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Series for Coca Cola with Seasonals based on 12 Month Calendar

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KO:  Classical Time Series Decomposition of Historical Prices

Explanation of Times Series Charts:

The red plot on the top chart is the Mean Monthly Closing Price for the company. Blue marks the de-seasonalized trend, which is a least squares linear regression applied to the KO prices after seasonal variations have been filtered out.

The first step of the classical analysis determines seasonal indexes. The decomposition above bases the seasonality on the ordinary 12 month calendar from one January to the next, but it is also possible to extract interesting results from the 24 or 48 month political election based on November elections, as we shall see shortly. The orange Seasonal Component is based on the seasonality of the entire time series, so it is the same from year to the next.

Once the global seasonal is known, it is possible to subtract its influence from the original input to produce so called deseasonalized data. The trend line in the top chart comes about from this processes. Further refinement removes the trend from the deseasonalized data. What remains is the unfiltered cyclical component. Broadly speaking, the refined cyclical data represents the effect of the general business cycle in addition to the private business cycle of Coca Cola. On this chart, the global and private cyclical components are mingled. We will separate them in a later refinement.

The purple chart is the Irregular Component. This classical name is not entirely appropriate, since it often reveals obvious regular patterns. Because it represents the variations that have not been explained by the refinement process up to this step, it could be called the Un-explained Component.

One of the more interesting series to be derived in this manner is the red trace on the bottom chart. The residue that is left when all components other than Seasonal and Un-Explained are filtered away, shows how the strongly regular Seasonal effects actually change from one year to the next. When a seasonal pattern becomes well know, the market may anticipate, causing the date of the seasonal peak to occur earlier. This component show how that anticipation moves over time, unlike the static pattern in the second chart.

While the full history analysis is of enduring interest, it may also be misleading. An issue may have the same name for 20 or more years, but it may be a very different company, and economic fundamentals have surely changed. For this reason, we want to look at patterns established in more recent times.


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Classical Time Series Analysis of Past 5 Year's Prices of Coca Cola



For Subscribers: Hyper Refined Analysis of Coca Cola

Refined Stock Trend Analysis for KO :


Companies in the News:

Thursday, March 11, 2010: We have news on Southwestern Energy Company, ticker symbol SWN. A significant moving average event has happened. Also, there are breaking events concerning Zimmer Holdings, Inc. and Zimmer Holdings, Inc..

From the News Archive: (3/10/2010 ) A favorable event happened at LoJack Corp. Meanwhile, bad news came from American International Group, Inc., Carnival Corporation, and Vulcan Materials Company.


More KO Technical Analysis Topics

KO Price Predictions

Support and Resistance Levels

Volume Stratification Analysis

Politics and Prices of KO

Japanese Candlestick Analysis

Momentum Investing Indicators

KO Historical Volume

KO Risk-Volatility Analysis

KO Seasonal Trends

Market Sentiment

Back to KO Table of Contents


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Notice: Pages available to the public on this site are for entertainment and academic purposes only. We do not advocate investment in common stock. We do not recommend the purchase or sale of this or any other issue. Research shows that most people who invest in common stock will lose money. Charts and concepts are property of Hybrid Technical. All Rights Reserved. All Content is Copyright 2008 by Hybrid Technical

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