Advanced Emissions Stock Forecast - Polynomial Regression

ADESDelisted Stock  USD 2.60  0.12  4.84%   
The Polynomial Regression forecasted value of Advanced Emissions Solutions on the next trading day is expected to be 2.43 with a mean absolute deviation of 0.13 and the sum of the absolute errors of 8.19. Advanced Stock Forecast is based on your current time horizon.
  
Advanced Emissions polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Advanced Emissions Solutions as well as the accuracy indicators are determined from the period prices.

Advanced Emissions Polynomial Regression Price Forecast For the 25th of December

Given 90 days horizon, the Polynomial Regression forecasted value of Advanced Emissions Solutions on the next trading day is expected to be 2.43 with a mean absolute deviation of 0.13, mean absolute percentage error of 0.03, and the sum of the absolute errors of 8.19.
Please note that although there have been many attempts to predict Advanced 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 Advanced Emissions' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Advanced Emissions Stock Forecast Pattern

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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 Advanced Emissions stock data series using in forecasting. Note that when a statistical model is used to represent Advanced Emissions 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 Criteria114.539
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1343
MAPEMean absolute percentage error0.0804
SAESum of the absolute errors8.1931
A single variable polynomial regression model attempts to put a curve through the Advanced Emissions 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 Advanced Emissions

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Advanced Emissions. 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 Advanced Emissions' 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
2.602.602.60
Details
Intrinsic
Valuation
LowRealHigh
1.921.922.86
Details

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

Advanced Emissions Market Strength Events

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

Advanced Emissions Risk Indicators

The analysis of Advanced Emissions' 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 Advanced Emissions' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting advanced 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.

Thematic Opportunities

Explore Investment Opportunities

Build portfolios using Macroaxis predefined set of investing ideas. Many of Macroaxis investing ideas can easily outperform a given market. Ideas can also be optimized per your risk profile before portfolio origination is invoked. Macroaxis thematic optimization helps investors identify companies most likely to benefit from changes or shifts in various micro-economic or local macro-level trends. Originating optimal thematic portfolios involves aligning investors' personal views, ideas, and beliefs with their actual investments.
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Check out Trending Equities 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 income.
You can also try the Volatility Analysis module to get historical volatility and risk analysis based on latest market data.

Other Consideration for investing in Advanced Stock

If you are still planning to invest in Advanced Emissions check if it may still be traded through OTC markets such as Pink Sheets or OTC Bulletin Board. You may also purchase it directly from the company, but this is not always possible and may require contacting the company directly. Please note that delisted stocks are often considered to be more risky investments, as they are no longer subject to the same regulatory and reporting requirements as listed stocks. Therefore, it is essential to carefully research the Advanced Emissions' history and understand the potential risks before investing.
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