Air Liquide Stock Forecast - Polynomial Regression

AI Stock  EUR 160.24  0.98  0.62%   
The Polynomial Regression forecasted value of Air Liquide SA on the next trading day is expected to be 156.44 with a mean absolute deviation of 1.65 and the sum of the absolute errors of 100.70. Air Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Air Liquide stock prices and determine the direction of Air Liquide SA's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Air Liquide's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Air Liquide polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Air Liquide SA as well as the accuracy indicators are determined from the period prices.

Air Liquide Polynomial Regression Price Forecast For the 23rd of November

Given 90 days horizon, the Polynomial Regression forecasted value of Air Liquide SA on the next trading day is expected to be 156.44 with a mean absolute deviation of 1.65, mean absolute percentage error of 4.48, and the sum of the absolute errors of 100.70.
Please note that although there have been many attempts to predict Air 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 Air Liquide's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Air Liquide Stock Forecast Pattern

Backtest Air LiquideAir Liquide Price PredictionBuy or Sell Advice 

Air Liquide Forecasted Value

In the context of forecasting Air Liquide'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. Air Liquide's downside and upside margins for the forecasting period are 155.32 and 157.56, respectively. We have considered Air Liquide'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
160.24
155.32
Downside
156.44
Expected Value
157.56
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 Air Liquide stock data series using in forecasting. Note that when a statistical model is used to represent Air Liquide 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 Criteria119.6092
BiasArithmetic mean of the errors None
MADMean absolute deviation1.6508
MAPEMean absolute percentage error0.0098
SAESum of the absolute errors100.7008
A single variable polynomial regression model attempts to put a curve through the Air Liquide 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 Air Liquide

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Air Liquide SA. 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
158.14159.26160.38
Details
Intrinsic
Valuation
LowRealHigh
135.96137.08175.19
Details
Bollinger
Band Projection (param)
LowMiddleHigh
156.32163.91171.51
Details

Other Forecasting Options for Air Liquide

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

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

Air Liquide SA 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 Air Liquide'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 Air Liquide's current price.

Air Liquide Market Strength Events

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

Air Liquide Risk Indicators

The analysis of Air Liquide'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 Air Liquide's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting air 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.

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

Other Information on Investing in Air Stock

Air Liquide financial ratios help investors to determine whether Air 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 Air with respect to the benefits of owning Air Liquide security.