Atour Lifestyle Stock Forecast - Naive Prediction
| ATAT Stock | 17.90 0.08 0.45% |
The Naive Prediction forecasted value of Atour Lifestyle Holdings on the next trading day is expected to be 18.59 with a mean absolute deviation of 0.31 and the sum of the absolute errors of 18.68. Atour Stock Forecast is based on your current time horizon.
Atour |
Most investors in Atour Lifestyle 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 Atour Lifestyle's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Atour Lifestyle's price structures and extracts relationships that further increase the generated results' accuracy.
A naive forecasting model for Atour Lifestyle is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Atour Lifestyle Holdings value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period. Atour Lifestyle Naive Prediction Price Forecast For the 11th of June 2024
Given 90 days horizon, the Naive Prediction forecasted value of Atour Lifestyle Holdings on the next trading day is expected to be 18.59 with a mean absolute deviation of 0.31, mean absolute percentage error of 0.14, and the sum of the absolute errors of 18.68.Please note that although there have been many attempts to predict Atour 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 Atour Lifestyle's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Atour Lifestyle Stock Forecast Pattern
| Backtest Atour Lifestyle | Atour Lifestyle Price Prediction | Buy or Sell Advice |
Atour Lifestyle Forecasted Value
In the context of forecasting Atour Lifestyle'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. Atour Lifestyle's downside and upside margins for the forecasting period are 16.69 and 20.50, respectively. We have considered Atour Lifestyle'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 Naive Prediction forecasting method's relative quality and the estimations of the prediction error of Atour Lifestyle stock data series using in forecasting. Note that when a statistical model is used to represent Atour Lifestyle 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 | 116.1174 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.3062 |
| MAPE | Mean absolute percentage error | 0.0168 |
| SAE | Sum of the absolute errors | 18.6809 |
Predictive Modules for Atour Lifestyle
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Atour Lifestyle Holdings. 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 Atour Lifestyle'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 Atour Lifestyle
For every potential investor in Atour, whether a beginner or expert, Atour Lifestyle's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Atour Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Atour. Basic forecasting techniques help filter out the noise by identifying Atour Lifestyle's price trends.Atour Lifestyle 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 Atour Lifestyle stock to make a market-neutral strategy. Peer analysis of Atour Lifestyle could also be used in its relative valuation, which is a method of valuing Atour Lifestyle by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Atour Lifestyle Holdings 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 Atour Lifestyle'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 Atour Lifestyle's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Atour Lifestyle Market Strength Events
Market strength indicators help investors to evaluate how Atour Lifestyle stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Atour Lifestyle shares will generate the highest return on investment. By undertsting and applying Atour Lifestyle stock market strength indicators, traders can identify Atour Lifestyle Holdings entry and exit signals to maximize returns.
Atour Lifestyle Risk Indicators
The analysis of Atour Lifestyle'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 Atour Lifestyle's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting atour 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 | 1.53 | |||
| Standard Deviation | 1.98 | |||
| Variance | 3.94 |
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 Atour Lifestyle
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 Atour Lifestyle 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 Atour Lifestyle will appreciate offsetting losses from the drop in the long position's value.Moving together with Atour Stock
Moving against Atour Stock
| 0.54 | BDL | Flanigans Enterprises | PairCorr |
| 0.48 | CDROW | Codere Online Luxembourg | PairCorr |
| 0.45 | DPZ | Dominos Pizza | PairCorr |
| 0.38 | AGS | PlayAGS | PairCorr |
| 0.36 | CMG | Chipotle Mexican Grill | PairCorr |
The ability to find closely correlated positions to Atour Lifestyle could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Atour Lifestyle 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 Atour Lifestyle - 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 Atour Lifestyle Holdings to buy it.
The correlation of Atour Lifestyle 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 Atour Lifestyle moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Atour Lifestyle Holdings 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 Atour Lifestyle 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.Additional Tools for Atour Stock Analysis
When running Atour Lifestyle's price analysis, check to measure Atour Lifestyle's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Atour Lifestyle is operating at the current time. Most of Atour Lifestyle's value examination focuses on studying past and present price action to predict the probability of Atour Lifestyle's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Atour Lifestyle's price. Additionally, you may evaluate how the addition of Atour Lifestyle to your portfolios can decrease your overall portfolio volatility.