Wellchange Holdings Stock Forward View - Triple Exponential Smoothing
| WCT Stock | 3.79 -0.01 -0.26% |
The Triple Exponential Smoothing forecast reference data for Wellchange Holdings is based on the equity's recent trading history. This page summarizes the model output and key accuracy metrics for reference.
The Triple Exponential Smoothing forecasted value of Wellchange Holdings on the next trading day is expected to be 3.69 with a mean absolute deviation of 0.36 and the sum of the absolute errors of 21.53.As with simple exponential smoothing, in triple exponential smoothing models past Wellchange Holdings observations are given exponentially smaller weights as the observations get older. In other words, recent observations are given relatively more weight in forecasting than the older Wellchange Holdings observations. All Triple Exponential Smoothing forecast figures shown for Wellchange Holdings are reference data reflecting model output based on available historical prices. Triple Exponential Smoothing Price Forecast For the 20th of March
Given 90 days horizon, the Triple Exponential Smoothing forecasted value of Wellchange Holdings on the next trading day is expected to be 3.69 with a mean absolute deviation of 0.36 , mean absolute percentage error of 0.30 , and the sum of the absolute errors of 21.53 .Please note that although there have been many attempts to predict Wellchange Stock 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 Wellchange Holdings' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest Wellchange Holdings | Wellchange Holdings Price Prediction | Research Analysis |
Forecasted Value
The next-day forecast for Wellchange Holdings focuses on identifying predictive downside and upside bands that can frame a realistic trading range. At the moment, the model places downside around 0.04 and upside around 11.26 for the forecasting period.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Triple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Wellchange Holdings stock data series using in forecasting. Note that when a statistical model is used to represent Wellchange 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.| AIC | Akaike Information Criteria | Huge |
| Bias | Arithmetic mean of the errors | 0.0907 |
| MAD | Mean absolute deviation | 0.3649 |
| MAPE | Mean absolute percentage error | 0.0541 |
| SAE | Sum of the absolute errors | 21.528 |
Other Forecasting Options for Wellchange Holdings
Whether a novice or experienced investor, anyone considering Wellchange needs to understand the dynamics of Wellchange Holdings' price movement. Price charts for Wellchange Stock contain a significant amount of noise that can distort investment decisions.Wellchange Holdings Related Equities
The following equities are related to Wellchange Holdings within the Information Technology space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing Wellchange Holdings 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 |
Wellchange Holdings Market Strength Events
Analyzing market strength indicators for Wellchange Holdings enables investors to understand how the stock performs relative to overall market momentum. These indicators are valuable tools for identifying when to enter or exit positions in Wellchange Holdings.
Wellchange Holdings Risk Indicators
Identifying and analyzing Wellchange Holdings' key risk indicators is a foundational step in projecting how its price may evolve. This process helps investors quantify the risk associated with Wellchange Holdings' and decide how to manage it.
| Mean Deviation | 4.77 | |||
| Standard Deviation | 7.27 | |||
| Variance | 52.83 |
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 Wellchange Holdings
The amount of media and story coverage tied to Wellchange Holdings can signal where market attention is concentrating at the moment. 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.
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Wellchange Holdings Short Properties
Reviewing short-oriented indicators for Wellchange Holdings is useful because long and short participants often create very different signals for timing and volatility. The practical goal is to identify when the balance between long and short participation may be changing the quality of the setup.
| Common Stock Shares Outstanding | 20.6 M | |
| Cash And Short Term Investments | 250.3 K |
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