.23 % = 0.18 %	1.56 %
Future5SesAvgClose	0.34 % minus 0.25 % = 0.09 %	4.49 %
Future2SesAvgClose	0.08 % minus 0.13 % = -0.05 %	-6.41 %
Sell Signals - 165 instances
Future30SesAvgClose	1.64 % minus 1.23 % = 0.40 %	3.43 %
Future5SesAvgClose	0.30 % minus 0.25 % = 0.04 %	2.25 %
Future2SesAvgClose	0.28 % minus 0.13 % = 0.15 %	19.36 %
	.

The best buy signal for 30 future sessions was 2.47 % from the Moving Avg. 5/200 Divergence,and the best sell signal for was -0.74 % from the Calibrated M by Q Half Cycle Moving Avg..

For 5 future sessions the best buy signal was 0.52 % from the Projected Crossing of SMA 20/200.,and the best sell signal was -0.20 % from the Calibrated M by Q Half Cycle Moving Avg..

The best buy signal for 2 future sessions was 0.46 % from the Moving Avg. 20/200 Divergence,and the best sell signal was -0.18 % from the Moving Avg. 20/200 Divergence.

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