Petroleo Brasileiro Stock Forecast - Simple Exponential Smoothing

XPBRA Stock  EUR 6.50  0.22  3.50%   
The Simple Exponential Smoothing forecasted value of Petroleo Brasileiro SA on the next trading day is expected to be 6.50 with a mean absolute deviation of 0.07 and the sum of the absolute errors of 3.97. Petroleo Stock Forecast is based on your current time horizon.
  
Petroleo Brasileiro simple exponential smoothing forecast is a very popular model used to produce a smoothed price series. Whereas in simple Moving Average models the past observations for Petroleo Brasileiro SA are weighted equally, Exponential Smoothing assigns exponentially decreasing weights as Petroleo Brasileiro prices get older.

Petroleo Brasileiro Simple Exponential Smoothing Price Forecast For the 25th of November

Given 90 days horizon, the Simple Exponential Smoothing forecasted value of Petroleo Brasileiro SA on the next trading day is expected to be 6.50 with a mean absolute deviation of 0.07, mean absolute percentage error of 0.01, and the sum of the absolute errors of 3.97.
Please note that although there have been many attempts to predict Petroleo 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 Petroleo Brasileiro's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Petroleo Brasileiro Stock Forecast Pattern

Backtest Petroleo BrasileiroPetroleo Brasileiro Price PredictionBuy or Sell Advice 

Petroleo Brasileiro Forecasted Value

In the context of forecasting Petroleo Brasileiro'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. Petroleo Brasileiro's downside and upside margins for the forecasting period are 5.11 and 7.89, respectively. We have considered Petroleo Brasileiro'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
6.50
6.50
Expected Value
7.89
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Petroleo Brasileiro stock data series using in forecasting. Note that when a statistical model is used to represent Petroleo Brasileiro 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 Criteria111.3809
BiasArithmetic mean of the errors -5.0E-4
MADMean absolute deviation0.0662
MAPEMean absolute percentage error0.0106
SAESum of the absolute errors3.97
This simple exponential smoothing model begins by setting Petroleo Brasileiro SA forecast for the second period equal to the observation of the first period. In other words, recent Petroleo Brasileiro observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Petroleo Brasileiro

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Petroleo Brasileiro. 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
5.116.507.89
Details
Intrinsic
Valuation
LowRealHigh
4.946.337.72
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Petroleo Brasileiro. Your research has to be compared to or analyzed against Petroleo Brasileiro's peers to derive any actionable benefits. When done correctly, Petroleo Brasileiro'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 Petroleo Brasileiro.

Other Forecasting Options for Petroleo Brasileiro

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

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

Petroleo Brasileiro 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 Petroleo Brasileiro'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 Petroleo Brasileiro's current price.

Petroleo Brasileiro Market Strength Events

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

Petroleo Brasileiro Risk Indicators

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

Other Information on Investing in Petroleo Stock

Petroleo Brasileiro financial ratios help investors to determine whether Petroleo Stock 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 Petroleo with respect to the benefits of owning Petroleo Brasileiro security.