Pertamina Geothermal Stock Forecast - Polynomial Regression

PGEO Stock   955.00  5.00  0.52%   
The Polynomial Regression forecasted value of Pertamina Geothermal Energy on the next trading day is expected to be 963.09 with a mean absolute deviation of 16.03 and the sum of the absolute errors of 977.92. Investors can use prediction functions to forecast Pertamina Geothermal's stock prices and determine the direction of Pertamina Geothermal Energy'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 Pertamina Geothermal's historical fundamentals, such as revenue growth or operating cash flow patterns. Check out Your Equity Center 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 board of governors.
  
Pertamina Geothermal polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Pertamina Geothermal Energy as well as the accuracy indicators are determined from the period prices.

Pertamina Geothermal Polynomial Regression Price Forecast For the 17th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of Pertamina Geothermal Energy on the next trading day is expected to be 963.09 with a mean absolute deviation of 16.03, mean absolute percentage error of 385.51, and the sum of the absolute errors of 977.92.
Please note that although there have been many attempts to predict Pertamina 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 Pertamina Geothermal's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Pertamina Geothermal Stock Forecast Pattern

Pertamina Geothermal Forecasted Value

In the context of forecasting Pertamina Geothermal'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. Pertamina Geothermal's downside and upside margins for the forecasting period are 961.64 and 964.54, respectively. We have considered Pertamina Geothermal'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
955.00
961.64
Downside
963.09
Expected Value
964.54
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 Pertamina Geothermal stock data series using in forecasting. Note that when a statistical model is used to represent Pertamina Geothermal 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 Criteria124.0651
BiasArithmetic mean of the errors None
MADMean absolute deviation16.0315
MAPEMean absolute percentage error0.0147
SAESum of the absolute errors977.9239
A single variable polynomial regression model attempts to put a curve through the Pertamina Geothermal 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 Pertamina Geothermal

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

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

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

Pertamina Geothermal 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 Pertamina Geothermal'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 Pertamina Geothermal's current price.

Pertamina Geothermal Market Strength Events

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

Pertamina Geothermal Risk Indicators

The analysis of Pertamina Geothermal'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 Pertamina Geothermal's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting pertamina 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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