Altern Energy Stock Forecast - Polynomial Regression

ALTN Stock   23.91  0.85  3.69%   
The Polynomial Regression forecasted value of Altern Energy on the next trading day is expected to be 24.23 with a mean absolute deviation of 0.29 and the sum of the absolute errors of 17.76. Altern Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Altern Energy stock prices and determine the direction of Altern Energy's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Altern Energy's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Altern Energy polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Altern Energy as well as the accuracy indicators are determined from the period prices.

Altern Energy Polynomial Regression Price Forecast For the 7th of January

Given 90 days horizon, the Polynomial Regression forecasted value of Altern Energy on the next trading day is expected to be 24.23 with a mean absolute deviation of 0.29, mean absolute percentage error of 0.14, and the sum of the absolute errors of 17.76.
Please note that although there have been many attempts to predict Altern 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 Altern Energy's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Altern Energy Stock Forecast Pattern

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Altern Energy Forecasted Value

In the context of forecasting Altern 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. Altern Energy's downside and upside margins for the forecasting period are 22.25 and 26.21, respectively. We have considered Altern 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
23.91
24.23
Expected Value
26.21
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 Altern Energy stock data series using in forecasting. Note that when a statistical model is used to represent Altern 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 Criteria116.1538
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2911
MAPEMean absolute percentage error0.0158
SAESum of the absolute errors17.7568
A single variable polynomial regression model attempts to put a curve through the Altern 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 Altern 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 Altern 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
21.0823.0625.04
Details
Intrinsic
Valuation
LowRealHigh
19.3221.3023.28
Details

Other Forecasting Options for Altern Energy

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

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

Altern 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 Altern 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 Altern Energy's current price.

Altern Energy Market Strength Events

Market strength indicators help investors to evaluate how Altern 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 Altern Energy shares will generate the highest return on investment. By undertsting and applying Altern Energy stock market strength indicators, traders can identify Altern Energy entry and exit signals to maximize returns.

Altern Energy Risk Indicators

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

Pair Trading with Altern Energy

One of the main advantages of trading using pair correlations is that every trade hedges away some risk. Because there are two separate transactions required, even if Altern Energy position performs unexpectedly, the other equity can make up some of the losses. Pair trading also minimizes risk from directional movements in the market. For example, if an entire industry or sector drops because of unexpected headlines, the short position in Altern Energy will appreciate offsetting losses from the drop in the long position's value.

Moving together with Altern Stock

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  0.95PSO Pakistan State OilPairCorr
  0.89PPL Pakistan PetroleumPairCorr
  0.96ENGRO EngroPairCorr
  0.75LUCK Lucky CementPairCorr
The ability to find closely correlated positions to Altern Energy could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Altern Energy when you sell it. If you don't do this, your portfolio allocation will be skewed against your target asset allocation. So, investors can't just sell and buy back Altern Energy - that would be a violation of the tax code under the "wash sale" rule, and this is why you need to find a similar enough asset and use the proceeds from selling Altern Energy to buy it.
The correlation of Altern Energy is a statistical measure of how it moves in relation to other instruments. This measure is expressed in what is known as the correlation coefficient, which ranges between -1 and +1. A perfect positive correlation (i.e., a correlation coefficient of +1) implies that as Altern Energy moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Altern Energy moves in either direction, the perfectly negatively correlated security will move in the opposite direction. If the correlation is 0, the equities are not correlated; they are entirely random. A correlation greater than 0.8 is generally described as strong, whereas a correlation less than 0.5 is generally considered weak.
Correlation analysis and pair trading evaluation for Altern Energy can also be used as hedging techniques within a particular sector or industry or even over random equities to generate a better risk-adjusted return on your portfolios.
Pair CorrelationCorrelation Matching

Other Information on Investing in Altern Stock

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