Lennar Stock Forecast - Polynomial Regression

L1EN34 Stock  BRL 1,055  11.14  1.07%   
The Polynomial Regression forecasted value of Lennar on the next trading day is expected to be 1,051 with a mean absolute deviation of 16.61 and the sum of the absolute errors of 1,013. Lennar Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Lennar stock prices and determine the direction of Lennar's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Lennar's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Lennar polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Lennar as well as the accuracy indicators are determined from the period prices.

Lennar Polynomial Regression Price Forecast For the 5th of December

Given 90 days horizon, the Polynomial Regression forecasted value of Lennar on the next trading day is expected to be 1,051 with a mean absolute deviation of 16.61, mean absolute percentage error of 469.65, and the sum of the absolute errors of 1,013.
Please note that although there have been many attempts to predict Lennar 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 Lennar's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Lennar Stock Forecast Pattern

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Lennar Forecasted Value

In the context of forecasting Lennar'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. Lennar's downside and upside margins for the forecasting period are 1,049 and 1,052, respectively. We have considered Lennar'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
1,055
1,051
Expected Value
1,052
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 Lennar stock data series using in forecasting. Note that when a statistical model is used to represent Lennar 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 Criteria124.2625
BiasArithmetic mean of the errors None
MADMean absolute deviation16.6145
MAPEMean absolute percentage error0.0164
SAESum of the absolute errors1013.4855
A single variable polynomial regression model attempts to put a curve through the Lennar 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 Lennar

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Lennar. 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
1,0531,0551,056
Details
Intrinsic
Valuation
LowRealHigh
866.08867.921,160
Details
Bollinger
Band Projection (param)
LowMiddleHigh
986.381,0191,052
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Lennar. Your research has to be compared to or analyzed against Lennar's peers to derive any actionable benefits. When done correctly, Lennar's 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 Lennar.

Other Forecasting Options for Lennar

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

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

Lennar 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 Lennar'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 Lennar's current price.

Lennar Market Strength Events

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

Lennar Risk Indicators

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

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

Additional Information and Resources on Investing in Lennar Stock

When determining whether Lennar offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Lennar's financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Lennar Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Lennar Stock:
Check out Historical Fundamental Analysis of Lennar to cross-verify your projections.
For information on how to trade Lennar Stock refer to our How to Trade Lennar Stock guide.
You can also try the Stock Tickers module to use high-impact, comprehensive, and customizable stock tickers that can be easily integrated to any websites.
Please note, there is a significant difference between Lennar's value and its price as these two are different measures arrived at by different means. Investors typically determine if Lennar is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Lennar's 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.