Astec Industries Stock Forecast - Polynomial Regression
| ASTE Stock | USD 38.34 0.06 0.16% |
The Polynomial Regression forecasted value of Astec Industries on the next trading day is expected to be 40.16 with a mean absolute deviation of 1.02 and the sum of the absolute errors of 62.94. Astec Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Astec Industries stock prices and determine the direction of Astec Industries's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Astec Industries' historical fundamentals, such as revenue growth or operating cash flow patterns.
Astec |
Open Interest Against 2024-12-20 Astec Option Contracts
Although open interest is a measure utilized in the options markets, it could be used to forecast Astec Industries' spot prices because the number of available contracts in the market changes daily, and new contracts can be created or liquidated at will. Since open interest in Astec Industries' options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Astec Industries stock based on available contracts left at the end of a trading day.
Please note that to derive more accurate forecasting about market movement from the current Astec Industries' open interest, investors have to compare it to Astec Industries' spot prices. As Ford's stock price increases, high open interest indicates that money is entering the market, and the market is strongly bullish. Conversely, if the price of Astec Industries is decreasing and there is high open interest, that is a sign that the bearish trend will continue, and investors may react by taking short positions in Astec. So, decreasing or low open interest during a bull market indicates that investors are becoming uncertain of the depth of the bullish trend, and a reversal in sentiment will likely follow.
Astec Industries Polynomial Regression Price Forecast For the 29th of November
Given 90 days horizon, the Polynomial Regression forecasted value of Astec Industries on the next trading day is expected to be 40.16 with a mean absolute deviation of 1.02, mean absolute percentage error of 1.65, and the sum of the absolute errors of 62.94.Please note that although there have been many attempts to predict Astec 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 Astec Industries' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Astec Industries Stock Forecast Pattern
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Astec Industries Forecasted Value
In the context of forecasting Astec Industries' 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. Astec Industries' downside and upside margins for the forecasting period are 37.56 and 42.76, respectively. We have considered Astec Industries' 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 Astec Industries stock data series using in forecasting. Note that when a statistical model is used to represent Astec Industries 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 | 120.452 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 1.0152 |
| MAPE | Mean absolute percentage error | 0.0302 |
| SAE | Sum of the absolute errors | 62.9431 |
Predictive Modules for Astec Industries
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Astec Industries. 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.Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Astec Industries' price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.
Other Forecasting Options for Astec Industries
For every potential investor in Astec, whether a beginner or expert, Astec Industries' price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Astec Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Astec. Basic forecasting techniques help filter out the noise by identifying Astec Industries' price trends.Astec Industries 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 Astec Industries stock to make a market-neutral strategy. Peer analysis of Astec Industries could also be used in its relative valuation, which is a method of valuing Astec Industries by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Astec Industries 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 Astec Industries' 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 Astec Industries' current price.| Cycle Indicators | ||
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| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
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| Volume Indicators |
Astec Industries Market Strength Events
Market strength indicators help investors to evaluate how Astec Industries stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Astec Industries shares will generate the highest return on investment. By undertsting and applying Astec Industries stock market strength indicators, traders can identify Astec Industries entry and exit signals to maximize returns.
Astec Industries Risk Indicators
The analysis of Astec Industries' 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 Astec Industries' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting astec 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 | 1.71 | |||
| Semi Deviation | 1.65 | |||
| Standard Deviation | 2.56 | |||
| Variance | 6.57 | |||
| Downside Variance | 3.09 | |||
| Semi Variance | 2.73 | |||
| Expected Short fall | (2.13) |
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.When determining whether Astec Industries is a strong investment it is important to analyze Astec Industries' 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 Astec Industries' future performance. For an informed investment choice regarding Astec Stock, refer to the following important reports:Check out Historical Fundamental Analysis of Astec Industries to cross-verify your projections. For information on how to trade Astec Stock refer to our How to Trade Astec Stock guide.You can also try the Pair Correlation module to compare performance and examine fundamental relationship between any two equity instruments.
Is Construction Machinery & Heavy Transportation Equipment space expected to grow? Or is there an opportunity to expand the business' product line in the future? Factors like these will boost the valuation of Astec Industries. If investors know Astec will grow in the future, the company's valuation will be higher. The financial industry is built on trying to define current growth potential and future valuation accurately. All the valuation information about Astec Industries listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Quarterly Earnings Growth (0.72) | Dividend Share 0.52 | Earnings Share (0.09) | Revenue Per Share 56.33 | Quarterly Revenue Growth (0.04) |
The market value of Astec Industries is measured differently than its book value, which is the value of Astec that is recorded on the company's balance sheet. Investors also form their own opinion of Astec Industries' value that differs from its market value or its book value, called intrinsic value, which is Astec Industries' true underlying value. Investors use various methods to calculate intrinsic value and buy a stock when its market value falls below its intrinsic value. Because Astec Industries' market value can be influenced by many factors that don't directly affect Astec Industries' underlying business (such as a pandemic or basic market pessimism), market value can vary widely from intrinsic value.
Please note, there is a significant difference between Astec Industries' value and its price as these two are different measures arrived at by different means. Investors typically determine if Astec Industries is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Astec Industries' 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.