Frequency Analysis of PPDI

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From the Update 11/12/2010: The strongest frequency, according to classical frequency analysis, is an oscillation with a length of 9 trading sessions.

Frequency Analysis based on Monthly Comb

Frequency Analysis based on Monthly Comb of Pharmaceutical Product Development, Inc.

It is obvious from inspection of price lines, that many seem to contain cycles that may persist in repeating for a long time. 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, a fact that has played havoc with most schemes to exploit the market 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.

The paradoxical condition of variable length periods forces the adoptation of some new forms of analysis.




General Market Conditions

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More than 70 Hi-Rez charts daily for Pharmaceutical Product Development, Inc.:

Frequency from Monthly Comb Filter
Representative Cycle (Trading Sessions) = 18.00
Sawtooth = 51.80
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High17.7427.0018.0017.14 %
Low17.5730.0022.0015.38 %
Recent HighPriceRecent LowPrice Cycle
Friday, October 15, 201024.1413
Wednesday, September 15, 201025.0043
Tuesday, September 28, 201024.1119
Thursday, July 15, 201027.6520
Tuesday, August 31, 201022.8323
Wednesday, June 16, 201026.5035
Thursday, July 29, 201023.3618
Tuesday, April 27, 201025.7963


Fourier Transform after Digital Filter M

Cycle LengthFourier Amplitude
90.54
180.35
150.35
200.28
230.25
280.22
310.21
390.19
250.18
340.13
540.13



Frequency Analysis based on Quarterly Comb

PPDI:  Frequency Analysis based on Quarterly Comb

Frequency from Quarterly Comb Filter
Representative Cycle (Trading Sessions) = 80.00
Sawtooth = 48.41
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High42.3383.0042.0035.61 %
Low50.6777.0052.0025.60 %
Recent HighPriceRecent LowPrice Cycle
Tuesday, August 31, 201022.83132
Thursday, July 15, 201027.65118
Tuesday, February 23, 201019.3868
Tuesday, January 26, 201022.1064
Thursday, November 12, 200918.8480
Thursday, October 22, 200921.8182
Wednesday, July 22, 200917.2263
Friday, June 26, 200921.31122


Fourier Transform after Digital Filter Q

Cycle LengthFourier Amplitude
90.33
150.22
180.20
820.20
230.19
1580.17
200.15
890.14
640.13
270.13
1200.12



Frequency Analysis based on Yearly Comb

Frequency Analysis based on Yearly Comb of Pharmaceutical Product Development, Inc.

Representative Cycle (Trading Sessions) = 0.00
Sawtooth = 0.00
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High0.000.000.000.00 %
Low0.000.000.000.00 %
Recent HighPriceRecent LowPrice Cycle
Wednesday, April 22, 200916.78619
Monday, September 08, 200840.86162
Wednesday, January 16, 200843.68376
Thursday, November 02, 200626.671085
Wednesday, July 19, 200635.42853
Tuesday, July 16, 20027.29683
Friday, February 28, 200313.62240
Friday, October 22, 19991.90464


Fourier Transform on Raw Closing Prices

Cycle LengthFourier Amplitude
5123.51
6832.96
4100.93
2560.91
2930.76
1710.69
160.65
1080.63
180.60
3410.59
2050.59




Breaking 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)


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PPDI




Pharmaceutical Product Development, Inc.












Average Sawtooth based on Monthly Combo

Average Sawtooth based on Monthly Combo of Pharmaceutical Product Development, Inc.

PPDI




Pharmaceutical Product Development, Inc.









Average Sawtooth based on Bi-weekly Combo

PPDI:  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.

Bullish or bearish moods may be reflected in the steepness of the buying and selling slopes, particularly as they change through time. 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.




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