Travel Leisure Stock Forecast - Polynomial Regression
| TNL Stock | USD 53.78 0.15 0.28% |
The Polynomial Regression forecasted value of Travel Leisure Co on the next trading day is expected to be 55.32 with a mean absolute deviation of 0.91 and the sum of the absolute errors of 56.39. Travel Stock Forecast is based on your current time horizon. Although Travel Leisure's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Travel Leisure's systematic risk associated with finding meaningful patterns of Travel Leisure fundamentals over time.
Travel |
Travel Leisure Polynomial Regression Price Forecast For the 17th of November 2024
Given 90 days horizon, the Polynomial Regression forecasted value of Travel Leisure Co on the next trading day is expected to be 55.32 with a mean absolute deviation of 0.91, mean absolute percentage error of 1.23, and the sum of the absolute errors of 56.39.Please note that although there have been many attempts to predict Travel 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 Travel Leisure's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Travel Leisure Stock Forecast Pattern
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Travel Leisure Forecasted Value
In the context of forecasting Travel Leisure'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. Travel Leisure's downside and upside margins for the forecasting period are 53.73 and 56.91, respectively. We have considered Travel Leisure'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 Travel Leisure stock data series using in forecasting. Note that when a statistical model is used to represent Travel Leisure 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 | 120.1586 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.9095 |
| MAPE | Mean absolute percentage error | 0.0198 |
| SAE | Sum of the absolute errors | 56.3903 |
Predictive Modules for Travel Leisure
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Travel Leisure. 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 Travel Leisure
For every potential investor in Travel, whether a beginner or expert, Travel Leisure's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Travel Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Travel. Basic forecasting techniques help filter out the noise by identifying Travel Leisure's price trends.Travel Leisure 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 Travel Leisure stock to make a market-neutral strategy. Peer analysis of Travel Leisure could also be used in its relative valuation, which is a method of valuing Travel Leisure by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Travel Leisure 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 Travel Leisure'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 Travel Leisure's current price.| Cycle Indicators | ||
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Travel Leisure Market Strength Events
Market strength indicators help investors to evaluate how Travel Leisure stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Travel Leisure shares will generate the highest return on investment. By undertsting and applying Travel Leisure stock market strength indicators, traders can identify Travel Leisure Co entry and exit signals to maximize returns.
| Accumulation Distribution | 6626.95 | |||
| Daily Balance Of Power | (0.19) | |||
| Rate Of Daily Change | 1.0 | |||
| Day Median Price | 53.8 | |||
| Day Typical Price | 53.79 | |||
| Price Action Indicator | (0.1) | |||
| Period Momentum Indicator | (0.15) |
Travel Leisure Risk Indicators
The analysis of Travel Leisure'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 Travel Leisure's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting travel 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 | 1.21 | |||
| Semi Deviation | 1.15 | |||
| Standard Deviation | 1.57 | |||
| Variance | 2.45 | |||
| Downside Variance | 2.05 | |||
| Semi Variance | 1.33 | |||
| Expected Short fall | (1.42) |
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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Is Hotels, Resorts & Cruise Lines 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 Travel Leisure. If investors know Travel 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 Travel Leisure 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 (0.07) | Dividend Share 1.95 | Earnings Share 5.39 | Revenue Per Share 53.892 | Quarterly Revenue Growth 0.007 |
The market value of Travel Leisure is measured differently than its book value, which is the value of Travel that is recorded on the company's balance sheet. Investors also form their own opinion of Travel Leisure's value that differs from its market value or its book value, called intrinsic value, which is Travel Leisure'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 Travel Leisure's market value can be influenced by many factors that don't directly affect Travel Leisure'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 Travel Leisure's value and its price as these two are different measures arrived at by different means. Investors typically determine if Travel Leisure is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Travel Leisure'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.