Toll Brothers Stock Forecast - Simple Regression

TOL Stock  USD 117.08  2.95  2.46%   
The Simple Regression forecasted value of Toll Brothers on the next trading day is expected to be 122.84 with a mean absolute deviation of 3.97 and the sum of the absolute errors of 245.91. Toll Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Toll Brothers stock prices and determine the direction of Toll Brothers's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Toll Brothers' historical fundamentals, such as revenue growth or operating cash flow patterns. Although Toll Brothers' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Toll Brothers' systematic risk associated with finding meaningful patterns of Toll Brothers fundamentals over time.
Check out Historical Fundamental Analysis of Toll Brothers to cross-verify your projections.
For more information on how to buy Toll Stock please use our How to buy in Toll Stock guide.
  
At this time, Toll Brothers' Payables Turnover is quite stable compared to the past year. Fixed Asset Turnover is expected to rise to 45.86 this year, although the value of Inventory Turnover will most likely fall to 0.74. . Common Stock Shares Outstanding is expected to rise to about 163.5 M this year. Net Income Applicable To Common Shares is expected to rise to about 1.7 B this year.

Open Interest Against 2024-06-07 Toll Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast Toll Brothers' spot prices because the number of available contracts in the market changes daily, and new contracts can be created or liquidated at will. Since open interest in Toll Brothers' options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Toll Brothers stock based on available contracts left at the end of a trading day.
Please note that to derive more accurate forecasting about market movement from the current Toll Brothers' open interest, investors have to compare it to Toll Brothers' spot prices. As Ford's stock price increases, high open interest indicates that money is entering the market, and the market is strongly bullish. Conversely, if the price of Toll Brothers is decreasing and there is high open interest, that is a sign that the bearish trend will continue, and investors may react by taking short positions in Toll. So, decreasing or low open interest during a bull market indicates that investors are becoming uncertain of the depth of the bullish trend, and a reversal in sentiment will likely follow.
Most investors in Toll Brothers 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 Toll Brothers' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Toll Brothers' price structures and extracts relationships that further increase the generated results' accuracy.
Simple Regression model is a single variable regression model that attempts to put a straight line through Toll Brothers 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.

Toll Brothers Simple Regression Price Forecast For the 6th of June

Given 90 days horizon, the Simple Regression forecasted value of Toll Brothers on the next trading day is expected to be 122.84 with a mean absolute deviation of 3.97, mean absolute percentage error of 22.87, and the sum of the absolute errors of 245.91.
Please note that although there have been many attempts to predict Toll 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 Toll Brothers' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Toll Brothers Stock Forecast Pattern

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Toll Brothers Forecasted Value

In the context of forecasting Toll Brothers' 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. Toll Brothers' downside and upside margins for the forecasting period are 120.58 and 125.09, respectively. We have considered Toll Brothers' 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
117.08
120.58
Downside
122.84
Expected Value
125.09
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 Toll Brothers stock data series using in forecasting. Note that when a statistical model is used to represent Toll Brothers 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 Criteria123.0784
BiasArithmetic mean of the errors None
MADMean absolute deviation3.9663
MAPEMean absolute percentage error0.0324
SAESum of the absolute errors245.908
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 Toll Brothers historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for Toll Brothers

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Toll Brothers. 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 Toll Brothers' 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
114.83117.08119.33
Details
Intrinsic
Valuation
LowRealHigh
83.2285.47128.79
Details
Bollinger
Band Projection (param)
LowMiddleHigh
114.92124.47134.03
Details
19 Analysts
Consensus
LowTargetHigh
83.8592.14102.28
Details

Other Forecasting Options for Toll Brothers

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

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

Toll Brothers 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 Toll Brothers' 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 Toll Brothers' current price.

Toll Brothers Market Strength Events

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

Toll Brothers Risk Indicators

The analysis of Toll Brothers' 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 Toll Brothers' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting toll 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.

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Additional Information and Resources on Investing in Toll Stock

When determining whether Toll Brothers is a strong investment it is important to analyze Toll Brothers' competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact Toll Brothers' future performance. For an informed investment choice regarding Toll Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Toll Brothers to cross-verify your projections.
For more information on how to buy Toll Stock please use our How to buy in Toll Stock guide.
You can also try the Correlation Analysis module to reduce portfolio risk simply by holding instruments which are not perfectly correlated.
Is Household Durables 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 Toll Brothers. If investors know Toll 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 Toll Brothers listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Quarterly Earnings Growth
0.596
Dividend Share
0.86
Earnings Share
14.6
Revenue Per Share
98.208
Quarterly Revenue Growth
0.132
The market value of Toll Brothers is measured differently than its book value, which is the value of Toll that is recorded on the company's balance sheet. Investors also form their own opinion of Toll Brothers' value that differs from its market value or its book value, called intrinsic value, which is Toll Brothers' 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 Toll Brothers' market value can be influenced by many factors that don't directly affect Toll Brothers' 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 Toll Brothers' value and its price as these two are different measures arrived at by different means. Investors typically determine if Toll Brothers is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Toll Brothers' 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.