Hrcules SA Preferred Stock Forecast - Polynomial Regression

HETA4 Preferred Stock  BRL 6.98  0.54  8.39%   
The Polynomial Regression forecasted value of Hrcules SA on the next trading day is expected to be 6.44 with a mean absolute deviation of 0.32 and the sum of the absolute errors of 19.80. Hrcules Preferred Stock Forecast is based on your current time horizon.
  
Hrcules SA polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Hrcules SA as well as the accuracy indicators are determined from the period prices.

Hrcules SA Polynomial Regression Price Forecast For the 23rd of November

Given 90 days horizon, the Polynomial Regression forecasted value of Hrcules SA on the next trading day is expected to be 6.44 with a mean absolute deviation of 0.32, mean absolute percentage error of 0.14, and the sum of the absolute errors of 19.80.
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

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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 1.98 and 10.91, 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
6.98
6.44
Expected Value
10.91
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Polynomial Regression 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 Criteria116.1326
BiasArithmetic mean of the errors None
MADMean absolute deviation0.3246
MAPEMean absolute percentage error0.0502
SAESum of the absolute errors19.7994
A single variable polynomial regression model attempts to put a curve through the Hrcules SA historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

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.
Hype
Prediction
LowEstimatedHigh
2.096.4410.79
Details
Intrinsic
Valuation
LowRealHigh
0.965.319.66
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.

Additional 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.