Rio Paranapanema Preferred Stock Forecast - Simple Regression
| GEPA4 Preferred Stock | BRL 30.33 0.03 0.1% |
The Simple Regression forecasted value of Rio Paranapanema Energia on the next trading day is expected to be 30.83 with a mean absolute deviation of 0.45 and the sum of the absolute errors of 27.19. Rio Preferred Stock Forecast is based on your current time horizon.
Rio |
Rio Paranapanema Simple Regression Price Forecast For the 26th of November
Given 90 days horizon, the Simple Regression forecasted value of Rio Paranapanema Energia on the next trading day is expected to be 30.83 with a mean absolute deviation of 0.45, mean absolute percentage error of 0.38, and the sum of the absolute errors of 27.19.Please note that although there have been many attempts to predict Rio 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 Rio Paranapanema's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Rio Paranapanema Preferred Stock Forecast Pattern
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Rio Paranapanema Forecasted Value
In the context of forecasting Rio Paranapanema'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. Rio Paranapanema's downside and upside margins for the forecasting period are 28.22 and 33.43, respectively. We have considered Rio Paranapanema'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.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of Rio Paranapanema preferred stock data series using in forecasting. Note that when a statistical model is used to represent Rio Paranapanema 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.| AIC | Akaike Information Criteria | 117.14 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.4457 |
| MAPE | Mean absolute percentage error | 0.0158 |
| SAE | Sum of the absolute errors | 27.1885 |
Predictive Modules for Rio Paranapanema
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Rio Paranapanema Energia. 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.Other Forecasting Options for Rio Paranapanema
For every potential investor in Rio, whether a beginner or expert, Rio Paranapanema's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Rio Preferred Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Rio. Basic forecasting techniques help filter out the noise by identifying Rio Paranapanema's price trends.Rio Paranapanema 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 Rio Paranapanema preferred stock to make a market-neutral strategy. Peer analysis of Rio Paranapanema could also be used in its relative valuation, which is a method of valuing Rio Paranapanema by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Rio Paranapanema Energia 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 Rio Paranapanema'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 Rio Paranapanema's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Rio Paranapanema Market Strength Events
Market strength indicators help investors to evaluate how Rio Paranapanema 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 Rio Paranapanema shares will generate the highest return on investment. By undertsting and applying Rio Paranapanema preferred stock market strength indicators, traders can identify Rio Paranapanema Energia entry and exit signals to maximize returns.
Rio Paranapanema Risk Indicators
The analysis of Rio Paranapanema'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 Rio Paranapanema's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting rio 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.
| Mean Deviation | 1.59 | |||
| Semi Deviation | 2.08 | |||
| Standard Deviation | 2.55 | |||
| Variance | 6.52 | |||
| Downside Variance | 9.64 | |||
| Semi Variance | 4.34 | |||
| Expected Short fall | (2.07) |
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 Rio Preferred Stock Analysis
When running Rio Paranapanema's price analysis, check to measure Rio Paranapanema'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 Rio Paranapanema is operating at the current time. Most of Rio Paranapanema's value examination focuses on studying past and present price action to predict the probability of Rio Paranapanema's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Rio Paranapanema's price. Additionally, you may evaluate how the addition of Rio Paranapanema to your portfolios can decrease your overall portfolio volatility.