AutoNation Stock Forecast - Simple Regression

AN Stock  USD 179.58  7.12  4.13%   
The Simple Regression forecasted value of AutoNation on the next trading day is expected to be 164.30 with a mean absolute deviation of 5.03 and the sum of the absolute errors of 307.07. AutoNation Stock Forecast is based on your current time horizon. Although AutoNation's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of AutoNation's systematic risk associated with finding meaningful patterns of AutoNation fundamentals over time.
  
As of the 25th of November 2024, Inventory Turnover is likely to grow to 8.67, while Payables Turnover is likely to drop 44.42. . As of the 25th of November 2024, Net Income Applicable To Common Shares is likely to grow to about 1.7 B, while Common Stock Shares Outstanding is likely to drop about 42.7 M.
Simple Regression model is a single variable regression model that attempts to put a straight line through AutoNation 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.

AutoNation Simple Regression Price Forecast For the 26th of November

Given 90 days horizon, the Simple Regression forecasted value of AutoNation on the next trading day is expected to be 164.30 with a mean absolute deviation of 5.03, mean absolute percentage error of 40.07, and the sum of the absolute errors of 307.07.
Please note that although there have been many attempts to predict AutoNation 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 AutoNation's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

AutoNation Stock Forecast Pattern

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AutoNation Forecasted Value

In the context of forecasting AutoNation'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. AutoNation's downside and upside margins for the forecasting period are 162.32 and 166.28, respectively. We have considered AutoNation'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.
Market Value
179.58
162.32
Downside
164.30
Expected Value
166.28
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 AutoNation stock data series using in forecasting. Note that when a statistical model is used to represent AutoNation 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 Criteria121.8011
BiasArithmetic mean of the errors None
MADMean absolute deviation5.0339
MAPEMean absolute percentage error0.03
SAESum of the absolute errors307.0694
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 AutoNation 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 AutoNation

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as AutoNation. 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
177.65179.63181.61
Details
Intrinsic
Valuation
LowRealHigh
169.96171.94197.54
Details
Bollinger
Band Projection (param)
LowMiddleHigh
159.38170.35181.33
Details
13 Analysts
Consensus
LowTargetHigh
154.30169.56188.21
Details

Other Forecasting Options for AutoNation

For every potential investor in AutoNation, whether a beginner or expert, AutoNation's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. AutoNation Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in AutoNation. Basic forecasting techniques help filter out the noise by identifying AutoNation's price trends.

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

AutoNation 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 AutoNation'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 AutoNation's current price.

AutoNation Market Strength Events

Market strength indicators help investors to evaluate how AutoNation stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading AutoNation shares will generate the highest return on investment. By undertsting and applying AutoNation stock market strength indicators, traders can identify AutoNation entry and exit signals to maximize returns.

AutoNation Risk Indicators

The analysis of AutoNation'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 AutoNation's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting autonation 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.

Pair Trading with AutoNation

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 AutoNation 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 AutoNation will appreciate offsetting losses from the drop in the long position's value.

Moving together with AutoNation Stock

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The ability to find closely correlated positions to AutoNation could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace AutoNation 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 AutoNation - 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 AutoNation to buy it.
The correlation of AutoNation 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 AutoNation moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if AutoNation 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 AutoNation 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.
Pair CorrelationCorrelation Matching
Check out Historical Fundamental Analysis of AutoNation to cross-verify your projections.
To learn how to invest in AutoNation Stock, please use our How to Invest in AutoNation guide.
You can also try the Stock Screener module to find equities using a custom stock filter or screen asymmetry in trading patterns, price, volume, or investment outlook..
Is Automotive Retail 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 AutoNation. If investors know AutoNation 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 AutoNation 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
(0.17)
Earnings Share
17.4
Revenue Per Share
638.438
Quarterly Revenue Growth
(0.04)
Return On Assets
0.0657
The market value of AutoNation is measured differently than its book value, which is the value of AutoNation that is recorded on the company's balance sheet. Investors also form their own opinion of AutoNation's value that differs from its market value or its book value, called intrinsic value, which is AutoNation's 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 AutoNation's market value can be influenced by many factors that don't directly affect AutoNation's 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 AutoNation's value and its price as these two are different measures arrived at by different means. Investors typically determine if AutoNation is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, AutoNation's 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.