Moving Average Analysis of PBI

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From the Weekend Report 3/5/2010: Since the previous week the phase of the oscillator around the 200 bar average is almost unchanged.

Recent Averages with Candlestick Chart. of Pitney Bowes Inc.

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This page looks at the predictive abilities of different methods of averaging applied to PBI 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 effectiveness of these methods as applied to PBI 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
	Friday, March 19, 2010: We have news on L-3 Communications Holdings, Inc., ticker symbol LLL. Signs of an over-bought condition have become noticable. Also, there are breaking events concerning Mylan Inc. and TECO Energy, Inc.. From the News Archive: (3/18/2010 ) Bad news came from MicroSoft, General Electric, Sempra Energy, and Walmart.

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 - 23 instances
Future30SesAvgClose	1.72 % minus 0.98 % = 0.74 %	6.27 %
Future5SesAvgClose	0.32 % minus 0.19 % = 0.12 %	6.26 %
Future2SesAvgClose	0.15 % minus 0.10 % = 0.06 %	7.18 %
Sell Signals - 22 instances
Future30SesAvgClose	2.10 % minus 0.98 % = 1.12 %	9.48 %
Future5SesAvgClose	0.28 % minus 0.19 % = 0.09 %	4.64 %
Future2SesAvgClose	0.15 % minus 0.10 % = 0.05 %	6.71 %
	.
Moving Avg. 5/20 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 217 instances
Future30SesAvgClose	1.52 % minus 0.98 % = 0.54 %	4.59 %
Future5SesAvgClose	0.32 % minus 0.19 % = 0.12 %	6.33 %
Future2SesAvgClose	0.14 % minus 0.10 % = 0.04 %	5.43 %
Sell Signals - 216 instances
Future30SesAvgClose	0.84 % minus 0.98 % = -0.14 %	-1.19 %
Future5SesAvgClose	0.19 % minus 0.19 % = -0.01 %	-0.41 %
Future2SesAvgClose	0.16 % minus 0.10 % = 0.07 %	8.26 %
	.
Moving Avg. 5/200 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 39 instances
Future30SesAvgClose	1.48 % minus 0.98 % = 0.50 %	4.22 %
Future5SesAvgClose	0.45 % minus 0.19 % = 0.25 %	12.87 %
Future2SesAvgClose	0.23 % minus 0.10 % = 0.13 %	16.57 %
Sell Signals - 38 instances
Future30SesAvgClose	1.25 % minus 0.98 % = 0.27 %	2.28 %
Future5SesAvgClose	0.43 % minus 0.19 % = 0.24 %	12.14 %
Future2SesAvgClose	0.44 % minus 0.10 % = 0.34 %	43.12 %
	.
MACD 12/26 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 717 instances
Future30SesAvgClose	1.13 % minus 0.98 % = 0.15 %	1.27 %
Future5SesAvgClose	0.22 % minus 0.19 % = 0.02 %	1.26 %
Future2SesAvgClose	0.03 % minus 0.10 % = -0.07 %	-8.53 %
Sell Signals - 717 instances
Future30SesAvgClose	1.21 % minus 0.98 % = 0.23 %	1.98 %
Future5SesAvgClose	0.39 % minus 0.19 % = 0.20 %	9.98 %
Future2SesAvgClose	0.27 % minus 0.10 % = 0.18 %	22.27 %
	.
MACD 12/26 Signal	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 914 instances
Future30SesAvgClose	1.09 % minus 0.98 % = 0.12 %	0.98 %
Future5SesAvgClose	0.39 % minus 0.19 % = 0.20 %	9.99 %
Future2SesAvgClose	0.20 % minus 0.10 % = 0.10 %	12.56 %
Sell Signals - 914 instances
Future30SesAvgClose	1.08 % minus 0.98 % = 0.10 %	0.83 %
Future5SesAvgClose	0.28 % minus 0.19 % = 0.09 %	4.64 %
Future2SesAvgClose	0.13 % minus 0.10 % = 0.04 %	4.80 %
	.
Calibrated M by Q Half Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 391 instances
Future30SesAvgClose	0.97 % minus 0.98 % = -0.01 %	-0.08 %
Future5SesAvgClose	0.28 % minus 0.19 % = 0.09 %	4.37 %
Future2SesAvgClose	0.12 % minus 0.10 % = 0.02 %	2.65 %
Sell Signals - 392 instances
Future30SesAvgClose	1.19 % minus 0.98 % = 0.21 %	1.75 %
Future5SesAvgClose	0.25 % minus 0.19 % = 0.06 %	3.06 %
Future2SesAvgClose	0.09 % minus 0.10 % = 0.00 %	-0.38 %
	.
Calibrated M by Q Full Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 245 instances
Future30SesAvgClose	1.02 % minus 0.98 % = 0.04 %	0.33 %
Future5SesAvgClose	0.47 % minus 0.19 % = 0.27 %	13.83 %
Future2SesAvgClose	0.35 % minus 0.10 % = 0.25 %	32.37 %
Sell Signals - 246 instances
Future30SesAvgClose	0.94 % minus 0.98 % = -0.04 %	-0.31 %
Future5SesAvgClose	0.14 % minus 0.19 % = -0.05 %	-2.77 %
Future2SesAvgClose	0.08 % minus 0.10 % = -0.01 %	-1.63 %
	.
Projected Crossing of SMA 20/200.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 31 instances
Future30SesAvgClose	2.33 % minus 0.98 % = 1.35 %	11.42 %
Future5SesAvgClose	1.33 % minus 0.19 % = 1.14 %	57.92 %
Future2SesAvgClose	1.08 % minus 0.10 % = 0.99 %	125.44 %
Sell Signals - 29 instances
Future30SesAvgClose	0.73 % minus 0.98 % = -0.25 %	-2.13 %
Future5SesAvgClose	-0.26 % minus 0.19 % = -0.45 %	-22.80 %
Future2SesAvgClose	-0.26 % minus 0.10 % = -0.36 %	-45.10 %
	.
Projected Crossing of SMA 5/20.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 270 instances
Future30SesAvgClose	1.06 % minus 0.98 % = 0.08 %	0.69 %
Future5SesAvgClose	0.48 % minus 0.19 % = 0.29 %	14.54 %
Future2SesAvgClose	0.35 % minus 0.10 % = 0.25 %	31.93 %
Sell Signals - 208 instances
Future30SesAvgClose	0.53 % minus 0.98 % = -0.45 %	-3.78 %
Future5SesAvgClose	-0.08 % minus 0.19 % = -0.27 %	-13.78 %
Future2SesAvgClose	-0.11 % minus 0.10 % = -0.21 %	-26.89 %
	.

The best buy signal for 30 future sessions was 1.35 % from the Projected Crossing of SMA 20/200.,and the best sell signal for was -0.45 % from the Projected Crossing of SMA 5/20..

For 5 future sessions the best buy signal was 1.14 % from the Projected Crossing of SMA 20/200.,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 0.99 % from the Projected Crossing of SMA 20/200.,and the best sell signal was -0.36 % from the Projected Crossing of SMA 20/200..

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