Aura Minerals Stock Forecast - Polynomial Regression
| ORA Stock | CAD 10.21 0.17 1.64% |
The Polynomial Regression forecasted value of Aura Minerals on the next trading day is expected to be 9.76 with a mean absolute deviation of 0.19 and the sum of the absolute errors of 11.54. Aura Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Aura Minerals stock prices and determine the direction of Aura Minerals's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Aura Minerals' historical fundamentals, such as revenue growth or operating cash flow patterns. Although Aura Minerals' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Aura Minerals' systematic risk associated with finding meaningful patterns of Aura Minerals fundamentals over time.
Check out Historical Fundamental Analysis of Aura Minerals to cross-verify your projections. Aura |
Most investors in Aura Minerals 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 Aura Minerals' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Aura Minerals' price structures and extracts relationships that further increase the generated results' accuracy.
Aura Minerals polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Aura Minerals as well as the accuracy indicators are determined from the period prices. Aura Minerals Polynomial Regression Price Forecast For the 4th of May
Given 90 days horizon, the Polynomial Regression forecasted value of Aura Minerals on the next trading day is expected to be 9.76 with a mean absolute deviation of 0.19, mean absolute percentage error of 0.06, and the sum of the absolute errors of 11.54.Please note that although there have been many attempts to predict Aura 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 Aura Minerals' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Aura Minerals Stock Forecast Pattern
| Backtest Aura Minerals | Aura Minerals Price Prediction | Buy or Sell Advice |
Aura Minerals Forecasted Value
In the context of forecasting Aura Minerals' 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. Aura Minerals' downside and upside margins for the forecasting period are 7.88 and 11.65, respectively. We have considered Aura Minerals' 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 Aura Minerals stock data series using in forecasting. Note that when a statistical model is used to represent Aura Minerals 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 | 117.0835 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.1861 |
| MAPE | Mean absolute percentage error | 0.0188 |
| SAE | Sum of the absolute errors | 11.5376 |
Predictive Modules for Aura Minerals
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Aura Minerals. 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 Aura Minerals' 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.
Other Forecasting Options for Aura Minerals
For every potential investor in Aura, whether a beginner or expert, Aura Minerals' price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Aura Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Aura. Basic forecasting techniques help filter out the noise by identifying Aura Minerals' price trends.Aura Minerals 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 Aura Minerals stock to make a market-neutral strategy. Peer analysis of Aura Minerals could also be used in its relative valuation, which is a method of valuing Aura Minerals by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Aura Minerals 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 Aura Minerals' 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 Aura Minerals' current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Aura Minerals Market Strength Events
Market strength indicators help investors to evaluate how Aura Minerals stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Aura Minerals shares will generate the highest return on investment. By undertsting and applying Aura Minerals stock market strength indicators, traders can identify Aura Minerals entry and exit signals to maximize returns.
Aura Minerals Risk Indicators
The analysis of Aura Minerals' 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 Aura Minerals' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting aura 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 | 1.36 | |||
| Semi Deviation | 1.53 | |||
| Standard Deviation | 1.87 | |||
| Variance | 3.49 | |||
| Downside Variance | 3.25 | |||
| Semi Variance | 2.35 | |||
| Expected Short fall | (1.50) |
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.
Building efficient market-beating portfolios requires time, education, and a lot of computing power!
The Portfolio Architect is an AI-driven system that provides multiple benefits to our users by leveraging cutting-edge machine learning algorithms, statistical analysis, and predictive modeling to automate the process of asset selection and portfolio construction, saving time and reducing human error for individual and institutional investors.
Try AI Portfolio ArchitectCheck out Historical Fundamental Analysis of Aura Minerals to cross-verify your projections. Note that the Aura Minerals information on this page should be used as a complementary analysis to other Aura Minerals' statistical models used to find the right mix of equity instruments to add to your existing portfolios or create a brand new portfolio. You can also try the Aroon Oscillator module to analyze current equity momentum using Aroon Oscillator and other momentum ratios.
Complementary Tools for Aura Stock analysis
When running Aura Minerals' price analysis, check to measure Aura Minerals' 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 Aura Minerals is operating at the current time. Most of Aura Minerals' value examination focuses on studying past and present price action to predict the probability of Aura Minerals' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Aura Minerals' price. Additionally, you may evaluate how the addition of Aura Minerals to your portfolios can decrease your overall portfolio volatility.
| Economic Indicators Top statistical indicators that provide insights into how an economy is performing | |
| Price Exposure Probability Analyze equity upside and downside potential for a given time horizon across multiple markets | |
| Stock Tickers Use high-impact, comprehensive, and customizable stock tickers that can be easily integrated to any websites | |
| Price Transformation Use Price Transformation models to analyze the depth of different equity instruments across global markets | |
| Insider Screener Find insiders across different sectors to evaluate their impact on performance |