ALERION CLEANPOWER Stock Forecast - Polynomial Regression

FCW3 Stock  EUR 17.80  0.50  2.89%   
The Polynomial Regression forecasted value of ALERION CLEANPOWER on the next trading day is expected to be 18.22 with a mean absolute deviation of 0.29 and the sum of the absolute errors of 17.75. ALERION Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of ALERION CLEANPOWER's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
ALERION CLEANPOWER polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for ALERION CLEANPOWER as well as the accuracy indicators are determined from the period prices.

ALERION CLEANPOWER Polynomial Regression Price Forecast For the 3rd of December

Given 90 days horizon, the Polynomial Regression forecasted value of ALERION CLEANPOWER on the next trading day is expected to be 18.22 with a mean absolute deviation of 0.29, mean absolute percentage error of 0.15, and the sum of the absolute errors of 17.75.
Please note that although there have been many attempts to predict ALERION 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 ALERION CLEANPOWER's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

ALERION CLEANPOWER Stock Forecast Pattern

Backtest ALERION CLEANPOWERALERION CLEANPOWER Price PredictionBuy or Sell Advice 

ALERION CLEANPOWER Forecasted Value

In the context of forecasting ALERION CLEANPOWER'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. ALERION CLEANPOWER's downside and upside margins for the forecasting period are 15.57 and 20.88, respectively. We have considered ALERION CLEANPOWER'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
17.80
18.22
Expected Value
20.88
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 ALERION CLEANPOWER stock data series using in forecasting. Note that when a statistical model is used to represent ALERION CLEANPOWER 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 Criteria116.2094
BiasArithmetic mean of the errors None
MADMean absolute deviation0.291
MAPEMean absolute percentage error0.0183
SAESum of the absolute errors17.7506
A single variable polynomial regression model attempts to put a curve through the ALERION CLEANPOWER 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 ALERION CLEANPOWER

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as ALERION CLEANPOWER. 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
15.1417.8020.46
Details
Intrinsic
Valuation
LowRealHigh
11.6214.2819.58
Details
Bollinger
Band Projection (param)
LowMiddleHigh
14.0315.7817.54
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as ALERION CLEANPOWER. Your research has to be compared to or analyzed against ALERION CLEANPOWER's peers to derive any actionable benefits. When done correctly, ALERION CLEANPOWER'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 ALERION CLEANPOWER.

Other Forecasting Options for ALERION CLEANPOWER

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

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

ALERION CLEANPOWER 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 ALERION CLEANPOWER'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 ALERION CLEANPOWER's current price.

ALERION CLEANPOWER Market Strength Events

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

ALERION CLEANPOWER Risk Indicators

The analysis of ALERION CLEANPOWER'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 ALERION CLEANPOWER's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting alerion 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 ALERION Stock

ALERION CLEANPOWER financial ratios help investors to determine whether ALERION 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 ALERION with respect to the benefits of owning ALERION CLEANPOWER security.