HAR Averages

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From the Weekend Report 11/5/2010: The current price is 8.00 % above the 200 bar SMA and it has increased the distance since last week. This represents phase 1 of the MACD cycle.

Recent Averages with Candlestick Chart. of Harman International Industries Inc

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This page looks at the predictive abilities of different methods of averaging applied to HAR stock prices. An infinite selection of moving average techniques is available, including but not limited to moving weighted and exponentional averages and MACD indicators of various flavors.

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 HAR 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. 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
	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 - 21 instances
Future30SesAvgClose	2.51 % minus 1.34 % = 1.17 %	9.91 %
Future5SesAvgClose	-0.07 % minus 0.25 % = -0.33 %	-16.57 %
Future2SesAvgClose	0.55 % minus 0.12 % = 0.42 %	53.80 %
Sell Signals - 20 instances
Future30SesAvgClose	2.50 % minus 1.34 % = 1.16 %	9.84 %
Future5SesAvgClose	-0.06 % minus 0.25 % = -0.32 %	-16.14 %
Future2SesAvgClose	0.99 % minus 0.12 % = 0.87 %	110.25 %
	.
Moving Avg. 5/20 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 147 instances
Future30SesAvgClose	1.08 % minus 1.34 % = -0.26 %	-2.18 %
Future5SesAvgClose	0.12 % minus 0.25 % = -0.13 %	-6.81 %
Future2SesAvgClose	0.03 % minus 0.12 % = -0.09 %	-11.49 %
Sell Signals - 148 instances
Future30SesAvgClose	1.28 % minus 1.34 % = -0.06 %	-0.47 %
Future5SesAvgClose	0.55 % minus 0.25 % = 0.30 %	15.05 %
Future2SesAvgClose	0.54 % minus 0.12 % = 0.41 %	52.45 %
	.
Moving Avg. 5/200 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 29 instances
Future30SesAvgClose	0.72 % minus 1.34 % = -0.61 %	-5.19 %
Future5SesAvgClose	-0.24 % minus 0.25 % = -0.50 %	-25.20 %
Future2SesAvgClose	-0.15 % minus 0.12 % = -0.27 %	-34.30 %
Sell Signals - 28 instances
Future30SesAvgClose	2.99 % minus 1.34 % = 1.66 %	14.03 %
Future5SesAvgClose	1.39 % minus 0.25 % = 1.14 %	57.71 %
Future2SesAvgClose	0.69 % minus 0.12 % = 0.57 %	71.85 %
	.
MACD 12/26 Divergence	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 464 instances
Future30SesAvgClose	0.86 % minus 1.34 % = -0.48 %	-4.04 %
Future5SesAvgClose	0.12 % minus 0.25 % = -0.13 %	-6.66 %
Future2SesAvgClose	0.00 % minus 0.12 % = -0.12 %	-15.15 %
Sell Signals - 463 instances
Future30SesAvgClose	0.72 % minus 1.34 % = -0.61 %	-5.19 %
Future5SesAvgClose	0.01 % minus 0.25 % = -0.24 %	-12.38 %
Future2SesAvgClose	-0.04 % minus 0.12 % = -0.16 %	-20.23 %
	.
MACD 12/26 Signal	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 653 instances
Future30SesAvgClose	1.41 % minus 1.34 % = 0.07 %	0.59 %
Future5SesAvgClose	0.41 % minus 0.25 % = 0.15 %	7.73 %
Future2SesAvgClose	0.32 % minus 0.12 % = 0.20 %	25.33 %
Sell Signals - 653 instances
Future30SesAvgClose	1.09 % minus 1.34 % = -0.24 %	-2.06 %
Future5SesAvgClose	0.11 % minus 0.25 % = -0.15 %	-7.57 %
Future2SesAvgClose	0.06 % minus 0.12 % = -0.06 %	-7.76 %
	.
Calibrated M by Q Half Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 267 instances
Future30SesAvgClose	1.26 % minus 1.34 % = -0.08 %	-0.69 %
Future5SesAvgClose	0.42 % minus 0.25 % = 0.16 %	8.15 %
Future2SesAvgClose	0.26 % minus 0.12 % = 0.13 %	17.05 %
Sell Signals - 266 instances
Future30SesAvgClose	0.93 % minus 1.34 % = -0.41 %	-3.46 %
Future5SesAvgClose	-0.08 % minus 0.25 % = -0.33 %	-16.87 %
Future2SesAvgClose	-0.09 % minus 0.12 % = -0.22 %	-27.37 %
	.
Calibrated M by Q Full Cycle Moving Avg.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 175 instances
Future30SesAvgClose	1.78 % minus 1.34 % = 0.44 %	3.74 %
Future5SesAvgClose	0.64 % minus 0.25 % = 0.38 %	19.35 %
Future2SesAvgClose	0.47 % minus 0.12 % = 0.35 %	44.61 %
Sell Signals - 175 instances
Future30SesAvgClose	0.93 % minus 1.34 % = -0.40 %	-3.41 %
Future5SesAvgClose	0.09 % minus 0.25 % = -0.17 %	-8.44 %
Future2SesAvgClose	0.10 % minus 0.12 % = -0.02 %	-3.15 %
	.
Projected Crossing of SMA 20/200.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 23 instances
Future30SesAvgClose	1.56 % minus 1.34 % = 0.22 %	1.88 %
Future5SesAvgClose	-0.06 % minus 0.25 % = -0.31 %	-15.92 %
Future2SesAvgClose	0.23 % minus 0.12 % = 0.10 %	13.29 %
Sell Signals - 26 instances
Future30SesAvgClose	1.57 % minus 1.34 % = 0.23 %	1.98 %
Future5SesAvgClose	0.67 % minus 0.25 % = 0.41 %	21.07 %
Future2SesAvgClose	0.63 % minus 0.12 % = 0.51 %	64.54 %
	.
Projected Crossing of SMA 5/20.	Signaled Appreciation minus non-signaled Appreciation	Annualized %
Buy Signals - 169 instances
Future30SesAvgClose	0.79 % minus 1.34 % = -0.54 %	-4.59 %
Future5SesAvgClose	0.11 % minus 0.25 % = -0.14 %	-7.16 %
Future2SesAvgClose	-0.02 % minus 0.12 % = -0.14 %	-17.60 %
Sell Signals - 157 instances
Future30SesAvgClose	1.67 % minus 1.34 % = 0.33 %	2.81 %
Future5SesAvgClose	0.59 % minus 0.25 % = 0.33 %	16.79 %
Future2SesAvgClose	0.53 % minus 0.12 % = 0.40 %	51.29 %
	.

The best buy signal for 30 future sessions was 1.17 % from the Moving Avg. 20/200 Divergence,and the best sell signal for was -0.61 % from the MACD 12/26 Divergence.

For 5 future sessions the best buy signal was 0.38 % from the Calibrated M by Q Full Cycle Moving Avg.,and the best sell signal was -0.33 % from the Calibrated M by Q Half Cycle Moving Avg..

The best buy signal for 2 future sessions was 0.42 % from the Moving Avg. 20/200 Divergence,and the best sell signal was -0.22 % from the Calibrated M by Q Half Cycle Moving Avg..

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