Hrcules SA Preferred Stock Forecast - Double Exponential Smoothing

HETA4 Preferred Stock  BRL 5.79  0.33  6.04%   
The Double Exponential Smoothing forecasted value of Hrcules SA on the next trading day is expected to be 5.79 with a mean absolute deviation of  0.13  and the sum of the absolute errors of 7.39. Hrcules Preferred Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Hrcules SA stock prices and determine the direction of Hrcules SA 's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Hrcules SA's historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Hrcules SA to cross-verify your projections.
  
Most investors in Hrcules SA cannot accurately predict what will happen the next trading day because, historically, preferred stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the Hrcules SA's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Hrcules SA's price structures and extracts relationships that further increase the generated results' accuracy.
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 Hrcules SA works best with periods where there are trends or seasonality.

Hrcules SA Double Exponential Smoothing Price Forecast For the 24th of May

Given 90 days horizon, the Double Exponential Smoothing forecasted value of Hrcules SA on the next trading day is expected to be 5.79 with a mean absolute deviation of 0.13, mean absolute percentage error of 0.05, and the sum of the absolute errors of 7.39.
Please note that although there have been many attempts to predict Hrcules Preferred 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 Hrcules SA's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Hrcules SA Preferred Stock Forecast Pattern

Backtest Hrcules SAHrcules SA Price PredictionBuy or Sell Advice 

Hrcules SA Forecasted Value

In the context of forecasting Hrcules SA's Preferred 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. Hrcules SA's downside and upside margins for the forecasting period are 2.05 and 9.53, respectively. We have considered Hrcules SA'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
5.79
5.79
Expected Value
9.53
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 Hrcules SA preferred stock data series using in forecasting. Note that when a statistical model is used to represent Hrcules SA preferred 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 0.0086
MADMean absolute deviation0.1253
MAPEMean absolute percentage error0.0208
SAESum of the absolute errors7.39
When Hrcules SA 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 Hrcules SA 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 Hrcules SA observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Hrcules SA

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Hrcules SA. Regardless of method or technology, however, to accurately forecast the preferred stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the preferred 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Hrcules SA'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
2.055.799.53
Details
Intrinsic
Valuation
LowRealHigh
1.214.958.69
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Hrcules SA. Your research has to be compared to or analyzed against Hrcules SA's peers to derive any actionable benefits. When done correctly, Hrcules SA's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in Hrcules SA.

Other Forecasting Options for Hrcules SA

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

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

Hrcules SA Technical and Predictive Analytics

The preferred stock market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Hrcules SA'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 Hrcules SA's current price.

Hrcules SA Market Strength Events

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

Hrcules SA Risk Indicators

The analysis of Hrcules SA'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 Hrcules SA's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting hrcules preferred 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.

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.
Check out Historical Fundamental Analysis of Hrcules SA to cross-verify your projections.
Note that the Hrcules SA information on this page should be used as a complementary analysis to other Hrcules SA's statistical models used to find the right mix of equity instruments to add to your existing portfolios or create a brand new portfolio. You can also try the Watchlist Optimization module to optimize watchlists to build efficient portfolios or rebalance existing positions based on the mean-variance optimization algorithm.

Complementary Tools for Hrcules Preferred Stock analysis

When running Hrcules SA's price analysis, check to measure Hrcules SA's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Hrcules SA is operating at the current time. Most of Hrcules SA's value examination focuses on studying past and present price action to predict the probability of Hrcules SA's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Hrcules SA's price. Additionally, you may evaluate how the addition of Hrcules SA to your portfolios can decrease your overall portfolio volatility.
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Please note, there is a significant difference between Hrcules SA's value and its price as these two are different measures arrived at by different means. Investors typically determine if Hrcules SA is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Hrcules SA's price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.