Astra Graphia Stock Forecast - Polynomial Regression

ASGR Stock  IDR 850.00  10.00  1.16%   
The Polynomial Regression forecasted value of Astra Graphia Tbk on the next trading day is expected to be 841.98 with a mean absolute deviation of 8.50 and the sum of the absolute errors of 518.22. Astra Stock Forecast is based on your current time horizon.
  
Astra Graphia polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Astra Graphia Tbk as well as the accuracy indicators are determined from the period prices.

Astra Graphia Polynomial Regression Price Forecast For the 3rd of December

Given 90 days horizon, the Polynomial Regression forecasted value of Astra Graphia Tbk on the next trading day is expected to be 841.98 with a mean absolute deviation of 8.50, mean absolute percentage error of 109.21, and the sum of the absolute errors of 518.22.
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 Graphia's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Astra Graphia Stock Forecast Pattern

Backtest Astra GraphiaAstra Graphia Price PredictionBuy or Sell Advice 

Astra Graphia Forecasted Value

In the context of forecasting Astra Graphia'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 Graphia's downside and upside margins for the forecasting period are 840.87 and 843.09, respectively. We have considered Astra Graphia'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
850.00
840.87
Downside
841.98
Expected Value
843.09
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 Astra Graphia stock data series using in forecasting. Note that when a statistical model is used to represent Astra Graphia 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 Criteria122.8037
BiasArithmetic mean of the errors None
MADMean absolute deviation8.4955
MAPEMean absolute percentage error0.0099
SAESum of the absolute errors518.2229
A single variable polynomial regression model attempts to put a curve through the Astra Graphia 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 Astra Graphia

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 Graphia Tbk. 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
848.89850.00851.11
Details
Intrinsic
Valuation
LowRealHigh
714.36715.47935.00
Details
Bollinger
Band Projection (param)
LowMiddleHigh
838.17867.02895.87
Details

Other Forecasting Options for Astra Graphia

For every potential investor in Astra, whether a beginner or expert, Astra Graphia'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 Graphia's price trends.

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

Astra Graphia Tbk 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 Graphia'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 Graphia's current price.

Astra Graphia Market Strength Events

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

Astra Graphia Risk Indicators

The analysis of Astra Graphia'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 Graphia'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.

Building efficient market-beating portfolios requires time, education, and a lot of computing power!

The Portfolio Architect is an AI-driven system that provides multiple benefits to our users by leveraging cutting-edge machine learning algorithms, statistical analysis, and predictive modeling to automate the process of asset selection and portfolio construction, saving time and reducing human error for individual and institutional investors.

Try AI Portfolio Architect

Other Information on Investing in Astra Stock

Astra Graphia 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 Graphia security.