Petrleo Brasileiro Preferred Stock Forecast - Naive Prediction

PETR4 Preferred Stock  BRL 39.42  1.51  3.98%   
The Naive Prediction forecasted value of Petrleo Brasileiro SA on the next trading day is expected to be 40.67 with a mean absolute deviation of 0.36 and the sum of the absolute errors of 22.13. Petrleo Preferred Stock Forecast is based on your current time horizon.
  
A naive forecasting model for Petrleo Brasileiro is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Petrleo Brasileiro SA value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period.

Petrleo Brasileiro Naive Prediction Price Forecast For the 23rd of November

Given 90 days horizon, the Naive Prediction forecasted value of Petrleo Brasileiro SA on the next trading day is expected to be 40.67 with a mean absolute deviation of 0.36, mean absolute percentage error of 0.20, and the sum of the absolute errors of 22.13.
Please note that although there have been many attempts to predict Petrleo Preferred 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 Petrleo Brasileiro's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Petrleo Brasileiro Preferred Stock Forecast Pattern

Backtest Petrleo BrasileiroPetrleo Brasileiro Price PredictionBuy or Sell Advice 

Petrleo Brasileiro Forecasted Value

In the context of forecasting Petrleo Brasileiro's Preferred 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. Petrleo Brasileiro's downside and upside margins for the forecasting period are 39.46 and 41.88, respectively. We have considered Petrleo 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
39.42
40.67
Expected Value
41.88
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of Petrleo Brasileiro preferred stock data series using in forecasting. Note that when a statistical model is used to represent Petrleo Brasileiro preferred 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 Criteria116.5226
BiasArithmetic mean of the errors None
MADMean absolute deviation0.3627
MAPEMean absolute percentage error0.0098
SAESum of the absolute errors22.1274
This model is not at all useful as a medium-long range forecasting tool of Petrleo Brasileiro SA. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Petrleo Brasileiro. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

Predictive Modules for Petrleo 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 Petrleo Brasileiro. Regardless of method or technology, however, to accurately forecast the preferred stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the preferred 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
36.8137.9139.01
Details
Intrinsic
Valuation
LowRealHigh
32.8333.9341.70
Details
Bollinger
Band Projection (param)
LowMiddleHigh
34.6736.3938.10
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Petrleo Brasileiro. Your research has to be compared to or analyzed against Petrleo Brasileiro's peers to derive any actionable benefits. When done correctly, Petrleo 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 Petrleo Brasileiro.

Other Forecasting Options for Petrleo Brasileiro

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

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

Petrleo Brasileiro Technical and Predictive Analytics

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

Petrleo Brasileiro Market Strength Events

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

Petrleo Brasileiro Risk Indicators

The analysis of Petrleo 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 Petrleo Brasileiro's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting petrleo preferred 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 Petrleo Preferred Stock Analysis

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