GRUPO ECOENER Stock Forecast - Double Exponential Smoothing

89W Stock   4.25  0.01  0.24%   
The Double Exponential Smoothing forecasted value of GRUPO ECOENER EO on the next trading day is expected to be 4.25 with a mean absolute deviation of 0.06 and the sum of the absolute errors of 3.32. Investors can use prediction functions to forecast GRUPO ECOENER's stock prices and determine the direction of GRUPO ECOENER EO's future trends based on various well-known forecasting models. However, exclusively looking at the historical price movement is usually misleading. We recommend always using this module together with an analysis of GRUPO ECOENER's historical fundamentals, such as revenue growth or operating cash flow patterns. 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 board of governors.
  
Double exponential smoothing - also known as Holt exponential smoothing is a refinement of the popular simple exponential smoothing model with an additional trending component. Double exponential smoothing model for GRUPO ECOENER works best with periods where there are trends or seasonality.

GRUPO ECOENER Double Exponential Smoothing Price Forecast For the 23rd of December

Given 90 days horizon, the Double Exponential Smoothing forecasted value of GRUPO ECOENER EO on the next trading day is expected to be 4.25 with a mean absolute deviation of 0.06, mean absolute percentage error of 0.01, and the sum of the absolute errors of 3.32.
Please note that although there have been many attempts to predict GRUPO Stock 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 GRUPO ECOENER's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

GRUPO ECOENER Stock Forecast Pattern

GRUPO ECOENER Forecasted Value

In the context of forecasting GRUPO ECOENER's Stock value on the next trading day, we examine the predictive performance of the model to find good statistically significant boundaries of downside and upside scenarios. GRUPO ECOENER's downside and upside margins for the forecasting period are 2.16 and 6.34, respectively. We have considered GRUPO ECOENER's daily market price to evaluate the above model's predictive performance. Remember, however, there is no scientific proof or empirical evidence that traditional linear or nonlinear forecasting models outperform artificial intelligence and frequency domain models to provide accurate forecasts consistently.
Market Value
4.25
4.25
Expected Value
6.34
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Double Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of GRUPO ECOENER stock data series using in forecasting. Note that when a statistical model is used to represent GRUPO ECOENER stock, 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 CriteriaHuge
BiasArithmetic mean of the errors -0.0129
MADMean absolute deviation0.0563
MAPEMean absolute percentage error0.0134
SAESum of the absolute errors3.3212
When GRUPO ECOENER EO prices exhibit either an increasing or decreasing trend over time, simple exponential smoothing forecasts tend to lag behind observations. Double exponential smoothing is designed to address this type of data series by taking into account any GRUPO ECOENER EO trend in the prices. So in double exponential smoothing past observations are given exponentially smaller weights as the observations get older. In other words, recent GRUPO ECOENER observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for GRUPO ECOENER

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as GRUPO ECOENER EO. Regardless of method or technology, however, to accurately forecast the stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the stock 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.

Other Forecasting Options for GRUPO ECOENER

For every potential investor in GRUPO, whether a beginner or expert, GRUPO ECOENER's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. GRUPO Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in GRUPO. Basic forecasting techniques help filter out the noise by identifying GRUPO ECOENER's price trends.

GRUPO ECOENER 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 GRUPO ECOENER stock to make a market-neutral strategy. Peer analysis of GRUPO ECOENER could also be used in its relative valuation, which is a method of valuing GRUPO ECOENER by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

GRUPO ECOENER EO Technical and Predictive Analytics

The stock market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of GRUPO ECOENER's price movements, a comprehensive understanding of forecasting methods that an investor can rely on to make the right move is invaluable. These methods predict trends that assist an investor in predicting the movement of GRUPO ECOENER's current price.

GRUPO ECOENER Market Strength Events

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

GRUPO ECOENER Risk Indicators

The analysis of GRUPO ECOENER's basic risk indicators is one of the essential steps in accurately forecasting its future price. The process involves identifying the amount of risk involved in GRUPO ECOENER's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting grupo stock prices, we also provide a set of basic risk indicators that can assist in the individual investment decision or help in hedging the risk of your existing portfolios.
Please note, the risk measures we provide can be used independently or collectively to perform a risk assessment. When comparing two potential investments, we recommend comparing similar equities with homogenous growth potential and valuation from related markets to determine which investment holds the most risk.

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