Guanghui Energy Stock Forecast - Polynomial Regression

600256 Stock   6.49  0.02  0.31%   
The Polynomial Regression forecasted value of Guanghui Energy Co on the next trading day is expected to be 6.66 with a mean absolute deviation of 0.14 and the sum of the absolute errors of 8.50. Guanghui Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Guanghui Energy stock prices and determine the direction of Guanghui Energy Co's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Guanghui Energy's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
At present, Guanghui Energy's Other Current Liabilities is projected to increase significantly based on the last few years of reporting. The current year's Total Stockholder Equity is expected to grow to about 35 B, whereas Total Assets are forecasted to decline to about 38.8 B.
Guanghui Energy polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Guanghui Energy Co as well as the accuracy indicators are determined from the period prices.

Guanghui Energy Polynomial Regression Price Forecast For the 5th of January

Given 90 days horizon, the Polynomial Regression forecasted value of Guanghui Energy Co on the next trading day is expected to be 6.66 with a mean absolute deviation of 0.14, mean absolute percentage error of 0.03, and the sum of the absolute errors of 8.50.
Please note that although there have been many attempts to predict Guanghui 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 Guanghui Energy's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Guanghui Energy Stock Forecast Pattern

Backtest Guanghui EnergyGuanghui Energy Price PredictionBuy or Sell Advice 

Guanghui Energy Forecasted Value

In the context of forecasting Guanghui Energy'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. Guanghui Energy's downside and upside margins for the forecasting period are 4.78 and 8.53, respectively. We have considered Guanghui Energy'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
6.49
6.66
Expected Value
8.53
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 Guanghui Energy stock data series using in forecasting. Note that when a statistical model is used to represent Guanghui Energy 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 Criteria114.6341
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1393
MAPEMean absolute percentage error0.0185
SAESum of the absolute errors8.4965
A single variable polynomial regression model attempts to put a curve through the Guanghui Energy 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 Guanghui Energy

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Guanghui Energy. 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
4.626.498.36
Details
Intrinsic
Valuation
LowRealHigh
3.975.847.71
Details
Earnings
Estimates (0)
LowProjected EPSHigh
0.000.000.00
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Guanghui Energy. Your research has to be compared to or analyzed against Guanghui Energy's peers to derive any actionable benefits. When done correctly, Guanghui Energy's 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 Guanghui Energy.

Other Forecasting Options for Guanghui Energy

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

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

Guanghui Energy 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 Guanghui Energy'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 Guanghui Energy's current price.

Guanghui Energy Market Strength Events

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

Guanghui Energy Risk Indicators

The analysis of Guanghui Energy'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 Guanghui Energy's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting guanghui 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.

Currently Active Assets on Macroaxis

Other Information on Investing in Guanghui Stock

Guanghui Energy financial ratios help investors to determine whether Guanghui 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 Guanghui with respect to the benefits of owning Guanghui Energy security.