Fundo Investimento Fund Forecast - Polynomial Regression

VTLT11 Fund  BRL 90.24  0.41  0.46%   
The Polynomial Regression forecasted value of Fundo Investimento Imobiliario on the next trading day is expected to be 89.97 with a mean absolute deviation of 0.47 and the sum of the absolute errors of 28.58. Fundo Fund Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Fundo Investimento stock prices and determine the direction of Fundo Investimento Imobiliario's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Fundo Investimento's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Fundo Investimento polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Fundo Investimento Imobiliario as well as the accuracy indicators are determined from the period prices.

Fundo Investimento Polynomial Regression Price Forecast For the 3rd of December

Given 90 days horizon, the Polynomial Regression forecasted value of Fundo Investimento Imobiliario on the next trading day is expected to be 89.97 with a mean absolute deviation of 0.47, mean absolute percentage error of 0.34, and the sum of the absolute errors of 28.58.
Please note that although there have been many attempts to predict Fundo Fund 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 Fundo Investimento's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Fundo Investimento Fund Forecast Pattern

Fundo Investimento Forecasted Value

In the context of forecasting Fundo Investimento's Fund 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. Fundo Investimento's downside and upside margins for the forecasting period are 89.32 and 90.63, respectively. We have considered Fundo Investimento'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
90.24
89.97
Expected Value
90.63
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 Fundo Investimento fund data series using in forecasting. Note that when a statistical model is used to represent Fundo Investimento fund, 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 Criteria117.0383
BiasArithmetic mean of the errors None
MADMean absolute deviation0.4685
MAPEMean absolute percentage error0.0051
SAESum of the absolute errors28.5764
A single variable polynomial regression model attempts to put a curve through the Fundo Investimento 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 Fundo Investimento

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Fundo Investimento. Regardless of method or technology, however, to accurately forecast the fund market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the fund 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
89.5990.2490.89
Details
Intrinsic
Valuation
LowRealHigh
89.1489.7990.44
Details
Bollinger
Band Projection (param)
LowMiddleHigh
89.0490.2091.36
Details

Other Forecasting Options for Fundo Investimento

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

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

Fundo Investimento Technical and Predictive Analytics

The fund market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Fundo Investimento'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 Fundo Investimento's current price.

Fundo Investimento Market Strength Events

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

Fundo Investimento Risk Indicators

The analysis of Fundo Investimento'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 Fundo Investimento's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting fundo fund 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.

Other Information on Investing in Fundo Fund

Fundo Investimento financial ratios help investors to determine whether Fundo Fund is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in Fundo with respect to the benefits of owning Fundo Investimento security.
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