AUREA SA Stock Forecast - Polynomial Regression

94P Stock   5.70  0.04  0.70%   
The Polynomial Regression forecasted value of AUREA SA INH on the next trading day is expected to be 5.97 with a mean absolute deviation of 0.11 and the sum of the absolute errors of 6.47. Investors can use prediction functions to forecast AUREA SA's stock prices and determine the direction of AUREA SA INH'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 AUREA SA'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.
  
AUREA SA polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for AUREA SA INH as well as the accuracy indicators are determined from the period prices.

AUREA SA Polynomial Regression Price Forecast For the 25th of July

Given 90 days horizon, the Polynomial Regression forecasted value of AUREA SA INH on the next trading day is expected to be 5.97 with a mean absolute deviation of 0.11, mean absolute percentage error of 0.02, and the sum of the absolute errors of 6.47.
Please note that although there have been many attempts to predict AUREA 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 AUREA SA's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

AUREA SA Stock Forecast Pattern

AUREA SA Forecasted Value

In the context of forecasting AUREA SA'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. AUREA SA's downside and upside margins for the forecasting period are 4.10 and 7.85, respectively. We have considered AUREA 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
5.70
5.97
Expected Value
7.85
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 AUREA SA stock data series using in forecasting. Note that when a statistical model is used to represent AUREA SA 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 Criteria114.109
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1061
MAPEMean absolute percentage error0.0194
SAESum of the absolute errors6.4691
A single variable polynomial regression model attempts to put a curve through the AUREA 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 AUREA 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 AUREA SA INH. 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 AUREA SA

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

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

AUREA SA INH 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 AUREA 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 AUREA SA's current price.

AUREA SA Market Strength Events

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

AUREA SA Risk Indicators

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