Caledonia Mining Stock Forecast - Double Exponential Smoothing

CMCL Stock   900.00  15.00  1.69%   
The Double Exponential Smoothing forecasted value of Caledonia Mining on the next trading day is expected to be 890.23 with a mean absolute deviation of 18.14 and the sum of the absolute errors of 1,070. Caledonia Stock Forecast is based on your current time horizon.
  
At this time, Caledonia Mining's Cash And Short Term Investments are comparatively stable compared to the past year. Common Stock Shares Outstanding is likely to gain to about 18.4 M in 2024, whereas Other Stockholder Equity is likely to drop slightly above 120.4 M in 2024.
Double exponential smoothing - also known as Holt exponential smoothing is a refinement of the popular simple exponential smoothing model with an additional trending component. Double exponential smoothing model for Caledonia Mining works best with periods where there are trends or seasonality.

Caledonia Mining Double Exponential Smoothing Price Forecast For the 24th of November

Given 90 days horizon, the Double Exponential Smoothing forecasted value of Caledonia Mining on the next trading day is expected to be 890.23 with a mean absolute deviation of 18.14, mean absolute percentage error of 679.18, and the sum of the absolute errors of 1,070.
Please note that although there have been many attempts to predict Caledonia 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 Caledonia Mining's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Caledonia Mining Stock Forecast Pattern

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Caledonia Mining Forecasted Value

In the context of forecasting Caledonia Mining'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. Caledonia Mining's downside and upside margins for the forecasting period are 887.88 and 892.58, respectively. We have considered Caledonia Mining'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
900.00
887.88
Downside
890.23
Expected Value
892.58
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Double Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Caledonia Mining stock data series using in forecasting. Note that when a statistical model is used to represent Caledonia Mining 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 CriteriaHuge
BiasArithmetic mean of the errors 0.4533
MADMean absolute deviation18.1433
MAPEMean absolute percentage error0.0172
SAESum of the absolute errors1070.4544
When Caledonia Mining prices exhibit either an increasing or decreasing trend over time, simple exponential smoothing forecasts tend to lag behind observations. Double exponential smoothing is designed to address this type of data series by taking into account any Caledonia Mining trend in the prices. So in double exponential smoothing past observations are given exponentially smaller weights as the observations get older. In other words, recent Caledonia Mining observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Caledonia Mining

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Caledonia Mining. 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.
Hype
Prediction
LowEstimatedHigh
897.31899.66902.01
Details
Intrinsic
Valuation
LowRealHigh
708.65711.00990.00
Details
Bollinger
Band Projection (param)
LowMiddleHigh
861.65885.33909.02
Details
Earnings
Estimates (0)
LowProjected EPSHigh
0.230.240.25
Details

Other Forecasting Options for Caledonia Mining

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

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

Caledonia Mining 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 Caledonia Mining'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 Caledonia Mining's current price.

Caledonia Mining Market Strength Events

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

Caledonia Mining Risk Indicators

The analysis of Caledonia Mining'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 Caledonia Mining's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting caledonia 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.

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 Caledonia Stock Analysis

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