Molinos Agro Stock Forecast - Polynomial Regression

MOLA Stock  ARS 21,716  458.50  2.07%   
The Polynomial Regression forecasted value of Molinos Agro SA on the next trading day is expected to be 21,626 with a mean absolute deviation of 668.28 and the sum of the absolute errors of 40,765. Molinos Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Molinos Agro stock prices and determine the direction of Molinos Agro SA's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Molinos Agro's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Most investors in Molinos Agro cannot accurately predict what will happen the next trading day because, historically, 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 Molinos Agro's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Molinos Agro's price structures and extracts relationships that further increase the generated results' accuracy.
Molinos Agro polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Molinos Agro SA as well as the accuracy indicators are determined from the period prices.

Molinos Agro Polynomial Regression Price Forecast For the 27th of June

Given 90 days horizon, the Polynomial Regression forecasted value of Molinos Agro SA on the next trading day is expected to be 21,626 with a mean absolute deviation of 668.28, mean absolute percentage error of 829,813, and the sum of the absolute errors of 40,765.
Please note that although there have been many attempts to predict Molinos 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 Molinos Agro's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Molinos Agro Stock Forecast Pattern

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Molinos Agro Forecasted Value

In the context of forecasting Molinos Agro'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. Molinos Agro's downside and upside margins for the forecasting period are 21,623 and 21,629, respectively. We have considered Molinos Agro'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
21,716
21,623
Downside
21,626
Expected Value
21,629
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 Molinos Agro stock data series using in forecasting. Note that when a statistical model is used to represent Molinos Agro 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 Criteria131.7395
BiasArithmetic mean of the errors None
MADMean absolute deviation668.2816
MAPEMean absolute percentage error0.0342
SAESum of the absolute errors40765.18
A single variable polynomial regression model attempts to put a curve through the Molinos Agro 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 Molinos Agro

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Molinos Agro SA. 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Molinos Agro'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
21,71321,71621,720
Details
Intrinsic
Valuation
LowRealHigh
20,62820,63123,888
Details
Bollinger
Band Projection (param)
LowMiddleHigh
21,85422,12922,404
Details

Other Forecasting Options for Molinos Agro

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

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

Molinos Agro SA 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 Molinos Agro'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 Molinos Agro's current price.

Molinos Agro Market Strength Events

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

Molinos Agro Risk Indicators

The analysis of Molinos Agro'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 Molinos Agro's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting molinos 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.

Other Information on Investing in Molinos Stock

Molinos Agro financial ratios help investors to determine whether Molinos Stock is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in Molinos with respect to the benefits of owning Molinos Agro security.