Aofu Environmental Stock Forecast - Polynomial Regression

688021 Stock   11.64  0.21  1.84%   
The Polynomial Regression forecasted value of Aofu Environmental Technology on the next trading day is expected to be 11.13 with a mean absolute deviation of 0.36 and the sum of the absolute errors of 22.05. Aofu Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Aofu Environmental stock prices and determine the direction of Aofu Environmental Technology's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Aofu Environmental's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
At present, Aofu Environmental's Cash is projected to increase significantly based on the last few years of reporting. The current year's Other Assets is expected to grow to about 77.7 M, whereas Total Assets are forecasted to decline to about 1.1 B.
Aofu Environmental polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Aofu Environmental Technology as well as the accuracy indicators are determined from the period prices.

Aofu Environmental Polynomial Regression Price Forecast For the 27th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Aofu Environmental Technology on the next trading day is expected to be 11.13 with a mean absolute deviation of 0.36, mean absolute percentage error of 0.24, and the sum of the absolute errors of 22.05.
Please note that although there have been many attempts to predict Aofu 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 Aofu Environmental's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Aofu Environmental Stock Forecast Pattern

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Aofu Environmental Forecasted Value

In the context of forecasting Aofu Environmental'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. Aofu Environmental's downside and upside margins for the forecasting period are 7.24 and 15.02, respectively. We have considered Aofu Environmental'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
11.64
11.13
Expected Value
15.02
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 Aofu Environmental stock data series using in forecasting. Note that when a statistical model is used to represent Aofu Environmental 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 Criteria118.5079
BiasArithmetic mean of the errors None
MADMean absolute deviation0.3557
MAPEMean absolute percentage error0.0373
SAESum of the absolute errors22.0547
A single variable polynomial regression model attempts to put a curve through the Aofu Environmental 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 Aofu Environmental

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Aofu Environmental. 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
7.7111.5715.43
Details
Intrinsic
Valuation
LowRealHigh
5.269.1212.98
Details
Bollinger
Band Projection (param)
LowMiddleHigh
11.0611.9512.85
Details
Earnings
Estimates (0)
LowProjected EPSHigh
0.080.140.22
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Aofu Environmental. Your research has to be compared to or analyzed against Aofu Environmental's peers to derive any actionable benefits. When done correctly, Aofu Environmental'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 Aofu Environmental.

Other Forecasting Options for Aofu Environmental

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

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

Aofu Environmental 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 Aofu Environmental'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 Aofu Environmental's current price.

Aofu Environmental Market Strength Events

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

Aofu Environmental Risk Indicators

The analysis of Aofu Environmental'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 Aofu Environmental's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting aofu 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 Aofu Stock

Aofu Environmental financial ratios help investors to determine whether Aofu 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 Aofu with respect to the benefits of owning Aofu Environmental security.