Astra Agro Stock Forecast - Simple Exponential Smoothing

AALI Stock  IDR 6,275  50.00  0.80%   
The Simple Exponential Smoothing forecasted value of Astra Agro Lestari on the next trading day is expected to be 6,274 with a mean absolute deviation of 66.13 and the sum of the absolute errors of 4,034. Astra Stock Forecast is based on your current time horizon.
  
Astra Agro 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 Astra Agro Lestari are weighted equally, Exponential Smoothing assigns exponentially decreasing weights as Astra Agro Lestari prices get older.

Astra Agro Simple Exponential Smoothing Price Forecast For the 12th of December 2024

Given 90 days horizon, the Simple Exponential Smoothing forecasted value of Astra Agro Lestari on the next trading day is expected to be 6,274 with a mean absolute deviation of 66.13, mean absolute percentage error of 7,258, and the sum of the absolute errors of 4,034.
Please note that although there have been many attempts to predict Astra 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 Astra Agro's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Astra Agro Stock Forecast Pattern

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Astra Agro Forecasted Value

In the context of forecasting Astra 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. Astra Agro's downside and upside margins for the forecasting period are 6,273 and 6,275, respectively. We have considered Astra 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
6,275
6,274
Expected Value
6,275
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 Astra Agro stock data series using in forecasting. Note that when a statistical model is used to represent Astra 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 Criteria127.0004
BiasArithmetic mean of the errors -0.0677
MADMean absolute deviation66.1334
MAPEMean absolute percentage error0.0101
SAESum of the absolute errors4034.1349
This simple exponential smoothing model begins by setting Astra Agro Lestari forecast for the second period equal to the observation of the first period. In other words, recent Astra Agro observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Astra 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 Astra Agro Lestari. 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
6,2746,2756,276
Details
Intrinsic
Valuation
LowRealHigh
5,4585,4596,902
Details
Bollinger
Band Projection (param)
LowMiddleHigh
6,1956,2426,289
Details

Other Forecasting Options for Astra Agro

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

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

Astra Agro Lestari 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 Astra 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 Astra Agro's current price.

Astra Agro Market Strength Events

Market strength indicators help investors to evaluate how Astra 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 Astra Agro shares will generate the highest return on investment. By undertsting and applying Astra Agro stock market strength indicators, traders can identify Astra Agro Lestari entry and exit signals to maximize returns.

Astra Agro Risk Indicators

The analysis of Astra 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 Astra Agro's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting astra 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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Other Information on Investing in Astra Stock

Astra Agro financial ratios help investors to determine whether Astra 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 Astra with respect to the benefits of owning Astra Agro security.