MASHONALAND HOLDINGS Stock Forecast - Simple Regression

MASH Stock   269.92  0.00  0.00%   
The Simple Regression forecasted value of MASHONALAND HOLDINGS LIMITED on the next trading day is expected to be 300.90 with a mean absolute deviation of 23.61 and the sum of the absolute errors of 1,440. Investors can use prediction functions to forecast MASHONALAND HOLDINGS's stock prices and determine the direction of MASHONALAND HOLDINGS 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 MASHONALAND HOLDINGS's historical fundamentals, such as revenue growth or operating cash flow patterns. Check out Correlation Analysis 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 signals in board of governors.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through MASHONALAND HOLDINGS 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.

MASHONALAND HOLDINGS Simple Regression Price Forecast For the 3rd of December

Given 90 days horizon, the Simple Regression forecasted value of MASHONALAND HOLDINGS LIMITED on the next trading day is expected to be 300.90 with a mean absolute deviation of 23.61, mean absolute percentage error of 704.40, and the sum of the absolute errors of 1,440.
Please note that although there have been many attempts to predict MASHONALAND 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 MASHONALAND HOLDINGS's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

MASHONALAND HOLDINGS Stock Forecast Pattern

MASHONALAND HOLDINGS Forecasted Value

In the context of forecasting MASHONALAND HOLDINGS'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. MASHONALAND HOLDINGS's downside and upside margins for the forecasting period are 295.87 and 305.93, respectively. We have considered MASHONALAND HOLDINGS'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
269.92
295.87
Downside
300.90
Expected Value
305.93
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 MASHONALAND HOLDINGS stock data series using in forecasting. Note that when a statistical model is used to represent MASHONALAND HOLDINGS 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 Criteria124.6678
BiasArithmetic mean of the errors None
MADMean absolute deviation23.6097
MAPEMean absolute percentage error0.2162
SAESum of the absolute errors1440.1945
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 MASHONALAND HOLDINGS 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 MASHONALAND HOLDINGS

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as MASHONALAND HOLDINGS. 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 MASHONALAND HOLDINGS

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

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

MASHONALAND HOLDINGS 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 MASHONALAND HOLDINGS'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 MASHONALAND HOLDINGS's current price.

MASHONALAND HOLDINGS Market Strength Events

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

MASHONALAND HOLDINGS Risk Indicators

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

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