AIR PRODCHEMICALS Stock Forecast - Polynomial Regression
| AP3 Stock | EUR 316.30 0.20 0.06% |
The Polynomial Regression forecasted value of AIR PRODCHEMICALS on the next trading day is expected to be 319.64 with a mean absolute deviation of 6.64 and the sum of the absolute errors of 411.40. AIR Stock Forecast is based on your current time horizon.
AIR |
AIR PRODCHEMICALS Polynomial Regression Price Forecast For the 1st of December
Given 90 days horizon, the Polynomial Regression forecasted value of AIR PRODCHEMICALS on the next trading day is expected to be 319.64 with a mean absolute deviation of 6.64, mean absolute percentage error of 64.30, and the sum of the absolute errors of 411.40.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 PRODCHEMICALS's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
AIR PRODCHEMICALS Stock Forecast Pattern
| Backtest AIR PRODCHEMICALS | AIR PRODCHEMICALS Price Prediction | Buy or Sell Advice |
AIR PRODCHEMICALS Forecasted Value
In the context of forecasting AIR PRODCHEMICALS'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 PRODCHEMICALS's downside and upside margins for the forecasting period are 318.14 and 321.15, respectively. We have considered AIR PRODCHEMICALS'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.
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 PRODCHEMICALS stock data series using in forecasting. Note that when a statistical model is used to represent AIR PRODCHEMICALS 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.| AIC | Akaike Information Criteria | 124.112 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 6.6356 |
| MAPE | Mean absolute percentage error | 0.0233 |
| SAE | Sum of the absolute errors | 411.4044 |
Predictive Modules for AIR PRODCHEMICALS
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 PRODCHEMICALS. 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.Other Forecasting Options for AIR PRODCHEMICALS
For every potential investor in AIR, whether a beginner or expert, AIR PRODCHEMICALS'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 PRODCHEMICALS's price trends.AIR PRODCHEMICALS 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 PRODCHEMICALS stock to make a market-neutral strategy. Peer analysis of AIR PRODCHEMICALS could also be used in its relative valuation, which is a method of valuing AIR PRODCHEMICALS by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
AIR PRODCHEMICALS 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 PRODCHEMICALS'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 PRODCHEMICALS's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
AIR PRODCHEMICALS Market Strength Events
Market strength indicators help investors to evaluate how AIR PRODCHEMICALS 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 PRODCHEMICALS shares will generate the highest return on investment. By undertsting and applying AIR PRODCHEMICALS stock market strength indicators, traders can identify AIR PRODCHEMICALS entry and exit signals to maximize returns.
| Daily Balance Of Power | (9,223,372,036,855) | |||
| Rate Of Daily Change | 1.0 | |||
| Day Median Price | 316.3 | |||
| Day Typical Price | 316.3 | |||
| Price Action Indicator | (0.10) | |||
| Period Momentum Indicator | (0.20) | |||
| Relative Strength Index | 55.33 |
AIR PRODCHEMICALS Risk Indicators
The analysis of AIR PRODCHEMICALS'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 PRODCHEMICALS'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.
| Mean Deviation | 0.9571 | |||
| Semi Deviation | 0.4753 | |||
| Standard Deviation | 1.49 | |||
| Variance | 2.23 | |||
| Downside Variance | 0.9323 | |||
| Semi Variance | 0.2259 | |||
| Expected Short fall | (1.18) |
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.
Thematic Opportunities
Explore Investment Opportunities
Additional Tools for AIR Stock Analysis
When running AIR PRODCHEMICALS's price analysis, check to measure AIR PRODCHEMICALS's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy AIR PRODCHEMICALS is operating at the current time. Most of AIR PRODCHEMICALS's value examination focuses on studying past and present price action to predict the probability of AIR PRODCHEMICALS's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move AIR PRODCHEMICALS's price. Additionally, you may evaluate how the addition of AIR PRODCHEMICALS to your portfolios can decrease your overall portfolio volatility.