Liberty Media Stock Forecast - Simple Regression
| LSXMK Stock | USD 21.34 0.54 2.60% |
The Simple Regression forecasted value of Liberty Media on the next trading day is expected to be 20.37 with a mean absolute deviation of 0.74 and the sum of the absolute errors of 45.18. Liberty Stock Forecast is based on your current time horizon. Although Liberty Media's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Liberty Media's systematic risk associated with finding meaningful patterns of Liberty Media fundamentals over time.
Liberty |
Open Interest Against 2024-06-21 Liberty Option Contracts
Although open interest is a measure utilized in the options markets, it could be used to forecast Liberty Media's 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 Liberty Media's options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Liberty Media 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 Liberty Media's open interest, investors have to compare it to Liberty Media's 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 Liberty Media 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 Liberty. 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.
Most investors in Liberty Media 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 Liberty Media's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Liberty Media's price structures and extracts relationships that further increase the generated results' accuracy.
Simple Regression model is a single variable regression model that attempts to put a straight line through Liberty Media 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. Liberty Media Simple Regression Price Forecast For the 20th of June
Given 90 days horizon, the Simple Regression forecasted value of Liberty Media on the next trading day is expected to be 20.37 with a mean absolute deviation of 0.74, mean absolute percentage error of 0.83, and the sum of the absolute errors of 45.18.Please note that although there have been many attempts to predict Liberty 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 Liberty Media's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Liberty Media Stock Forecast Pattern
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Liberty Media Forecasted Value
In the context of forecasting Liberty Media'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. Liberty Media's downside and upside margins for the forecasting period are 18.36 and 22.38, respectively. We have considered Liberty Media'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 Simple Regression forecasting method's relative quality and the estimations of the prediction error of Liberty Media stock data series using in forecasting. Note that when a statistical model is used to represent Liberty Media 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 | 117.9189 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.7406 |
| MAPE | Mean absolute percentage error | 0.0301 |
| SAE | Sum of the absolute errors | 45.1756 |
Predictive Modules for Liberty Media
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Liberty Media. 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 Liberty Media'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.
Other Forecasting Options for Liberty Media
For every potential investor in Liberty, whether a beginner or expert, Liberty Media's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Liberty Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Liberty. Basic forecasting techniques help filter out the noise by identifying Liberty Media's price trends.Liberty Media 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 Liberty Media stock to make a market-neutral strategy. Peer analysis of Liberty Media could also be used in its relative valuation, which is a method of valuing Liberty Media by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Liberty Media 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 Liberty Media'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 Liberty Media's current price.| Cycle Indicators | ||
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Liberty Media Market Strength Events
Market strength indicators help investors to evaluate how Liberty Media stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Liberty Media shares will generate the highest return on investment. By undertsting and applying Liberty Media stock market strength indicators, traders can identify Liberty Media entry and exit signals to maximize returns.
Liberty Media Risk Indicators
The analysis of Liberty Media'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 Liberty Media's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting liberty 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 | 1.49 | |||
| Standard Deviation | 1.99 | |||
| Variance | 3.98 |
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.
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Additional Information and Resources on Investing in Liberty Stock
When determining whether Liberty Media is a good investment, qualitative aspects like company management, corporate governance, and ethical practices play a significant role. A comparison with peer companies also provides context and helps to understand if Liberty Stock is undervalued or overvalued. This multi-faceted approach, blending both quantitative and qualitative analysis, forms a solid foundation for making an informed investment decision about Liberty Media Stock. Highlighted below are key reports to facilitate an investment decision about Liberty Media Stock:Check out Historical Fundamental Analysis of Liberty Media to cross-verify your projections. For more information on how to buy Liberty Stock please use our How to buy in Liberty Stock guide.You can also try the Correlation Analysis module to reduce portfolio risk simply by holding instruments which are not perfectly correlated.
Is Cable & Satellite 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 Liberty Media. If investors know Liberty 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 Liberty Media 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 0.382 | Earnings Share 2.56 | Revenue Per Share 27.434 | Quarterly Revenue Growth 0.008 | Return On Assets 0.0394 |
The market value of Liberty Media is measured differently than its book value, which is the value of Liberty that is recorded on the company's balance sheet. Investors also form their own opinion of Liberty Media's value that differs from its market value or its book value, called intrinsic value, which is Liberty Media'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 Liberty Media's market value can be influenced by many factors that don't directly affect Liberty Media'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 Liberty Media's value and its price as these two are different measures arrived at by different means. Investors typically determine if Liberty Media is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Liberty Media'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.