Air Products Stock Forward View - Simple Regression

AP3 Stock  EUR 242.70  8.10  3.45%   
Air Stock outlook is based on your current time horizon. We suggest always using this module together with an analysis of Air Products' historical fundamentals, such as revenue growth or operating cash flow patterns.
As of 6th of February 2026 the relative strength index (rsi) of Air Products' share price is below 20 . This suggests that the stock is significantly oversold. The fundamental principle of the Relative Strength Index (RSI) is to quantify the velocity at which market participants are driving the price of a financial instrument upwards or downwards.

Momentum 0

 Sell Peaked

 
Oversold
 
Overbought
The successful prediction of Air Products' future price could yield a significant profit. Please, note that this module is not intended to be used solely to calculate an intrinsic value of Air Products and does not consider all of the tangible or intangible factors available from Air Products' fundamental data. We analyze noise-free headlines and recent hype associated with Air Products and, which may create opportunities for some arbitrage if properly timed. Below are the key fundamental drivers impacting Air Products' stock price prediction:
Quarterly Earnings Growth
0.097
Wall Street Target Price
310.77
Quarterly Revenue Growth
0.058
Using Air Products hype-based prediction, you can estimate the value of Air Products and from the perspective of Air Products response to recently generated media hype and the effects of current headlines on its competitors.
The Simple Regression forecasted value of Air Products and on the next trading day is expected to be 223.47 with a mean absolute deviation of 7.58 and the sum of the absolute errors of 470.07.

Air Products after-hype prediction price

    
  EUR 242.52  
There is no one specific way to measure market sentiment using hype analysis or a similar predictive technique. This prediction method should be used in combination with more fundamental and traditional techniques such as stock price forecasting, technical analysis, analysts consensus, earnings estimates, and various momentum models.
  
Check out Historical Fundamental Analysis of Air Products to cross-verify your projections.

Air Products Additional Predictive Modules

Most predictive techniques to examine Air price help traders to determine how to time the market. We provide a combination of tools to recognize potential entry and exit points for Air using various technical indicators. When you analyze Air charts, please remember that the event formation may indicate an entry point for a short seller, and look at other indicators across different periods to confirm that a breakdown or reversion is likely to occur.
Simple Regression model is a single variable regression model that attempts to put a straight line through Air Products 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.

Air Products Simple Regression Price Forecast For the 7th of February

Given 90 days horizon, the Simple Regression forecasted value of Air Products and on the next trading day is expected to be 223.47 with a mean absolute deviation of 7.58, mean absolute percentage error of 81.79, and the sum of the absolute errors of 470.07.
Please note that although there have been many attempts to predict Air Stock prices using its time series forecasting, we generally do not suggest 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

Backtest Air Products  Air Products Price Prediction  Research Analysis  

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 221.27 and 225.67, 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
242.70
221.27
Downside
223.47
Expected Value
225.67
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 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 Criteria124.3525
BiasArithmetic mean of the errors None
MADMean absolute deviation7.5818
MAPEMean absolute percentage error0.035
SAESum of the absolute errors470.0685
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 Air Products and 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 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
240.32242.52244.72
Details
Intrinsic
Valuation
LowRealHigh
179.83182.02266.97
Details
Bollinger
Band Projection (param)
LowMiddleHigh
198.62217.98237.34
Details
Earnings
Estimates (0)
LowProjected EPSHigh
2.232.252.27
Details

Air Products After-Hype Price Density Analysis

As far as predicting the price of Air Products at your current risk attitude, this probability distribution graph shows the chance that the prediction will fall between or within a specific range. We use this chart to confirm that your returns on investing in Air Products or, for that matter, your successful expectations of its future price, cannot be replicated consistently. Please note, a large amount of money has been lost over the years by many investors who confused the symmetrical distributions of Stock prices, such as prices of Air Products, with the unreliable approximations that try to describe financial returns.
   Next price density   
       Expected price to next headline  

Air Products Estimiated After-Hype Price Volatility

In the context of predicting Air Products' stock value on the day after the next significant headline, we show statistically significant boundaries of downside and upside scenarios based on Air Products' historical news coverage. Air Products' after-hype downside and upside margins for the prediction period are 240.32 and 244.72, respectively. We have considered Air Products' daily market price in relation to the headlines to evaluate this method's predictive performance. Remember, however, there is no scientific proof or empirical evidence that news-based prediction models compare with traditional linear, nonlinear models or artificial intelligence models to provide accurate predictions consistently.
Current Value
242.70
240.32
Downside
242.52
After-hype Price
244.72
Upside
Air Products is very steady at this time. Analysis and calculation of next after-hype price of Air Products is based on 3 months time horizon.

Air Products Stock Price Outlook Analysis

Have you ever been surprised when a price of a Company such as Air Products is soaring high without any particular reason? This is usually happening because many institutional investors are aggressively trading Air Products backward and forwards among themselves. Have you ever observed a lot of a particular company's price movement is driven by press releases or news about the company that has nothing to do with actual earnings? Usually, hype to individual companies acts as price momentum. If not enough favorable publicity is forthcoming, the Stock price eventually runs out of speed. So, the rule of thumb here is that as long as this news hype has nothing to do with immediate earnings, you should pay more attention to it. If you see this tendency with Air Products, there might be something going there, and it might present an excellent short sale opportunity.
Expected ReturnPeriod VolatilityHype ElasticityRelated ElasticityNews DensityRelated DensityExpected Hype
  0.16 
2.20
  0.18 
  0.05 
8 Events / Month
1 Events / Month
In about 8 days
Latest traded priceExpected after-news pricePotential return on next major newsAverage after-hype volatility
242.70
242.52
0.07 
200.00  
Notes

Air Products Hype Timeline

Air Products is presently traded for 242.70on Frankfurt Exchange of Germany. The entity has historical hype elasticity of -0.18, and average elasticity to hype of competition of 0.05. Air is estimated to decline in value after the next headline, with the price expected to drop to 242.52. The average volatility of media hype impact on the company price is about 200.0%. The price reduction on the next news is expected to be -0.07%, whereas the daily expected return is presently at 0.16%. The volatility of related hype on Air Products is about 733.33%, with the expected price after the next announcement by competition of 242.75. About 95.0% of the company shares are held by institutions such as insurance companies. The book value of Air Products was presently reported as 58.65. The company recorded a loss per share of 1.24. Air Products last dividend was issued on the 1st of April 2026. Assuming the 90 days horizon the next estimated press release will be in about 8 days.
Check out Historical Fundamental Analysis of Air Products to cross-verify your projections.

Air Products Related Hype Analysis

Having access to credible news sources related to Air Products' direct competition is more important than ever and may enhance your ability to predict Air Products' future price movements. Getting to know how Air Products' peers react to changing market sentiment, related social signals, and mainstream news is a great way to find investing opportunities and time the market. The summary table below summarizes the essential lagging indicators that can help you analyze how Air Products may potentially react to the hype associated with one of its peers.

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 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.

Story Coverage note for Air Products

The number of cover stories for Air Products depends on current market conditions and Air Products' risk-adjusted performance over time. The coverage that generates the most noise at a given time depends on the prevailing investment theme that Air Products is classified under. However, while its typical story may have numerous social followers, the rapid visibility can also attract short-sellers, who usually are skeptical about Air Products' long-term prospects. So, having above-average coverage will typically attract above-average short interest, leading to significant price volatility.

Other Macroaxis Stories

Our audience includes start-ups and big corporations as well as marketing, public relation firms, and advertising agencies, including technology and finance journalists. Our platform and its news and story outlet are popular among finance students, amateur traders, self-guided investors, entrepreneurs, retirees and baby boomers, academic researchers, financial advisers, as well as professional money managers - a very diverse and influential demographic landscape united by one goal - build optimal investment portfolios
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 Crypto Correlations module to use cryptocurrency correlation module to diversify your cryptocurrency portfolio across multiple coins.
Understanding that Air Products' value differs from its trading price is crucial, as each reflects different aspects of the company. Evaluating whether Air Products represents a sound investment requires analyzing earnings trends, revenue growth, technical signals, industry dynamics, and expert forecasts. In contrast, Air Products' trading price reflects the actual exchange value where willing buyers and sellers reach mutual agreement.