Pettenati Preferred Stock Forecast - Polynomial Regression
| PTNT4 Preferred Stock | BRL 6.33 0.07 1.09% |
The Polynomial Regression forecasted value of Pettenati SA Industria on the next trading day is expected to be 6.63 with a mean absolute deviation of 0.13 and the sum of the absolute errors of 7.94. Pettenati Preferred Stock Forecast is based on your current time horizon.
Pettenati |
Pettenati Polynomial Regression Price Forecast For the 29th of November
Given 90 days horizon, the Polynomial Regression forecasted value of Pettenati SA Industria on the next trading day is expected to be 6.63 with a mean absolute deviation of 0.13, mean absolute percentage error of 0.03, and the sum of the absolute errors of 7.94.Please note that although there have been many attempts to predict Pettenati 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 Pettenati's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Pettenati Preferred Stock Forecast Pattern
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Pettenati Forecasted Value
In the context of forecasting Pettenati'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. Pettenati's downside and upside margins for the forecasting period are 4.56 and 8.70, respectively. We have considered Pettenati'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 Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of Pettenati preferred stock data series using in forecasting. Note that when a statistical model is used to represent Pettenati 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 | 114.5801 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.1302 |
| MAPE | Mean absolute percentage error | 0.0198 |
| SAE | Sum of the absolute errors | 7.9447 |
Predictive Modules for Pettenati
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Pettenati SA Industria. 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 Pettenati
For every potential investor in Pettenati, whether a beginner or expert, Pettenati's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Pettenati Preferred Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Pettenati. Basic forecasting techniques help filter out the noise by identifying Pettenati's price trends.Pettenati 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 Pettenati preferred stock to make a market-neutral strategy. Peer analysis of Pettenati could also be used in its relative valuation, which is a method of valuing Pettenati by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Pettenati SA Industria 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 Pettenati'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 Pettenati's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Pettenati Market Strength Events
Market strength indicators help investors to evaluate how Pettenati 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 Pettenati shares will generate the highest return on investment. By undertsting and applying Pettenati preferred stock market strength indicators, traders can identify Pettenati SA Industria entry and exit signals to maximize returns.
Pettenati Risk Indicators
The analysis of Pettenati'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 Pettenati's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting pettenati 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 | 1.84 | |||
| Standard Deviation | 2.33 | |||
| Variance | 5.41 | |||
| Downside Variance | 4.67 | |||
| Semi Variance | 3.39 | |||
| Expected Short fall | (1.99) |
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 Pettenati Preferred Stock Analysis
When running Pettenati's price analysis, check to measure Pettenati'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 Pettenati is operating at the current time. Most of Pettenati's value examination focuses on studying past and present price action to predict the probability of Pettenati's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Pettenati's price. Additionally, you may evaluate how the addition of Pettenati to your portfolios can decrease your overall portfolio volatility.