Frequency Analysis of BJS

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From the Update 4/29/2010: The strongest frequency, according to classical frequency analysis, is an oscillation with a length of 12 trading sessions.

Frequency Analysis based on Monthly Comb

BJS:  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 BJ Services Company:

Frequency from Monthly Comb Filter
Representative Cycle (Trading Sessions) = 23.00
Sawtooth = 47.22
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High17.2829.0019.0023.68 %
Low17.8032.0023.0015.79 %
Recent HighPriceRecent LowPrice Cycle
Thursday, March 25, 201020.5143
Wednesday, March 17, 201023.4040
Friday, January 22, 201020.2214
Tuesday, January 19, 201021.7264
Thursday, December 31, 200918.5616
Thursday, October 15, 200921.3117
Tuesday, December 08, 200917.5623
Tuesday, September 22, 200919.7341


Fourier Transform after Digital Filter M

Cycle LengthFourier Amplitude
140.51
200.41
180.41
260.30
230.29
300.25
330.24
410.19
470.15
370.14
490.13



Frequency Analysis based on Quarterly Comb

Frequency Analysis based on Quarterly Comb of BJ Services Company

Frequency from Quarterly Comb Filter
Representative Cycle (Trading Sessions) = 88.00
Sawtooth = 41.79
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High47.6093.0063.0033.80 %
Low48.8677.0064.0035.74 %
Recent HighPriceRecent LowPrice Cycle
Tuesday, December 08, 200917.56108
Thursday, October 15, 200921.31111
Tuesday, July 07, 200912.2988
Friday, May 08, 200916.4385
Monday, March 02, 20098.6967
Tuesday, January 06, 200912.86136
Thursday, November 20, 20088.58209
Monday, June 23, 200832.7245


Fourier Transform after Digital Filter Q

Cycle LengthFourier Amplitude
120.32
140.29
160.22
180.21
200.21
930.16
240.15
260.15
410.15
1050.13
300.13



Frequency Analysis based on Yearly Comb

BJS:  Frequency Analysis based on Yearly Comb

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
Thursday, November 20, 20088.58209
Monday, June 23, 200832.72608
Friday, January 25, 200820.02261
Monday, January 23, 200641.05326
Thursday, January 11, 200724.73505
Wednesday, October 06, 200425.73333
Friday, January 07, 200520.56296
Wednesday, June 11, 200319.95271


Fourier Transform on Raw Closing Prices

Cycle LengthFourier Amplitude
5121.86
4551.74
8191.32
3721.21
3151.18
3411.17
5851.17
2281.05
121.05
4101.01
140.93




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BJS




BJ Services Company












Average Sawtooth based on Monthly Combo

BJS:  Average Sawtooth based on Monthly Combo

BJS




BJ Services Company









Average Sawtooth based on Bi-weekly Combo

Average Sawtooth based on Bi-weeklyly Combo of BJ Services Company



A comparison of the average distance (in time) from each periodic high to to next periodic low, against the distance to the following high point, yields the Sawtooth Statistic. 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.




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