LuxUrban Hotels Stock Forecast - Polynomial Regression

LUXH Stock   1.40  0.09  6.87%   
The Polynomial Regression forecasted value of LuxUrban Hotels on the next trading day is expected to be 1.65 with a mean absolute deviation of 0.39 and the sum of the absolute errors of 23.88. LuxUrban Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of LuxUrban Hotels' historical fundamentals, such as revenue growth or operating cash flow patterns.
  
The LuxUrban Hotels' current Payables Turnover is estimated to increase to 6.07, while Inventory Turnover is projected to decrease to 42.66. . The current Common Stock Shares Outstanding is estimated to decrease to about 32 M. The current Net Loss is estimated to decrease to about (2.1 M).
LuxUrban Hotels polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for LuxUrban Hotels as well as the accuracy indicators are determined from the period prices.

LuxUrban Hotels Polynomial Regression Price Forecast For the 27th of November

Given 90 days horizon, the Polynomial Regression forecasted value of LuxUrban Hotels on the next trading day is expected to be 1.65 with a mean absolute deviation of 0.39, mean absolute percentage error of 0.22, and the sum of the absolute errors of 23.88.
Please note that although there have been many attempts to predict LuxUrban 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 LuxUrban Hotels' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

LuxUrban Hotels Stock Forecast Pattern

Backtest LuxUrban HotelsLuxUrban Hotels Price PredictionBuy or Sell Advice 

LuxUrban Hotels Forecasted Value

In the context of forecasting LuxUrban Hotels' 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. LuxUrban Hotels' downside and upside margins for the forecasting period are 0.01 and 11.35, respectively. We have considered LuxUrban Hotels' 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
1.40
1.65
Expected Value
11.35
Upside

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 LuxUrban Hotels stock data series using in forecasting. Note that when a statistical model is used to represent LuxUrban Hotels 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 Criteria116.616
BiasArithmetic mean of the errors None
MADMean absolute deviation0.3915
MAPEMean absolute percentage error0.1121
SAESum of the absolute errors23.8845
A single variable polynomial regression model attempts to put a curve through the LuxUrban Hotels historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for LuxUrban Hotels

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as LuxUrban Hotels. 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 LuxUrban Hotels' 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.
Hype
Prediction
LowEstimatedHigh
0.040.8910.58
Details
Intrinsic
Valuation
LowRealHigh
0.163.2912.98
Details
1 Analysts
Consensus
LowTargetHigh
8.199.009.99
Details

Other Forecasting Options for LuxUrban Hotels

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

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

LuxUrban Hotels 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 LuxUrban Hotels' 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 LuxUrban Hotels' current price.

LuxUrban Hotels Market Strength Events

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

LuxUrban Hotels Risk Indicators

The analysis of LuxUrban Hotels' 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 LuxUrban Hotels' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting luxurban 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.

Currently Active Assets on Macroaxis

When determining whether LuxUrban Hotels offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of LuxUrban Hotels' financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Luxurban Hotels Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Luxurban Hotels Stock:
Check out Historical Fundamental Analysis of LuxUrban Hotels to cross-verify your projections.
For more detail on how to invest in LuxUrban Stock please use our How to Invest in LuxUrban Hotels guide.
You can also try the Analyst Advice module to analyst recommendations and target price estimates broken down by several categories.
Is Hotels, Restaurants & Leisure 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 LuxUrban Hotels. If investors know LuxUrban 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 LuxUrban Hotels listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Earnings Share
(181.30)
Revenue Per Share
1.776
Quarterly Revenue Growth
(0.43)
Return On Assets
(0.22)
Return On Equity
(2.51)
The market value of LuxUrban Hotels is measured differently than its book value, which is the value of LuxUrban that is recorded on the company's balance sheet. Investors also form their own opinion of LuxUrban Hotels' value that differs from its market value or its book value, called intrinsic value, which is LuxUrban Hotels' 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 LuxUrban Hotels' market value can be influenced by many factors that don't directly affect LuxUrban Hotels' 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 LuxUrban Hotels' value and its price as these two are different measures arrived at by different means. Investors typically determine if LuxUrban Hotels is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, LuxUrban Hotels' 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.