Forestar Stock Forecast - Polynomial Regression

FOR Stock  USD 28.36  0.08  0.28%   
The Polynomial Regression forecasted value of Forestar Group on the next trading day is expected to be 27.85 with a mean absolute deviation of 0.56 and the sum of the absolute errors of 34.82. Forestar Stock Forecast is based on your current time horizon. Although Forestar's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Forestar's systematic risk associated with finding meaningful patterns of Forestar fundamentals over time.
  
At this time, Forestar's Inventory Turnover is relatively stable compared to the past year. As of 12/13/2024, Payables Turnover is likely to grow to 46.09, while Receivables Turnover is likely to drop 8.44. . As of 12/13/2024, Net Income Applicable To Common Shares is likely to grow to about 201.5 M, while Common Stock Shares Outstanding is likely to drop slightly above 44.4 M.
Forestar polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Forestar Group as well as the accuracy indicators are determined from the period prices.

Forestar Polynomial Regression Price Forecast For the 14th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of Forestar Group on the next trading day is expected to be 27.85 with a mean absolute deviation of 0.56, mean absolute percentage error of 0.48, and the sum of the absolute errors of 34.82.
Please note that although there have been many attempts to predict Forestar 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 Forestar's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Forestar Stock Forecast Pattern

Backtest ForestarForestar Price PredictionBuy or Sell Advice 

Forestar Forecasted Value

In the context of forecasting Forestar'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. Forestar's downside and upside margins for the forecasting period are 26.09 and 29.62, respectively. We have considered Forestar'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.
Market Value
28.36
27.85
Expected Value
29.62
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 Forestar stock data series using in forecasting. Note that when a statistical model is used to represent Forestar 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 Criteria119.2119
BiasArithmetic mean of the errors None
MADMean absolute deviation0.5616
MAPEMean absolute percentage error0.0181
SAESum of the absolute errors34.8183
A single variable polynomial regression model attempts to put a curve through the Forestar 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 Forestar

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Forestar Group. 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.
Hype
Prediction
LowEstimatedHigh
26.5228.2830.04
Details
Intrinsic
Valuation
LowRealHigh
25.5230.5732.33
Details
4 Analysts
Consensus
LowTargetHigh
28.5131.3334.78
Details
Earnings
Estimates (0)
LowProjected EPSHigh
0.630.700.78
Details

Other Forecasting Options for Forestar

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

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

Forestar Group 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 Forestar'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 Forestar's current price.

Forestar Market Strength Events

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

Forestar Risk Indicators

The analysis of Forestar'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 Forestar's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting forestar 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.

Pair Trading with Forestar

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 Forestar 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 Forestar will appreciate offsetting losses from the drop in the long position's value.

Moving together with Forestar Stock

  0.62UK Ucommune InternationalPairCorr

Moving against Forestar Stock

  0.82IRS IRSA Inversiones YPairCorr
  0.75CBL CBL Associates PropertiesPairCorr
  0.75LRE Lead Real EstatePairCorr
  0.73ZG Zillow GroupPairCorr
  0.73FRPH Frp Holdings OrdPairCorr
The ability to find closely correlated positions to Forestar could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Forestar 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 Forestar - 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 Forestar Group to buy it.
The correlation of Forestar 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 Forestar moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Forestar Group 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 Forestar 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.
Pair CorrelationCorrelation Matching

Additional Tools for Forestar Stock Analysis

When running Forestar's price analysis, check to measure Forestar'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 Forestar is operating at the current time. Most of Forestar's value examination focuses on studying past and present price action to predict the probability of Forestar's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Forestar's price. Additionally, you may evaluate how the addition of Forestar to your portfolios can decrease your overall portfolio volatility.