Frequency Analysis of UTX

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From the Update 11/5/2010: The strongest frequency, according to classical frequency analysis, is an oscillation with a length of 9 trading sessions.

Frequency Analysis based on Monthly Comb

UTX:  Frequency Analysis based on Monthly Comb

Even a casual examination of historical price lines seems to reveal cycles or regular short term fluctuations that continue repeating. Through the years, technicians have expended much effort to measure and exploit these cycles. It would appear simple enough to do a frequency analysis on the time series. But the cycles or periods that seem so easy to see in the price data, have proven to be surprisingly difficult to measure by classical methods. The classical methods apply to stationary cycles of exactly regular period. We can easily remove the trends from historical price data to make the series stationary. However, the fluctuations seen in financial data are almost never exactly periodic, complicating most attempts to take advantage of these cycles.

One factor in the behaviour of market fluctuations is "Anticipation". When speculators detect a cycle in prices, they will buy earlier before the peak, and sell earlier before the dip. This phenomena causes an increase in frequency, and eventually a breakup of the established cycle. Traditional frequency analysis methods such as the Fourier Transform, break down badly attempting to deal with these irregularities.

Wilder estimated that there was an important period of about 28 trading sessions. The half cycle of this period (14 sessions) is a default factor in many of the technical indicators. We have found this to be a reasonable figure, even in today's markets, but there is significant variation between issues. Some companies just seem to have faster or slower cycles for one reason or another, and the indicators may be more accurate when fitted to the situation.

New methods had to be invented to deal with the seeming mathematical absurdity in the notion of non-periodic cycles.




General Market Conditions

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More than 70 Hi-Rez charts daily for United Technologies:

Frequency from Monthly Comb Filter
Representative Cycle (Trading Sessions) = 38.00
Sawtooth = 49.62
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High16.9629.0028.0010.74 %
Low16.9534.0033.009.95 %
Recent HighPriceRecent LowPrice Cycle
Thursday, August 26, 201065.0538
Tuesday, August 10, 201072.9535
Friday, July 02, 201063.9019
Monday, June 21, 201068.9542
Monday, June 07, 201062.8438
Wednesday, April 21, 201076.0212
Tuesday, April 13, 201072.5944
Monday, April 05, 201073.9754


Fourier Transform after Digital Filter M

Cycle LengthFourier Amplitude
140.47
180.42
260.30
200.30
290.25
310.21
410.17
370.16
470.15
390.14
340.13



Frequency Analysis based on Quarterly Comb

Frequency Analysis based on Quarterly Comb of United Technologies

Frequency from Quarterly Comb Filter
Representative Cycle (Trading Sessions) = 82.00
Sawtooth = 46.33
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High50.5882.0048.0016.38 %
Low51.1781.0056.0013.70 %
Recent HighPriceRecent LowPrice Cycle
Thursday, August 26, 201065.0557
Tuesday, August 10, 201072.9577
Monday, June 07, 201062.8482
Wednesday, April 21, 201076.0266
Monday, February 08, 201064.21149
Thursday, January 14, 201071.49153
Tuesday, July 07, 200947.9483
Monday, June 08, 200954.79107


Fourier Transform after Digital Filter Q

Cycle LengthFourier Amplitude
90.45
140.29
160.23
180.23
590.20
200.19
260.18
790.15
220.14
5120.13
1950.13



Frequency Analysis based on Yearly Comb

Frequency Analysis based on Yearly Comb of United Technologies

Representative Cycle (Trading Sessions) = 0.00
Sawtooth = 44.83
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High0.000.000.000.00 %
Low0.000.000.000.00 %
Recent HighPriceRecent LowPrice Cycle
Wednesday, April 21, 201076.02643
Monday, March 09, 200936.161207
Monday, October 01, 200776.40911
Thursday, May 20, 200435.98406
Wednesday, February 18, 200442.80494
Wednesday, October 09, 200221.13265
Monday, March 04, 200232.94194
Thursday, September 20, 200117.62383


Fourier Transform on Raw Closing Prices

Cycle LengthFourier Amplitude
6835.84
8195.29
5854.75
5123.90
4553.42
3412.20
4102.01
2561.85
2411.61
181.41
1951.36




Breaking News:

Friday, November 12, 2010: We have news on Cree, Inc., ticker symbol CREE. Signs of an over-bought condition have become noticable. Also, there are breaking events concerning Intel and PetSmart, Inc.

From the News Archive: (11/11/2010 ) Favorable events happened at Exxon Mobil, Ingersoll-Rand Company Limited, and Concur Technologies, Inc.. Meanwhile, bad news came from International Game Technology.



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UTX




United Technologies












Average Sawtooth based on Monthly Combo

UTX:  Average Sawtooth based on Monthly Combo

UTX




United Technologies









Average Sawtooth based on Bi-weekly Combo

UTX:  Average Sawtooth based on Bi-weeklyly Combo



The Sawtooth statistic measures the time from each periodic high to the next periodic low, in comparison to the time from that low to the next high point . The mid-point, corresponding to a perfect sine wave, is 50 percent. Values less than this indicate the sell slope is steeper than the buy slope, while values over 50 percent show the opposite.

The Sawtooth Statistic gives a clue to the general mood of the markets, functioning as a sort of sentiment indicator. The chart represents the sawtooth percentage of (approximately) monthly cycles over the past year, and of the (approximately) bi-weekly cycles, averaged over the past six months.

.
Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 75 and 25Signaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 7 instances
Future30SesAvgClose 2.45 % minus 2.22 % = 0.23 %1.97 %
Future5SesAvgClose -1.60 % minus 0.47 % = -2.07 %-105.31 %
Future2SesAvgClose -2.81 % minus 0.25 % = -3.06 %-388.95 %
Sell Signals - 3 instances
Future30SesAvgClose 5.77 % minus 2.22 % = 3.55 %30.07 %
Future5SesAvgClose 0.41 % minus 0.47 % = -0.06 %-3.19 %
Future2SesAvgClose -0.08 % minus 0.25 % = -0.33 %-42.04 %
.
Semi-Annual Avg. of Bi-weekly Sawtooth Signals middle CrossingSignaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 58 instances
Future30SesAvgClose -0.14 % minus 2.22 % = -2.36 %-19.97 %
Future5SesAvgClose -0.40 % minus 0.47 % = -0.88 %-44.52 %
Future2SesAvgClose -0.30 % minus 0.25 % = -0.55 %-70.03 %
Sell Signals - 51 instances
Future30SesAvgClose 0.99 % minus 2.22 % = -1.23 %-10.41 %
Future5SesAvgClose 0.08 % minus 0.47 % = -0.39 %-20.06 %
Future2SesAvgClose -0.28 % minus 0.25 % = -0.53 %-67.26 %
.
Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 70 and 30Signaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 11 instances
Future30SesAvgClose 0.44 % minus 2.22 % = -1.78 %-15.10 %
Future5SesAvgClose -0.90 % minus 0.47 % = -1.38 %-69.90 %
Future2SesAvgClose -1.74 % minus 0.25 % = -1.99 %-252.16 %
Sell Signals - 7 instances
Future30SesAvgClose 1.55 % minus 2.22 % = -0.67 %-5.64 %
Future5SesAvgClose -0.20 % minus 0.47 % = -0.67 %-34.11 %
Future2SesAvgClose -0.24 % minus 0.25 % = -0.49 %-61.63 %
.
Projection of Representative Monthly CycleSignaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 205 instances
Future30SesAvgClose 2.29 % minus 2.22 % = 0.07 %0.58 %
Future5SesAvgClose 0.94 % minus 0.47 % = 0.46 %23.50 %
Future2SesAvgClose 0.92 % minus 0.25 % = 0.67 %85.43 %
Sell Signals - 226 instances
Future30SesAvgClose 1.57 % minus 2.22 % = -0.65 %-5.49 %
Future5SesAvgClose 0.02 % minus 0.47 % = -0.45 %-22.88 %
Future2SesAvgClose -0.08 % minus 0.25 % = -0.33 %-41.52 %
.
Projection of BiWeekly Modal CyclesSignaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 480 instances
Future30SesAvgClose 1.79 % minus 2.22 % = -0.43 %-3.61 %
Future5SesAvgClose 0.38 % minus 0.47 % = -0.09 %-4.65 %
Future2SesAvgClose 0.19 % minus 0.25 % = -0.06 %-7.93 %
Sell Signals - 495 instances
Future30SesAvgClose 2.10 % minus 2.22 % = -0.12 %-1.03 %
Future5SesAvgClose 0.55 % minus 0.47 % = 0.08 %3.82 %
Future2SesAvgClose 0.26 % minus 0.25 % = 0.01 %1.04 %
.
The best buy signal for 30 future sessions was 0.23 % from the Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 75 and 25,and the best sell signal for was -1.23 % from the Semi-Annual Avg. of Bi-weekly Sawtooth Signals middle Crossing.
For 5 future sessions the best buy signal was 0.46 % from the Projection of Representative Monthly Cycle,and the best sell signal was -0.67 % from the Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 70 and 30.
The best buy signal for 2 future sessions was 0.67 % from the Projection of Representative Monthly Cycle,and the best sell signal was -0.53 % from the Semi-Annual Avg. of Bi-weekly Sawtooth Signals middle Crossing.



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