China High Pink Sheet Forward View - Double Exponential Smoothing

CHSTF Stock  USD 0.21  0.00  0.00%   
The Double Exponential Smoothing forecast reference data for China High Speed is based on the equity's recent trading history. Forecast values and accuracy indicators are summarized on this page for reference. This reference information is provided for analytical context.
The Double Exponential Smoothing forecasted value of China High Speed on the next trading day is expected to be 0.21 with a mean absolute deviation of 0.0012 and the sum of the absolute errors of 0.07.When China High Speed 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 High Speed 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 High observations are given relatively more weight in forecasting than the older observations. The Double Exponential Smoothing projections for China High Speed are reference data based on historical daily prices and are provided as informational context.
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 High works best with periods where there are trends or seasonality.

Double Exponential Smoothing Price Forecast For the 26th of March

Given 90 days horizon, the Double Exponential Smoothing forecasted value of China High Speed on the next trading day is expected to be 0.21 with a mean absolute deviation of 0.0012 , mean absolute percentage error of 0.000082 , and the sum of the absolute errors of 0.07 .
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 High'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

For the next trading day, Macroaxis evaluates China High's predictive range by looking for statistically meaningful downside and upside boundaries. At the moment, the model places downside around 0.0021 and upside around 6.56 for the forecasting period.
Market Value
0.21
0.0021
Downside
0.21
Expected Value
6.56
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 High pink sheet data series using in forecasting. Note that when a statistical model is used to represent China High 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 0.0012
MADMean absolute deviation0.0012
MAPEMean absolute percentage error0.0056
SAESum of the absolute errors0.07
When China High Speed 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 High Speed 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 High observations are given relatively more weight in forecasting than the older observations.

Other Forecasting Options for China High

Volatility clustering is a well-documented feature of China Pink Sheet price data where periods of large moves tend to follow other large moves. When China High's RSI reaches extreme levels, it often precedes a short-term price correction or consolidation. Seasonal patterns in China High's returns can persist when driven by structural factors like earnings calendars or index rebalancing.

China High Related Equities

These related stocks within the Specialty Industrial Machinery space give benchmarks for judging China High's results, margins, and growth trend. Return on equity across these peers shows how well each firm turns capital into profit. Firms that trade at big discounts to peers on core metrics may be worth more research. These checks provide a starting point for deeper study of China High's strengths and weak spots.
 Risk & Return  Correlation

China High Market Strength Events

Analyzing market strength indicators for China High enables investors to understand relative pink sheet momentum. These tools help identify favorable windows for position changes in China High Speed. Market strength indicators support more precise timing of China High Speed positions across market cycles.

China High Risk Indicators

Identifying and analyzing China High's key risk indicators is a foundational step in projecting how its price may evolve. This process involves measuring the level of investment risk in China High's and determining how best to manage it. Studying China High's risk indicators helps investors understand the risk level of china pink sheet.
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 High

The amount of media and story coverage tied to China High Speed can signal where market attention is concentrating at the moment. The practical risk is that faster visibility can increase both interest and skepticism at the same time.

Other Macroaxis Stories

Macroaxis story coverage is designed for a broad investing audience that ranges from self-directed traders to advisers, researchers, and institutional market participants. The content is intended to support people who want a more structured path from headline information to portfolio action.

More Resources for China Pink Sheet Analysis

Other Information on Investing in China Pink Sheet

These ratios describe connections between financial data points for China High. This helps frame how profit and cash flow relate to overall value.