Companhiade Eletricidade Stock Forecast - Polynomial Regression

CEEB3 Stock  BRL 38.50  0.70  1.85%   
The Polynomial Regression forecasted value of Companhiade Eletricidade do on the next trading day is expected to be 37.56 with a mean absolute deviation of 0.35 and the sum of the absolute errors of 21.31. Companhiade Stock Forecast is based on your current time horizon.
  
Companhiade Eletricidade polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Companhiade Eletricidade do as well as the accuracy indicators are determined from the period prices.

Companhiade Eletricidade Polynomial Regression Price Forecast For the 25th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Companhiade Eletricidade do on the next trading day is expected to be 37.56 with a mean absolute deviation of 0.35, mean absolute percentage error of 0.19, and the sum of the absolute errors of 21.31.
Please note that although there have been many attempts to predict Companhiade 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 Companhiade Eletricidade's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Companhiade Eletricidade Stock Forecast Pattern

Backtest Companhiade EletricidadeCompanhiade Eletricidade Price PredictionBuy or Sell Advice 

Companhiade Eletricidade Forecasted Value

In the context of forecasting Companhiade Eletricidade'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. Companhiade Eletricidade's downside and upside margins for the forecasting period are 36.37 and 38.75, respectively. We have considered Companhiade Eletricidade'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
38.50
37.56
Expected Value
38.75
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 Companhiade Eletricidade stock data series using in forecasting. Note that when a statistical model is used to represent Companhiade Eletricidade 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 Criteria116.4269
BiasArithmetic mean of the errors None
MADMean absolute deviation0.3493
MAPEMean absolute percentage error0.009
SAESum of the absolute errors21.3068
A single variable polynomial regression model attempts to put a curve through the Companhiade Eletricidade 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 Companhiade Eletricidade

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Companhiade Eletricidade. 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
37.3138.5039.69
Details
Intrinsic
Valuation
LowRealHigh
31.3232.5142.35
Details
Bollinger
Band Projection (param)
LowMiddleHigh
37.6138.2738.93
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Companhiade Eletricidade. Your research has to be compared to or analyzed against Companhiade Eletricidade's peers to derive any actionable benefits. When done correctly, Companhiade Eletricidade'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 Companhiade Eletricidade.

Other Forecasting Options for Companhiade Eletricidade

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

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

Companhiade Eletricidade 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 Companhiade Eletricidade'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 Companhiade Eletricidade's current price.

Companhiade Eletricidade Market Strength Events

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

Companhiade Eletricidade Risk Indicators

The analysis of Companhiade Eletricidade'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 Companhiade Eletricidade's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting companhiade 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 Tools for Companhiade Stock Analysis

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