RIO ZIM Stock Forecast - Simple Regression

RIOZ Stock   130.00  0.00  0.00%   
The Simple Regression forecasted value of RIO ZIM LIMITED on the next trading day is expected to be 130.14 with a mean absolute deviation of 2.06 and the sum of the absolute errors of 125.53. Investors can use prediction functions to forecast RIO ZIM's stock prices and determine the direction of RIO ZIM LIMITED's future trends based on various well-known forecasting models. However, exclusively looking at the historical price movement is usually misleading. We recommend always using this module together with an analysis of RIO ZIM's historical fundamentals, such as revenue growth or operating cash flow patterns. Check out Your Equity Center to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as various price indices.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through RIO ZIM price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

RIO ZIM Simple Regression Price Forecast For the 29th of November

Given 90 days horizon, the Simple Regression forecasted value of RIO ZIM LIMITED on the next trading day is expected to be 130.14 with a mean absolute deviation of 2.06, mean absolute percentage error of 5.80, and the sum of the absolute errors of 125.53.
Please note that although there have been many attempts to predict RIO 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 ZIM's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

RIO ZIM Stock Forecast Pattern

RIO ZIM Forecasted Value

In the context of forecasting RIO ZIM'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. RIO ZIM's downside and upside margins for the forecasting period are 129.34 and 130.95, respectively. We have considered RIO ZIM'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
130.00
129.34
Downside
130.14
Expected Value
130.95
Upside

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 ZIM stock data series using in forecasting. Note that when a statistical model is used to represent RIO ZIM 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 Criteria119.8675
BiasArithmetic mean of the errors None
MADMean absolute deviation2.0578
MAPEMean absolute percentage error0.0151
SAESum of the absolute errors125.5288
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as RIO ZIM LIMITED historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for RIO ZIM

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 ZIM LIMITED. 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.

Other Forecasting Options for RIO ZIM

For every potential investor in RIO, whether a beginner or expert, RIO ZIM's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. RIO 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 ZIM's price trends.

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

RIO ZIM LIMITED 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 RIO ZIM'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 ZIM's current price.

RIO ZIM Market Strength Events

Market strength indicators help investors to evaluate how RIO ZIM 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 ZIM shares will generate the highest return on investment. By undertsting and applying RIO ZIM stock market strength indicators, traders can identify RIO ZIM LIMITED entry and exit signals to maximize returns.

RIO ZIM Risk Indicators

The analysis of RIO ZIM'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 ZIM's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting rio 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.

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Additional Tools for RIO Stock Analysis

When running RIO ZIM's price analysis, check to measure RIO ZIM'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 ZIM is operating at the current time. Most of RIO ZIM's value examination focuses on studying past and present price action to predict the probability of RIO ZIM'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 ZIM's price. Additionally, you may evaluate how the addition of RIO ZIM to your portfolios can decrease your overall portfolio volatility.