Gudang Garam Stock Forecast - Polynomial Regression

GGRM Stock  IDR 13,025  175.00  1.33%   
The Polynomial Regression forecasted value of Gudang Garam Tbk on the next trading day is expected to be 12,580 with a mean absolute deviation of 274.61 and the sum of the absolute errors of 16,751. Gudang Stock Forecast is based on your current time horizon.
  
Gudang Garam polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Gudang Garam Tbk as well as the accuracy indicators are determined from the period prices.

Gudang Garam Polynomial Regression Price Forecast For the 26th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Gudang Garam Tbk on the next trading day is expected to be 12,580 with a mean absolute deviation of 274.61, mean absolute percentage error of 124,604, and the sum of the absolute errors of 16,751.
Please note that although there have been many attempts to predict Gudang 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 Gudang Garam's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Gudang Garam Stock Forecast Pattern

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Gudang Garam Forecasted Value

In the context of forecasting Gudang Garam'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. Gudang Garam's downside and upside margins for the forecasting period are 12,579 and 12,582, respectively. We have considered Gudang Garam'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
13,025
12,579
Downside
12,580
Expected Value
12,582
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 Gudang Garam stock data series using in forecasting. Note that when a statistical model is used to represent Gudang Garam 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 Criteria129.8434
BiasArithmetic mean of the errors None
MADMean absolute deviation274.6085
MAPEMean absolute percentage error0.0187
SAESum of the absolute errors16751.119
A single variable polynomial regression model attempts to put a curve through the Gudang Garam 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 Gudang Garam

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Gudang Garam 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
13,02413,02513,026
Details
Intrinsic
Valuation
LowRealHigh
10,54910,55014,328
Details
Bollinger
Band Projection (param)
LowMiddleHigh
12,96313,24413,524
Details

Other Forecasting Options for Gudang Garam

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

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

Gudang Garam 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 Gudang Garam'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 Gudang Garam's current price.

Gudang Garam Market Strength Events

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

Gudang Garam Risk Indicators

The analysis of Gudang Garam'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 Gudang Garam's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting gudang 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 Gudang Stock

Gudang Garam financial ratios help investors to determine whether Gudang 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 Gudang with respect to the benefits of owning Gudang Garam security.