Moving Average Analysis of WMT

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From the Weekend Report 12/26/2008: The phase of the 200 day Simple Moving Average was hardly altered during the week.

WMT: Recent Averages with Candlestick Chart.

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Different ways of averaging are tested on WMT 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 effectiveness of these methods as applied to WMT stock price trend evaluation is tested on the next page.

Green is the 20 bar moving average, while the 200 session average is red. Often the simple unweighted moving averages seen in this plot will give a more accurate indicator, with fewer false signals than some of the supposedly more sophisticated techniques that we test below. 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. A good un-ambiguous signal will be noticable through a variety of averaging methods, including some of the most simple.

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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 - 26 instances
Future30SesAvgClose	1.59 % minus 1.51 % = 0.08 %	0.70 %
Future5SesAvgClose	0.53 % minus 0.30 % = 0.23 %	11.69 %
Future2SesAvgClose	0.67 % minus 0.15 % = 0.52 %	65.43 %
Sell Signals - 25 instances
Future30SesAvgClose	-0.16 % minus 1.51 % = -1.67 %	-14.13 %
Future5SesAvgClose	0.73 % minus 0.30 % = 0.43 %	22.00 %
Future2SesAvgClose	0.66 % minus 0.15 % = 0.51 %	64.16 %
	.
Moving Avg. 5/20 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 221 instances
Future30SesAvgClose	1.84 % minus 1.51 % = 0.33 %	2.76 %
Future5SesAvgClose	0.44 % minus 0.30 % = 0.13 %	6.80 %
Future2SesAvgClose	0.30 % minus 0.15 % = 0.15 %	18.92 %
Sell Signals - 220 instances
Future30SesAvgClose	1.20 % minus 1.51 % = -0.31 %	-2.63 %
Future5SesAvgClose	0.24 % minus 0.30 % = -0.06 %	-3.27 %
Future2SesAvgClose	0.21 % minus 0.15 % = 0.06 %	7.24 %
	.
Moving Avg. 5/200 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 46 instances
Future30SesAvgClose	1.40 % minus 1.51 % = -0.11 %	-0.91 %
Future5SesAvgClose	0.92 % minus 0.30 % = 0.62 %	31.61 %
Future2SesAvgClose	0.79 % minus 0.15 % = 0.64 %	81.57 %
Sell Signals - 45 instances
Future30SesAvgClose	-0.34 % minus 1.51 % = -1.85 %	-15.66 %
Future5SesAvgClose	-0.27 % minus 0.30 % = -0.57 %	-28.90 %
Future2SesAvgClose	-0.20 % minus 0.15 % = -0.35 %	-44.35 %
	.
MACD 12/26 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 708 instances
Future30SesAvgClose	1.56 % minus 1.51 % = 0.05 %	0.39 %
Future5SesAvgClose	0.33 % minus 0.30 % = 0.03 %	1.49 %
Future2SesAvgClose	0.16 % minus 0.15 % = 0.01 %	1.32 %
Sell Signals - 708 instances
Future30SesAvgClose	1.54 % minus 1.51 % = 0.03 %	0.23 %
Future5SesAvgClose	0.30 % minus 0.30 % = 0.00 %	0.04 %
Future2SesAvgClose	0.15 % minus 0.15 % = 0.00 %	-0.41 %
	.
MACD 12/26 Signal	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 926 instances
Future30SesAvgClose	1.61 % minus 1.51 % = 0.10 %	0.84 %
Future5SesAvgClose	0.33 % minus 0.30 % = 0.03 %	1.42 %
Future2SesAvgClose	0.18 % minus 0.15 % = 0.03 %	3.57 %
Sell Signals - 925 instances
Future30SesAvgClose	1.68 % minus 1.51 % = 0.17 %	1.45 %
Future5SesAvgClose	0.29 % minus 0.30 % = -0.01 %	-0.51 %
Future2SesAvgClose	0.10 % minus 0.15 % = -0.05 %	-6.32 %
	.
Calibrated M by Q Half Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 380 instances
Future30SesAvgClose	1.09 % minus 1.51 % = -0.42 %	-3.56 %
Future5SesAvgClose	0.28 % minus 0.30 % = -0.02 %	-0.97 %
Future2SesAvgClose	0.22 % minus 0.15 % = 0.07 %	8.71 %
Sell Signals - 381 instances
Future30SesAvgClose	1.46 % minus 1.51 % = -0.05 %	-0.45 %
Future5SesAvgClose	0.47 % minus 0.30 % = 0.17 %	8.65 %
Future2SesAvgClose	0.27 % minus 0.15 % = 0.12 %	14.87 %
	.
Calibrated M by Q Full Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 262 instances
Future30SesAvgClose	1.35 % minus 1.51 % = -0.17 %	-1.40 %
Future5SesAvgClose	0.26 % minus 0.30 % = -0.04 %	-2.19 %
Future2SesAvgClose	0.20 % minus 0.15 % = 0.05 %	6.55 %
Sell Signals - 263 instances
Future30SesAvgClose	1.66 % minus 1.51 % = 0.15 %	1.29 %
Future5SesAvgClose	0.43 % minus 0.30 % = 0.13 %	6.62 %
Future2SesAvgClose	0.23 % minus 0.15 % = 0.08 %	10.48 %
	.
Projected Crossing of SMA 20/200.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 38 instances
Future30SesAvgClose	1.33 % minus 1.51 % = -0.18 %	-1.51 %
Future5SesAvgClose	0.26 % minus 0.30 % = -0.04 %	-2.13 %
Future2SesAvgClose	0.00 % minus 0.15 % = -0.15 %	-18.80 %
Sell Signals - 31 instances
Future30SesAvgClose	-0.42 % minus 1.51 % = -1.93 %	-16.37 %
Future5SesAvgClose	-0.50 % minus 0.30 % = -0.81 %	-40.95 %
Future2SesAvgClose	-0.87 % minus 0.15 % = -1.03 %	-130.34 %
	.
Projected Crossing of SMA 5/20.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 266 instances
Future30SesAvgClose	1.88 % minus 1.51 % = 0.37 %	3.13 %
Future5SesAvgClose	0.57 % minus 0.30 % = 0.27 %	13.54 %
Future2SesAvgClose	0.18 % minus 0.15 % = 0.03 %	3.41 %
Sell Signals - 204 instances
Future30SesAvgClose	1.05 % minus 1.51 % = -0.47 %	-3.94 %
Future5SesAvgClose	-0.11 % minus 0.30 % = -0.41 %	-20.70 %
Future2SesAvgClose	-0.07 % minus 0.15 % = -0.22 %	-27.62 %
	.

The best buy signal for 30 future sessions was 0.37 % from the Projected Crossing of SMA 5/20.,and the best sell signal for was -1.93 % from the Projected Crossing of SMA 20/200..

For 5 future sessions the best buy signal was 0.62 % from the Moving Avg. 5/200 Divergence,and the best sell signal was -0.81 % from the Projected Crossing of SMA 20/200..

The best buy signal for 2 future sessions was 0.64 % from the Moving Avg. 5/200 Divergence,and the best sell signal was -1.03 % from the Projected Crossing of SMA 20/200..

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