Ryanair Holdings Stock Forecast - Polynomial Regression

0RYA Stock   1,534  20.00  1.29%   
The Polynomial Regression forecasted value of Ryanair Holdings plc on the next trading day is expected to be 1,588 with a mean absolute deviation of 30.18 and the sum of the absolute errors of 1,841. Ryanair Stock Forecast is based on your current time horizon. Although Ryanair Holdings' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Ryanair Holdings' systematic risk associated with finding meaningful patterns of Ryanair Holdings fundamentals over time.
  
At this time, Ryanair Holdings' Common Stock Shares Outstanding is quite stable compared to the past year. Total Liabilities is expected to rise to about 10.2 B this year, although the value of Total Current Liabilities will most likely fall to about 5.6 B.
Ryanair Holdings polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Ryanair Holdings plc as well as the accuracy indicators are determined from the period prices.

Ryanair Holdings Polynomial Regression Price Forecast For the 27th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Ryanair Holdings plc on the next trading day is expected to be 1,588 with a mean absolute deviation of 30.18, mean absolute percentage error of 1,274, and the sum of the absolute errors of 1,841.
Please note that although there have been many attempts to predict Ryanair 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 Ryanair Holdings' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Ryanair Holdings Stock Forecast Pattern

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Ryanair Holdings Forecasted Value

In the context of forecasting Ryanair Holdings' 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. Ryanair Holdings' downside and upside margins for the forecasting period are 1,586 and 1,591, respectively. We have considered Ryanair Holdings' 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
1,534
1,588
Expected Value
1,591
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 Ryanair Holdings stock data series using in forecasting. Note that when a statistical model is used to represent Ryanair Holdings 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 Criteria125.2602
BiasArithmetic mean of the errors None
MADMean absolute deviation30.1848
MAPEMean absolute percentage error0.0213
SAESum of the absolute errors1841.2702
A single variable polynomial regression model attempts to put a curve through the Ryanair Holdings 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 Ryanair Holdings

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Ryanair Holdings plc. 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
1,3811,5441,546
Details
Intrinsic
Valuation
LowRealHigh
1,4731,4761,687
Details

Other Forecasting Options for Ryanair Holdings

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

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

Ryanair Holdings plc 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 Ryanair Holdings' 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 Ryanair Holdings' current price.

Ryanair Holdings Market Strength Events

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

Ryanair Holdings Risk Indicators

The analysis of Ryanair Holdings' 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 Ryanair Holdings' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ryanair 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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When determining whether Ryanair Holdings plc offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Ryanair Holdings' financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Ryanair Holdings Plc Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Ryanair Holdings Plc Stock:
Check out Historical Fundamental Analysis of Ryanair Holdings to cross-verify your projections.
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Please note, there is a significant difference between Ryanair Holdings' value and its price as these two are different measures arrived at by different means. Investors typically determine if Ryanair Holdings is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Ryanair Holdings' price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.