Antero Resources Stock Forward View - Simple Regression

AR Stock  USD 43.30  1.80  4.34%   
The reference data on this page reflects Simple Regression output applied to Antero Resources Corp's historical daily closing prices. Forecast values and accuracy statistics are presented for informational purposes.
The Simple Regression forecasted value of Antero Resources Corp on the next trading day is expected to be 39.30 with a mean absolute deviation of 1.54 and the sum of the absolute errors of 95.63.In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Antero Resources Corp historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data. The forecast reference data presented here for Antero Resources Corp reflects Simple Regression model output and is intended as reference material for analytical use.
Simple Regression model is a single variable regression model that attempts to put a straight line through Antero Resources 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.

Simple Regression Price Forecast For the 21st of March

Given 90 days horizon, the Simple Regression forecasted value of Antero Resources Corp on the next trading day is expected to be 39.30 with a mean absolute deviation of 1.54 , mean absolute percentage error of 3.35 , and the sum of the absolute errors of 95.63 .
Please note that although there have been many attempts to predict Antero Stock prices using its time series forecasting, we generally do not suggest using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that Antero Resources' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Stock Forecast Pattern

Backtest Antero Resources  Antero Resources Price Prediction  Research Analysis  

Forecasted Value

Forecasting Antero Resources Corp for the next session involves measuring the model's historical ability to define credible downside and upside scenarios. At the moment, the model places downside around 36.70 and upside around 41.91 for the forecasting period.
Market Value
43.30
39.30
Expected Value
41.91
Upside

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 Antero Resources stock data series using in forecasting. Note that when a statistical model is used to represent Antero Resources 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 Criteria121.1559
BiasArithmetic mean of the errors None
MADMean absolute deviation1.5424
MAPEMean absolute percentage error0.0433
SAESum of the absolute errors95.6299
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Antero Resources Corp historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Other Forecasting Options for Antero Resources

Understanding Antero Resources' price movement is a prerequisite for any investor considering Antero as a position. Antero Stock price charts are frequently cluttered with noise that can interfere with accurate interpretation.

Antero Resources Related Equities

The following equities are related to Antero Resources within the Energy space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing Antero Resources against peers on metrics such as P/E, margins, and return on equity helps contextualize its positioning and identify relative strengths or weaknesses.
 Risk & Return  Correlation

Antero Resources Market Strength Events

For traders and investors in Antero Resources Corp, market strength indicators offer a quantitative framework for evaluating the stock's responsiveness to market conditions. These tools help identify when trading Antero Resources shares is most likely to generate favorable returns.

Antero Resources Risk Indicators

Analyzing Antero Resources' risk indicators provides a critical input for price forecasting and investment risk management. By quantifying the risk in Antero Resources' investment, investors can make more informed decisions about their exposure and hedging strategies.
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.

Story Coverage note for Antero Resources

Coverage intensity for Antero Resources Corp matters because narrative visibility can influence sentiment, participation, and volatility around the name. This is most useful when investors want to understand why a security is suddenly drawing more public discussion.

Antero Resources Short Properties

Short sentiment tied to Antero Resources Corp matters because heavier bearish pressure can change how quickly future price expectations become unstable. The practical goal is to identify when the balance between long and short participation may be changing the quality of the setup.
Common Stock Shares Outstanding312.4 M
Cash And Short Term Investments210 M

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