Zimplats Holdings Pink Sheet Forecast - Polynomial Regression

ZMPLF Stock  USD 9.84  1.48  17.70%   
The Polynomial Regression forecasted value of Zimplats Holdings Limited on the next trading day is expected to be 10.20 with a mean absolute deviation of  0.42  and the sum of the absolute errors of 25.89. Zimplats Pink Sheet Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Zimplats Holdings stock prices and determine the direction of Zimplats Holdings Limited's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Zimplats Holdings' historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Zimplats Holdings to cross-verify your projections.
  
Most investors in Zimplats Holdings 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 Zimplats Holdings' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Zimplats Holdings' price structures and extracts relationships that further increase the generated results' accuracy.
Zimplats Holdings polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Zimplats Holdings Limited as well as the accuracy indicators are determined from the period prices.

Zimplats Holdings Polynomial Regression Price Forecast For the 4th of May

Given 90 days horizon, the Polynomial Regression forecasted value of Zimplats Holdings Limited on the next trading day is expected to be 10.20 with a mean absolute deviation of 0.42, mean absolute percentage error of 0.33, and the sum of the absolute errors of 25.89.
Please note that although there have been many attempts to predict Zimplats Pink Sheet 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 Zimplats Holdings' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Zimplats Holdings Pink Sheet Forecast Pattern

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Zimplats Holdings Forecasted Value

In the context of forecasting Zimplats Holdings' Pink Sheet 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. Zimplats Holdings' downside and upside margins for the forecasting period are 5.98 and 14.43, respectively. We have considered Zimplats Holdings' 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
9.84
10.20
Expected Value
14.43
Upside

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 Zimplats Holdings pink sheet data series using in forecasting. Note that when a statistical model is used to represent Zimplats Holdings pink sheet, 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 Criteria117.0134
BiasArithmetic mean of the errors None
MADMean absolute deviation0.4244
MAPEMean absolute percentage error0.0357
SAESum of the absolute errors25.8859
A single variable polynomial regression model attempts to put a curve through the Zimplats Holdings historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for Zimplats 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 Zimplats Holdings. Regardless of method or technology, however, to accurately forecast the pink sheet market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the pink sheet 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 Zimplats Holdings' 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.
Hype
Prediction
LowEstimatedHigh
5.629.8414.06
Details
Intrinsic
Valuation
LowRealHigh
4.148.3612.58
Details
Bollinger
Band Projection (param)
LowMiddleHigh
9.4610.4011.34
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Zimplats Holdings. Your research has to be compared to or analyzed against Zimplats Holdings' peers to derive any actionable benefits. When done correctly, Zimplats Holdings' competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in Zimplats Holdings.

Other Forecasting Options for Zimplats Holdings

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

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

Zimplats Holdings Technical and Predictive Analytics

The pink sheet market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Zimplats Holdings' 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 Zimplats Holdings' current price.

Zimplats Holdings Market Strength Events

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

Zimplats Holdings Risk Indicators

The analysis of Zimplats Holdings' 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 Zimplats Holdings' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting zimplats pink sheet 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.
Some investors attempt to determine whether the market's mood is bullish or bearish by monitoring changes in market sentiment. Unlike more traditional methods such as technical analysis, investor sentiment usually refers to the aggregate attitude towards Zimplats Holdings in the overall investment community. So, suppose investors can accurately measure the market's sentiment. In that case, they can use it for their benefit. For example, some tools to gauge market sentiment could be utilized using contrarian indexes, Zimplats Holdings' short interest history, or implied volatility extrapolated from Zimplats Holdings options trading.

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.
Check out Historical Fundamental Analysis of Zimplats Holdings to cross-verify your projections.
You can also try the Odds Of Bankruptcy module to get analysis of equity chance of financial distress in the next 2 years.

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When running Zimplats Holdings' price analysis, check to measure Zimplats Holdings' 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 Zimplats Holdings is operating at the current time. Most of Zimplats Holdings' value examination focuses on studying past and present price action to predict the probability of Zimplats Holdings' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Zimplats Holdings' price. Additionally, you may evaluate how the addition of Zimplats Holdings to your portfolios can decrease your overall portfolio volatility.
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Please note, there is a significant difference between Zimplats Holdings' value and its price as these two are different measures arrived at by different means. Investors typically determine if Zimplats Holdings is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Zimplats Holdings' price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.