China Molybdenum Pink Sheet Forward View - Double Exponential Smoothing

CMCLF Stock  USD 2.30  -0.02  -0.86%   
The Double Exponential Smoothing reference data for China Molybdenum is derived from the equity's published trading history. Forecast values and accuracy indicators are summarized on this page for reference.
The Double Exponential Smoothing forecasted value of China Molybdenum Co on the next trading day is expected to be 2.29 with a mean absolute deviation of 0.07 and the sum of the absolute errors of 4.24.When China Molybdenum Co 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 China Molybdenum Co 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 China Molybdenum observations are given relatively more weight in forecasting than the older observations. All forecast values on this page for China Molybdenum Co are Double Exponential Smoothing reference data derived from historical price series.
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 China Molybdenum works best with periods where there are trends or seasonality.

Double Exponential Smoothing Price Forecast For the 23rd of March

Given 90 days horizon, the Double Exponential Smoothing forecasted value of China Molybdenum Co on the next trading day is expected to be 2.29 with a mean absolute deviation of 0.07 , mean absolute percentage error of 0.01 , and the sum of the absolute errors of 4.24 .
Please note that although there have been many attempts to predict China Pink Sheet prices using its time series forecasting, we generally do not suggest using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that China Molybdenum's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Pink Sheet Forecast Pattern

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Forecasted Value

The next-day forecast for China Molybdenum Co focuses on identifying predictive downside and upside bands that can frame a realistic trading range. The current forecast range spans downside near 0.02 and upside near 5.81.
Market Value
2.30
2.29
Expected Value
5.81
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 China Molybdenum pink sheet data series using in forecasting. Note that when a statistical model is used to represent China Molybdenum 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 CriteriaHuge
BiasArithmetic mean of the errors -0.0067
MADMean absolute deviation0.0718
MAPEMean absolute percentage error0.0262
SAESum of the absolute errors4.2381
When China Molybdenum Co 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 China Molybdenum Co 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 China Molybdenum observations are given relatively more weight in forecasting than the older observations.

Other Forecasting Options for China Molybdenum

For both new and experienced investors in China, the ability to analyze China Molybdenum's price movement is a fundamental investment skill. Price chart noise in China Pink Sheet can create false signals and mislead investment decisions.

China Molybdenum Related Equities

The following equities are related to China Molybdenum within the Other Industrial Metals & Mining space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing China Molybdenum against peers on metrics such as P/E, margins, and return on equity helps contextualize its positioning and identify relative strengths or weaknesses.
 Risk & Return  Correlation

China Molybdenum Market Strength Events

Tracking market strength indicators for China Molybdenum provides context for understanding the momentum dynamics of the pink sheet in real time. These signals support informed decisions about when to enter or exit positions in China Molybdenum Co for maximum return potential.

China Molybdenum Risk Indicators

Properly assessing China Molybdenum's risk indicators is a prerequisite for building reliable price forecasts. Identifying and quantifying the risks associated with China Molybdenum's allows investors to make better-informed decisions about accepting or hedging their exposure.
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.

Story Coverage note for China Molybdenum

Story coverage around China Molybdenum Co often expands when market conditions, narrative momentum, or risk-adjusted performance make the security more visible to investors. This is most useful when investors want to understand why a security is suddenly drawing more public discussion.

Other Macroaxis Stories

Macroaxis publishes story content for a diverse readership that includes finance students, independent investors, money managers, and market-focused operating teams. What connects that audience is a focus on building stronger portfolios through better research, risk awareness, and comparative analysis.

More Resources for China Pink Sheet Analysis

Other Information on Investing in China Pink Sheet

Financial ratios for China Molybdenum show relationships between important financial metrics. They provide context across profit, cash flow, and overall value. The format ensures financial data remains comparable across time periods.