CompuGroup Medical Pink Sheet Forecast - Simple Regression

CMPVFDelisted Stock  USD 23.85  0.00  0.00%   
The Simple Regression forecasted value of CompuGroup Medical SE on the next trading day is expected to be 24.09 with a mean absolute deviation of 0.22 and the sum of the absolute errors of 13.49. CompuGroup Pink Sheet Forecast is based on your current time horizon. We recommend always using this module together with an analysis of CompuGroup Medical's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through CompuGroup Medical price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

CompuGroup Medical Simple Regression Price Forecast For the 31st of December

Given 90 days horizon, the Simple Regression forecasted value of CompuGroup Medical SE on the next trading day is expected to be 24.09 with a mean absolute deviation of 0.22, mean absolute percentage error of 0.08, and the sum of the absolute errors of 13.49.
Please note that although there have been many attempts to predict CompuGroup Pink Sheet prices using its time series forecasting, we generally do not recommend using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that CompuGroup Medical's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

CompuGroup Medical Pink Sheet Forecast Pattern

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Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of CompuGroup Medical pink sheet data series using in forecasting. Note that when a statistical model is used to represent CompuGroup Medical pink sheet, the representation will rarely be exact; so some information will be lost using the model to explain the process. AIC estimates the relative amount of information lost by a given model: the less information a model loses, the higher its quality.
AICAkaike Information Criteria115.5428
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2212
MAPEMean absolute percentage error0.0095
SAESum of the absolute errors13.4938
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as CompuGroup Medical SE historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for CompuGroup Medical

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as CompuGroup Medical. Regardless of method or technology, however, to accurately forecast the pink sheet market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the pink sheet market accurately is still an essential part of the overall investment decision process. Using different forecasting techniques and comparing the results might improve your chances of accuracy even though unexpected events may often change the market sentiment and impact your forecasting results.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of CompuGroup Medical's price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.
Hype
Prediction
LowEstimatedHigh
23.8523.8523.85
Details
Intrinsic
Valuation
LowRealHigh
20.0620.0626.24
Details
Bollinger
Band Projection (param)
LowMiddleHigh
23.8523.8523.85
Details

CompuGroup Medical Related Equities

One of the popular trading techniques among algorithmic traders is to use market-neutral strategies where every trade hedges away some risk. Because there are two separate transactions required, even if one position performs unexpectedly, the other equity can make up some of the losses. Below are some of the equities that can be combined with CompuGroup Medical pink sheet to make a market-neutral strategy. Peer analysis of CompuGroup Medical could also be used in its relative valuation, which is a method of valuing CompuGroup Medical by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

CompuGroup Medical Market Strength Events

Market strength indicators help investors to evaluate how CompuGroup Medical pink sheet reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading CompuGroup Medical shares will generate the highest return on investment. By undertsting and applying CompuGroup Medical pink sheet market strength indicators, traders can identify CompuGroup Medical SE entry and exit signals to maximize returns.

Currently Active Assets on Macroaxis

Check out Trending Equities to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in unemployment.
You can also try the Fundamentals Comparison module to compare fundamentals across multiple equities to find investing opportunities.

Other Consideration for investing in CompuGroup Pink Sheet

If you are still planning to invest in CompuGroup Medical check if it may still be traded through OTC markets such as Pink Sheets or OTC Bulletin Board. You may also purchase it directly from the company, but this is not always possible and may require contacting the company directly. Please note that delisted stocks are often considered to be more risky investments, as they are no longer subject to the same regulatory and reporting requirements as listed stocks. Therefore, it is essential to carefully research the CompuGroup Medical's history and understand the potential risks before investing.
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