CPFL Energia Stock Forecast - 4 Period Moving Average

CPFE3 Stock  BRL 33.27  0.37  1.12%   
The 4 Period Moving Average forecasted value of CPFL Energia SA on the next trading day is expected to be 33.28 with a mean absolute deviation of 0.27 and the sum of the absolute errors of 15.58. CPFL Stock Forecast is based on your current time horizon.
  
A four-period moving average forecast model for CPFL Energia SA is based on an artificially constructed daily price series in which the value for a given day is replaced by the mean of that value and the values for four preceding and succeeding time periods. This model is best suited to forecast equities with high volatility.

CPFL Energia 4 Period Moving Average Price Forecast For the 30th of November

Given 90 days horizon, the 4 Period Moving Average forecasted value of CPFL Energia SA on the next trading day is expected to be 33.28 with a mean absolute deviation of 0.27, mean absolute percentage error of 0.14, and the sum of the absolute errors of 15.58.
Please note that although there have been many attempts to predict CPFL 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 CPFL Energia's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

CPFL Energia Stock Forecast Pattern

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CPFL Energia Forecasted Value

In the context of forecasting CPFL Energia'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. CPFL Energia's downside and upside margins for the forecasting period are 32.38 and 34.19, respectively. We have considered CPFL Energia'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
33.27
33.28
Expected Value
34.19
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the 4 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of CPFL Energia stock data series using in forecasting. Note that when a statistical model is used to represent CPFL Energia 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 Criteria110.5993
BiasArithmetic mean of the errors 0.0548
MADMean absolute deviation0.2686
MAPEMean absolute percentage error0.0081
SAESum of the absolute errors15.5775
The four period moving average method has an advantage over other forecasting models in that it does smooth out peaks and troughs in a set of daily price observations of CPFL Energia. However, it also has several disadvantages. In particular this model does not produce an actual prediction equation for CPFL Energia SA and therefore, it cannot be a useful forecasting tool for medium or long range price predictions

Predictive Modules for CPFL Energia

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as CPFL Energia SA. 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
32.3633.2734.18
Details
Intrinsic
Valuation
LowRealHigh
28.8029.7136.60
Details
Bollinger
Band Projection (param)
LowMiddleHigh
32.0132.7133.41
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as CPFL Energia. Your research has to be compared to or analyzed against CPFL Energia's peers to derive any actionable benefits. When done correctly, CPFL Energia'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 CPFL Energia SA.

Other Forecasting Options for CPFL Energia

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

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

CPFL Energia SA 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 CPFL Energia'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 CPFL Energia's current price.

CPFL Energia Market Strength Events

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

CPFL Energia Risk Indicators

The analysis of CPFL Energia'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 CPFL Energia's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting cpfl 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 CPFL Stock Analysis

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