Aneka Gas Stock Forecast - Simple Regression

AGII Stock  IDR 1,705  5.00  0.29%   
The Simple Regression forecasted value of Aneka Gas Industri on the next trading day is expected to be 1,827 with a mean absolute deviation of  66.80  and the sum of the absolute errors of 4,075. Aneka Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Aneka Gas stock prices and determine the direction of Aneka Gas Industri's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Aneka Gas' historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Aneka Gas to cross-verify your projections.
  
Most investors in Aneka Gas cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the Aneka Gas' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Aneka Gas' price structures and extracts relationships that further increase the generated results' accuracy.
Simple Regression model is a single variable regression model that attempts to put a straight line through Aneka Gas price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

Aneka Gas Simple Regression Price Forecast For the 3rd of June

Given 90 days horizon, the Simple Regression forecasted value of Aneka Gas Industri on the next trading day is expected to be 1,827 with a mean absolute deviation of 66.80, mean absolute percentage error of 5,439, and the sum of the absolute errors of 4,075.
Please note that although there have been many attempts to predict Aneka 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 Aneka Gas' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Aneka Gas Stock Forecast Pattern

Backtest Aneka GasAneka Gas Price PredictionBuy or Sell Advice 

Aneka Gas Forecasted Value

In the context of forecasting Aneka Gas' 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. Aneka Gas' downside and upside margins for the forecasting period are 1,826 and 1,829, respectively. We have considered Aneka Gas' 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
1,705
1,827
Expected Value
1,829
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of Aneka Gas stock data series using in forecasting. Note that when a statistical model is used to represent Aneka Gas 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 Criteria126.7119
BiasArithmetic mean of the errors None
MADMean absolute deviation66.7989
MAPEMean absolute percentage error0.0401
SAESum of the absolute errors4074.7319
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Aneka Gas Industri historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for Aneka Gas

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Aneka Gas Industri. 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Aneka Gas' price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.
Hype
Prediction
LowEstimatedHigh
1,7031,7051,707
Details
Intrinsic
Valuation
LowRealHigh
1,5471,5491,876
Details
Bollinger
Band Projection (param)
LowMiddleHigh
1,6291,7301,831
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Aneka Gas. Your research has to be compared to or analyzed against Aneka Gas' peers to derive any actionable benefits. When done correctly, Aneka Gas' competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in Aneka Gas Industri.

Other Forecasting Options for Aneka Gas

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

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

Aneka Gas Industri 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 Aneka Gas' 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 Aneka Gas' current price.

Aneka Gas Market Strength Events

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

Aneka Gas Risk Indicators

The analysis of Aneka Gas' 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 Aneka Gas' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting aneka 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.

Becoming a Better Investor with Macroaxis

Macroaxis puts the power of mathematics on your side. We analyze your portfolios and positions such as Aneka Gas Industri using complex mathematical models and algorithms, but make them easy to understand. There is no real person involved in your portfolio analysis. We perform a number of calculations to compute absolute and relative portfolio volatility, correlation between your assets, value at risk, expected return as well as over 100 different fundamental and technical indicators.

Build Optimal Portfolios

Align your risk with return expectations

By capturing your risk tolerance and investment horizon Macroaxis technology of instant portfolio optimization will compute exactly how much risk is acceptable for your desired return expectations
Check out Historical Fundamental Analysis of Aneka Gas to cross-verify your projections.
You can also try the Watchlist Optimization module to optimize watchlists to build efficient portfolios or rebalance existing positions based on the mean-variance optimization algorithm.

Complementary Tools for Aneka Stock analysis

When running Aneka Gas' price analysis, check to measure Aneka Gas' market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Aneka Gas is operating at the current time. Most of Aneka Gas' value examination focuses on studying past and present price action to predict the probability of Aneka Gas' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Aneka Gas' price. Additionally, you may evaluate how the addition of Aneka Gas to your portfolios can decrease your overall portfolio volatility.
ETFs
Find actively traded Exchange Traded Funds (ETF) from around the world
Instant Ratings
Determine any equity ratings based on digital recommendations. Macroaxis instant equity ratings are based on combination of fundamental analysis and risk-adjusted market performance
Portfolio Suggestion
Get suggestions outside of your existing asset allocation including your own model portfolios
Portfolio Center
All portfolio management and optimization tools to improve performance of your portfolios
Correlation Analysis
Reduce portfolio risk simply by holding instruments which are not perfectly correlated
Stocks Directory
Find actively traded stocks across global markets
Please note, there is a significant difference between Aneka Gas' value and its price as these two are different measures arrived at by different means. Investors typically determine if Aneka Gas is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Aneka Gas' price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.