IZDEMIR Enerji Stock Forecast - Polynomial Regression

IZENR Stock   21.14  0.06  0.28%   
The Polynomial Regression forecasted value of IZDEMIR Enerji Elektrik on the next trading day is expected to be 20.55 with a mean absolute deviation of 0.80 and the sum of the absolute errors of 49.77. Investors can use prediction functions to forecast IZDEMIR Enerji's stock prices and determine the direction of IZDEMIR Enerji Elektrik's future trends based on various well-known forecasting models. However, exclusively looking at the historical price movement is usually misleading. We recommend always using this module together with an analysis of IZDEMIR Enerji's historical fundamentals, such as revenue growth or operating cash flow patterns. Check out Risk vs Return Analysis 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 metropolitan statistical area.
  
IZDEMIR Enerji polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for IZDEMIR Enerji Elektrik as well as the accuracy indicators are determined from the period prices.

IZDEMIR Enerji Polynomial Regression Price Forecast For the 30th of November

Given 90 days horizon, the Polynomial Regression forecasted value of IZDEMIR Enerji Elektrik on the next trading day is expected to be 20.55 with a mean absolute deviation of 0.80, mean absolute percentage error of 1.09, and the sum of the absolute errors of 49.77.
Please note that although there have been many attempts to predict IZDEMIR 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 IZDEMIR Enerji's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

IZDEMIR Enerji Stock Forecast Pattern

IZDEMIR Enerji Forecasted Value

In the context of forecasting IZDEMIR Enerji'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. IZDEMIR Enerji's downside and upside margins for the forecasting period are 17.55 and 23.55, respectively. We have considered IZDEMIR Enerji'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
21.14
20.55
Expected Value
23.55
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 IZDEMIR Enerji stock data series using in forecasting. Note that when a statistical model is used to represent IZDEMIR Enerji 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 Criteria120.0379
BiasArithmetic mean of the errors None
MADMean absolute deviation0.8027
MAPEMean absolute percentage error0.0408
SAESum of the absolute errors49.7666
A single variable polynomial regression model attempts to put a curve through the IZDEMIR Enerji 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 IZDEMIR Enerji

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as IZDEMIR Enerji Elektrik. 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.

Other Forecasting Options for IZDEMIR Enerji

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

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

IZDEMIR Enerji Elektrik 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 IZDEMIR Enerji'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 IZDEMIR Enerji's current price.

IZDEMIR Enerji Market Strength Events

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

IZDEMIR Enerji Risk Indicators

The analysis of IZDEMIR Enerji'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 IZDEMIR Enerji's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting izdemir 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

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