Toll Brothers Stock Forecast - Naive Prediction

TOL Stock  USD 122.91  3.35  2.80%   
The Naive Prediction forecasted value of Toll Brothers on the next trading day is expected to be 111.63 with a mean absolute deviation of  2.05  and the sum of the absolute errors of 125.28. 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.
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.
  
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.
A naive forecasting model for Toll Brothers is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Toll Brothers 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.

Toll Brothers Naive Prediction Price Forecast For the 28th of May

Given 90 days horizon, the Naive Prediction forecasted value of Toll Brothers on the next trading day is expected to be 111.63 with a mean absolute deviation of 2.05, mean absolute percentage error of 7.06, and the sum of the absolute errors of 125.28.
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 109.43 and 113.84, 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
122.91
109.43
Downside
111.63
Expected Value
113.84
Upside

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 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 Criteria120.0655
BiasArithmetic mean of the errors None
MADMean absolute deviation2.0538
MAPEMean absolute percentage error0.0169
SAESum of the absolute errors125.2829
This model is not at all useful as a medium-long range forecasting tool of Toll Brothers. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Toll Brothers. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

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
120.20122.41124.62
Details
Intrinsic
Valuation
LowRealHigh
105.42107.63135.20
Details
Bollinger
Band Projection (param)
LowMiddleHigh
116.59125.57134.55
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Toll Brothers. Your research has to be compared to or analyzed against Toll Brothers' peers to derive any actionable benefits. When done correctly, Toll Brothers' competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in Toll Brothers.

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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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 Sync Your Broker module to sync your existing holdings, watchlists, positions or portfolios from thousands of online brokerage services, banks, investment account aggregators and robo-advisors..

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