Air Products Stock Forecast - Naive Prediction

AP3 Stock  EUR 302.50  1.80  0.59%   
The Naive Prediction forecasted value of Air Products and on the next trading day is expected to be 278.78 with a mean absolute deviation of 4.91 and the sum of the absolute errors of 299.80. Air Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Air Products' historical fundamentals, such as revenue growth or operating cash flow patterns.
  
A naive forecasting model for Air Products is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Air Products and value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period.

Air Products Naive Prediction Price Forecast For the 12th of December 2024

Given 90 days horizon, the Naive Prediction forecasted value of Air Products and on the next trading day is expected to be 278.78 with a mean absolute deviation of 4.91, mean absolute percentage error of 39.94, and the sum of the absolute errors of 299.80.
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 Products' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Air Products Stock Forecast Pattern

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Air Products Forecasted Value

In the context of forecasting Air Products' 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 Products' downside and upside margins for the forecasting period are 276.87 and 280.70, respectively. We have considered Air Products' 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
302.50
276.87
Downside
278.78
Expected Value
280.70
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of Air Products stock data series using in forecasting. Note that when a statistical model is used to represent Air Products 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 Criteria121.7978
BiasArithmetic mean of the errors None
MADMean absolute deviation4.9148
MAPEMean absolute percentage error0.0171
SAESum of the absolute errors299.8043
This model is not at all useful as a medium-long range forecasting tool of Air Products and. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Air Products. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

Predictive Modules for Air Products

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 Products. 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
300.58302.50304.42
Details
Intrinsic
Valuation
LowRealHigh
272.25348.07349.99
Details
Bollinger
Band Projection (param)
LowMiddleHigh
277.62301.33325.03
Details

Other Forecasting Options for Air Products

For every potential investor in Air, whether a beginner or expert, Air Products' 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 Products' price trends.

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

Air Products 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 Products' 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 Products' current price.

Air Products Market Strength Events

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

Air Products Risk Indicators

The analysis of Air Products' 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 Products' 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.

Currently Active Assets on Macroaxis

Additional Information and Resources on Investing in Air Stock

When determining whether Air Products is a strong investment it is important to analyze Air Products' competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact Air Products' future performance. For an informed investment choice regarding Air Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Air Products to cross-verify your projections.
You can also try the Bond Analysis module to evaluate and analyze corporate bonds as a potential investment for your portfolios..
Please note, there is a significant difference between Air Products' value and its price as these two are different measures arrived at by different means. Investors typically determine if Air Products is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Air Products' 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.