BrasilAgro Companhia Stock Forecast - Simple Exponential Smoothing

AGRO3 Stock  BRL 23.61  0.09  0.38%   
The Simple Exponential Smoothing forecasted value of BrasilAgro Companhia on the next trading day is expected to be 23.63 with a mean absolute deviation of 0.23 and the sum of the absolute errors of 13.80. BrasilAgro Stock Forecast is based on your current time horizon.
  
BrasilAgro Companhia simple exponential smoothing forecast is a very popular model used to produce a smoothed price series. Whereas in simple Moving Average models the past observations for BrasilAgro Companhia are weighted equally, Exponential Smoothing assigns exponentially decreasing weights as BrasilAgro Companhia prices get older.

BrasilAgro Companhia Simple Exponential Smoothing Price Forecast For the 2nd of December

Given 90 days horizon, the Simple Exponential Smoothing forecasted value of BrasilAgro Companhia on the next trading day is expected to be 23.63 with a mean absolute deviation of 0.23, mean absolute percentage error of 0.15, and the sum of the absolute errors of 13.80.
Please note that although there have been many attempts to predict BrasilAgro 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 BrasilAgro Companhia's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

BrasilAgro Companhia Stock Forecast Pattern

Backtest BrasilAgro CompanhiaBrasilAgro Companhia Price PredictionBuy or Sell Advice 

BrasilAgro Companhia Forecasted Value

In the context of forecasting BrasilAgro Companhia'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. BrasilAgro Companhia's downside and upside margins for the forecasting period are 21.77 and 25.49, respectively. We have considered BrasilAgro Companhia'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
23.61
23.63
Expected Value
25.49
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of BrasilAgro Companhia stock data series using in forecasting. Note that when a statistical model is used to represent BrasilAgro Companhia 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 Criteria114.3485
BiasArithmetic mean of the errors 0.049
MADMean absolute deviation0.2299
MAPEMean absolute percentage error0.0096
SAESum of the absolute errors13.7966
This simple exponential smoothing model begins by setting BrasilAgro Companhia forecast for the second period equal to the observation of the first period. In other words, recent BrasilAgro Companhia observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for BrasilAgro Companhia

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as BrasilAgro Companhia. 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.
Hype
Prediction
LowEstimatedHigh
21.7523.6125.47
Details
Intrinsic
Valuation
LowRealHigh
18.1420.0025.97
Details
Bollinger
Band Projection (param)
LowMiddleHigh
23.4223.7624.11
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as BrasilAgro Companhia. Your research has to be compared to or analyzed against BrasilAgro Companhia's peers to derive any actionable benefits. When done correctly, BrasilAgro Companhia'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 BrasilAgro Companhia.

Other Forecasting Options for BrasilAgro Companhia

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

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

BrasilAgro Companhia 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 BrasilAgro Companhia'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 BrasilAgro Companhia's current price.

BrasilAgro Companhia Market Strength Events

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

BrasilAgro Companhia Risk Indicators

The analysis of BrasilAgro Companhia'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 BrasilAgro Companhia's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting brasilagro 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 BrasilAgro Stock Analysis

When running BrasilAgro Companhia's price analysis, check to measure BrasilAgro Companhia'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 BrasilAgro Companhia is operating at the current time. Most of BrasilAgro Companhia's value examination focuses on studying past and present price action to predict the probability of BrasilAgro Companhia's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move BrasilAgro Companhia's price. Additionally, you may evaluate how the addition of BrasilAgro Companhia to your portfolios can decrease your overall portfolio volatility.