Astral Foods Stock Forecast - Simple Moving Average

ARL Stock   18,987  987.00  5.48%   
The Simple Moving Average forecasted value of Astral Foods on the next trading day is expected to be 18,494 with a mean absolute deviation of 186.03 and the sum of the absolute errors of 10,976. Investors can use prediction functions to forecast Astral Foods' stock prices and determine the direction of Astral Foods'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 Astral Foods' 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 inflation.
  
A two period moving average forecast for Astral Foods is based on an daily price series in which the stock price on a given day is replaced by the mean of that price and the preceding price. This model is best suited to price patterns experiencing average volatility.

Astral Foods Simple Moving Average Price Forecast For the 23rd of November

Given 90 days horizon, the Simple Moving Average forecasted value of Astral Foods on the next trading day is expected to be 18,494 with a mean absolute deviation of 186.03, mean absolute percentage error of 77,431, and the sum of the absolute errors of 10,976.
Please note that although there have been many attempts to predict Astral 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 Astral Foods' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Astral Foods Stock Forecast Pattern

Astral Foods Forecasted Value

In the context of forecasting Astral Foods' 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. Astral Foods' downside and upside margins for the forecasting period are 18,492 and 18,495, respectively. We have considered Astral Foods' 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
18,987
18,492
Downside
18,494
Expected Value
18,495
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Moving Average forecasting method's relative quality and the estimations of the prediction error of Astral Foods stock data series using in forecasting. Note that when a statistical model is used to represent Astral Foods 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 Criteria125.6919
BiasArithmetic mean of the errors -30.7119
MADMean absolute deviation186.0339
MAPEMean absolute percentage error0.0104
SAESum of the absolute errors10976.0
The simple moving average model is conceptually a linear regression of the current value of Astral Foods price series against current and previous (unobserved) value of Astral Foods. In time series analysis, the simple moving-average model is a very common approach for modeling univariate price series models including forecasting prices into the future

Predictive Modules for Astral Foods

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Astral Foods. 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 Astral Foods

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

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

Astral Foods 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 Astral Foods' 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 Astral Foods' current price.

Astral Foods Market Strength Events

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

Astral Foods Risk Indicators

The analysis of Astral Foods' 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 Astral Foods' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting astral 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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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.