Atlas Air Stock Forecast - Polynomial Regression
| AAWWDelisted Stock | USD 102.48 0.00 0.00% |
The Polynomial Regression forecasted value of Atlas Air Worldwide on the next trading day is expected to be 102.03 with a mean absolute deviation of 0.55 and the sum of the absolute errors of 33.44. Atlas Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Atlas Air stock prices and determine the direction of Atlas Air Worldwide's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Atlas Air's historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Trending Equities to better understand how to build diversified portfolios. Also, note that the market value of any company could be tightly coupled with the direction of predictive economic indicators such as signals in housing. Atlas |
Most investors in Atlas Air cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the Atlas Air's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Atlas Air's price structures and extracts relationships that further increase the generated results' accuracy.
Atlas Air polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Atlas Air Worldwide as well as the accuracy indicators are determined from the period prices. Atlas Air Polynomial Regression Price Forecast For the 17th of April 2024
Given 90 days horizon, the Polynomial Regression forecasted value of Atlas Air Worldwide on the next trading day is expected to be 102.03 with a mean absolute deviation of 0.55, mean absolute percentage error of 0.46, and the sum of the absolute errors of 33.44.Please note that although there have been many attempts to predict Atlas 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 Atlas Air's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Atlas Air Stock Forecast Pattern
| Backtest Atlas Air | Atlas Air Price Prediction | Buy or Sell Advice |
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 Atlas Air stock data series using in forecasting. Note that when a statistical model is used to represent Atlas Air 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 | 117.3438 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.5482 |
| MAPE | Mean absolute percentage error | 0.0054 |
| SAE | Sum of the absolute errors | 33.4385 |
Predictive Modules for Atlas Air
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Atlas Air Worldwide. 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 Atlas Air's 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.
Atlas Air 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 Atlas Air stock to make a market-neutral strategy. Peer analysis of Atlas Air could also be used in its relative valuation, which is a method of valuing Atlas Air by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Atlas Air Market Strength Events
Market strength indicators help investors to evaluate how Atlas Air stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Atlas Air shares will generate the highest return on investment. By undertsting and applying Atlas Air stock market strength indicators, traders can identify Atlas Air Worldwide entry and exit signals to maximize returns.
| Rate Of Daily Change | 1.0 | |||
| Day Median Price | 102.48 | |||
| Day Typical Price | 102.48 |
Atlas Air Risk Indicators
The analysis of Atlas Air'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 Atlas Air's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting atlas 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 | 0.2261 | |||
| Semi Deviation | 0.1637 | |||
| Standard Deviation | 0.4718 | |||
| Variance | 0.2226 | |||
| Downside Variance | 0.0749 | |||
| Semi Variance | 0.0268 | |||
| Expected Short fall | (0.29) |
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.
Some investors attempt to determine whether the market's mood is bullish or bearish by monitoring changes in market sentiment. Unlike more traditional methods such as technical analysis, investor sentiment usually refers to the aggregate attitude towards Atlas Air in the overall investment community. So, suppose investors can accurately measure the market's sentiment. In that case, they can use it for their benefit. For example, some tools to gauge market sentiment could be utilized using contrarian indexes, Atlas Air's short interest history, or implied volatility extrapolated from Atlas Air options trading.
Pair Trading with Atlas Air
One of the main advantages of trading using pair correlations is that every trade hedges away some risk. Because there are two separate transactions required, even if Atlas Air position performs unexpectedly, the other equity can make up some of the losses. Pair trading also minimizes risk from directional movements in the market. For example, if an entire industry or sector drops because of unexpected headlines, the short position in Atlas Air will appreciate offsetting losses from the drop in the long position's value.Moving against Atlas Stock
| 0.46 | MMM | 3M Company Sell-off Trend | PairCorr |
The ability to find closely correlated positions to Atlas Air could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Atlas Air when you sell it. If you don't do this, your portfolio allocation will be skewed against your target asset allocation. So, investors can't just sell and buy back Atlas Air - that would be a violation of the tax code under the "wash sale" rule, and this is why you need to find a similar enough asset and use the proceeds from selling Atlas Air Worldwide to buy it.
The correlation of Atlas Air is a statistical measure of how it moves in relation to other instruments. This measure is expressed in what is known as the correlation coefficient, which ranges between -1 and +1. A perfect positive correlation (i.e., a correlation coefficient of +1) implies that as Atlas Air moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Atlas Air Worldwide moves in either direction, the perfectly negatively correlated security will move in the opposite direction. If the correlation is 0, the equities are not correlated; they are entirely random. A correlation greater than 0.8 is generally described as strong, whereas a correlation less than 0.5 is generally considered weak.
Correlation analysis and pair trading evaluation for Atlas Air can also be used as hedging techniques within a particular sector or industry or even over random equities to generate a better risk-adjusted return on your portfolios.Check out Trending Equities to better understand how to build diversified portfolios. Also, note that the market value of any company could be tightly coupled with the direction of predictive economic indicators such as signals in housing. You can also try the Bonds Directory module to find actively traded corporate debentures issued by US companies.
Other Consideration for investing in Atlas Stock
If you are still planning to invest in Atlas Air Worldwide check if it may still be traded through OTC markets such as Pink Sheets or OTC Bulletin Board. You may also purchase it directly from the company, but this is not always possible and may require contacting the company directly. Please note that delisted stocks are often considered to be more risky investments, as they are no longer subject to the same regulatory and reporting requirements as listed stocks. Therefore, it is essential to carefully research the Atlas Air's history and understand the potential risks before investing.
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