Naturgy Energy Stock Forecast - Simple Regression

GAN Stock  EUR 23.22  0.38  1.61%   
The Simple Regression forecasted value of Naturgy Energy Group on the next trading day is expected to be 22.88 with a mean absolute deviation of 0.43 and the sum of the absolute errors of 26.39. Naturgy Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Naturgy Energy's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through Naturgy Energy price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

Naturgy Energy Simple Regression Price Forecast For the 14th of December 2024

Given 90 days horizon, the Simple Regression forecasted value of Naturgy Energy Group on the next trading day is expected to be 22.88 with a mean absolute deviation of 0.43, mean absolute percentage error of 0.27, and the sum of the absolute errors of 26.39.
Please note that although there have been many attempts to predict Naturgy 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 Naturgy Energy's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Naturgy Energy Stock Forecast Pattern

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Naturgy Energy Forecasted Value

In the context of forecasting Naturgy 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. Naturgy Energy's downside and upside margins for the forecasting period are 21.03 and 24.74, respectively. We have considered Naturgy 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
23.22
22.88
Expected Value
24.74
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of Naturgy Energy stock data series using in forecasting. Note that when a statistical model is used to represent Naturgy 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 Criteria118.636
BiasArithmetic mean of the errors None
MADMean absolute deviation0.4257
MAPEMean absolute percentage error0.019
SAESum of the absolute errors26.3946
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Naturgy Energy Group historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for Naturgy 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 Naturgy Energy Group. 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
21.3623.2225.08
Details
Intrinsic
Valuation
LowRealHigh
16.6318.4925.54
Details

Other Forecasting Options for Naturgy Energy

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

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

Naturgy Energy Group 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 Naturgy 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 Naturgy Energy's current price.

Naturgy Energy Market Strength Events

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

Naturgy Energy Risk Indicators

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

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Other Information on Investing in Naturgy Stock

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