Petro Rio Stock Forecast - Polynomial Regression

PRIO3 Stock  BRL 39.92  0.25  0.62%   
The Polynomial Regression forecasted value of Petro Rio SA on the next trading day is expected to be 38.42 with a mean absolute deviation of 0.73 and the sum of the absolute errors of 44.49. Petro Stock Forecast is based on your current time horizon.
  
Most investors in Petro Rio cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the Petro Rio's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Petro Rio's price structures and extracts relationships that further increase the generated results' accuracy.
Petro Rio polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Petro Rio SA as well as the accuracy indicators are determined from the period prices.

Petro Rio Polynomial Regression Price Forecast For the 11th of June 2024

Given 90 days horizon, the Polynomial Regression forecasted value of Petro Rio SA on the next trading day is expected to be 38.42 with a mean absolute deviation of 0.73, mean absolute percentage error of 0.79, and the sum of the absolute errors of 44.49.
Please note that although there have been many attempts to predict Petro 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 Petro Rio's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Petro Rio Stock Forecast Pattern

Backtest Petro RioPetro Rio Price PredictionBuy or Sell Advice 

Petro Rio Forecasted Value

In the context of forecasting Petro Rio'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. Petro Rio's downside and upside margins for the forecasting period are 36.80 and 40.04, respectively. We have considered Petro Rio'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
39.92
38.42
Expected Value
40.04
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 Petro Rio stock data series using in forecasting. Note that when a statistical model is used to represent Petro Rio 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 Criteria117.875
BiasArithmetic mean of the errors None
MADMean absolute deviation0.7294
MAPEMean absolute percentage error0.0154
SAESum of the absolute errors44.4937
A single variable polynomial regression model attempts to put a curve through the Petro Rio 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 Petro Rio

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Petro Rio 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Petro Rio's price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.
Hype
Prediction
LowEstimatedHigh
38.3039.9241.54
Details
Intrinsic
Valuation
LowRealHigh
34.2135.8343.91
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Petro Rio. Your research has to be compared to or analyzed against Petro Rio's peers to derive any actionable benefits. When done correctly, Petro Rio'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 Petro Rio SA.

Other Forecasting Options for Petro Rio

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

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

Petro Rio 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 Petro Rio'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 Petro Rio's current price.

Petro Rio Market Strength Events

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

Petro Rio Risk Indicators

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

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