Atour Lifestyle Stock Forward View - Simple Regression

Key Indicators . Simple Regression . Stocks . USA . 
Stock . Atour Lifestyle Holdings
ATAT Stock   38.36  -0.25  -0.65%   
Simple Regression is applied to Atour Lifestyle Holdings's daily closing prices, and the resulting forecast is presented with accuracy metrics. Wide deviation between fitted and observed values suggests the model's assumptions may not match current market conditions. The Simple Regression model projects Atour Lifestyle at 37.41 for the next trading day, below the most recent closing price. This Simple Regression output is provided as analytical reference and does not constitute a trading recommendation.
Simple regression fits a straight line through Atour Lifestyle price points using a single independent variable (time). The line is defined by Y = intercept + slope * X, where the slope captures the average rate of price change and the intercept represents the baseline price level.

Simple Regression Price Forecast For the 13th of May 2026

Over a 90-day horizon, the Simple Regression model forecasts Atour Lifestyle at 37.41 for the next trading day, with a mean absolute deviation of 1.23 , mean absolute percentage error of 0.03 , and sum of absolute errors of 75.15 .
This represents a tight forecast with good short-term tracking of Atour Lifestyle's price movement. This output is intended for short-term analytical reference.

Stock Forecast Pattern

Backtest Atour Lifestyle  Atour Lifestyle Price Prediction  Research Analysis  

Forecasted Value

Atour Lifestyle's next-session forecast estimates practical downside and upside boundaries based on the model's historical fit. The forecast band spans 34.98 to 39.84. The wide range indicates elevated uncertainty in short-term projections.
Market Value
38.36
34.98
Downside
37.41
Expected Value
39.84
Upside
Target Odds

Model Predictive Factors

The table below summarizes the Simple Regression model's error metrics for Atour Lifestyle stock. Lower MAD and MAPE values indicate tighter forecast accuracy. AIC measures relative model quality — lower values indicate less information loss and a better-fitting model. A large Bias suggests systematic over- or under-prediction.
AICAkaike Information Criteria118.8798
BiasArithmetic mean of the errors None
MADMean absolute deviation1.2319
MAPEMean absolute percentage error0.0329
SAESum of the absolute errors75.1464
A positive slope indicates an upward price trend over the selected period; a negative slope indicates a downward trend. The R-squared value measures how well the linear model fits Atour Lifestyle Holdings price history - values near 1.0 indicate a strong linear trend, while low values suggest that price movement is not well explained by a simple time-based trend.

Other Forecasting Options for Atour Lifestyle

Atour Lifestyle's daily price returns decompose into trend, seasonal, and residual components. Divergence between short-term and long-term averages in Atour Lifestyle often signals an upcoming reversal or acceleration.
Naive Prediction
Simple Exponential Smoothing
Double Exponential Smoothing
Triple Exponential Smoothing
Simple Regression
Polynomial Regression
Simple Moving Average
4 Period Moving Average
8 Period Moving Average
20 Period Moving Average

Atour Lifestyle Related Equities

These firms work in a similar space as Atour Lifestyle within the Consumer Discretionary space and serve as useful points for comparison. Return on equity across these peers shows how well each firm turns capital into profit. Peer review is most informative when paired with absolute pricing and trend checks.
 Risk & Return  Correlation

Atour Lifestyle Market Strength Events

Market strength indicators for Atour Lifestyle stock provide a framework for assessing security responsiveness. A rising Accumulation/Distribution line alongside rising price confirms institutional buying interest in Atour Lifestyle.
Accumulation Distribution33377.24
Daily Balance Of Power-0.17
Rate Of Daily Change0.99
Day Median Price38.21
Day Typical Price38.26
Price Action Indicator0.03
Period Momentum Indicator-0.25
Relative Strength Index51.13

Atour Lifestyle Risk Indicators

Assessing Atour Lifestyle's risk indicators is a structured way to evaluate the risk-return trade-off for atour lifestyle stock. The level of risk embedded in Atour Lifestyle's feeds directly into exposure calibration.
Mean Deviation1.93
Semi Deviation2.22
Standard Deviation2.49
Variance6.19
Downside Variance5.15
Semi Variance4.92
Expected Short fall-2.13
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.

Atour Lifestyle Short Properties

Short-interest signals around Atour Lifestyle reveal whether skeptical positioning is starting to pressure price predictability and market tone. Comparing short sentiment with trend behavior, volume, and the broader market narrative provides a more grounded view.
Common Stock Shares Outstanding139.77 million
Cash And Short Term Investments5.87 billion
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