WM Technology Stock Forward View - Simple Moving Average
| MAPSW Stock | USD 0.01 0.0033 86.84% |
The Simple Moving Average forecast shown here for WM Technology is reference data produced from its historical price series. The projected value and error measures below serve as reference information.
The Simple Moving Average forecasted value of WM Technology on the next trading day is expected to be 0.01 with a mean absolute deviation of 0.0006 and the sum of the absolute errors of 0.04.The simple moving average model is conceptually a linear regression of the current value of WM Technology price series against current and previous (unobserved) value of WM Technology. In time series analysis, the simple moving-average model is a very common approach for modeling univariate price series models including forecasting prices into the future This Simple Moving Average reference page for WM Technology presents model-generated projections from historical price data for informational purposes. Simple Moving Average Price Forecast For the 28th of March
Given 90 days horizon, the Simple Moving Average forecasted value of WM Technology on the next trading day is expected to be 0.01 with a mean absolute deviation of 0.0006 , mean absolute percentage error of 0.00000079 , and the sum of the absolute errors of 0.04 .Please note that although there have been many attempts to predict MAPSW 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 WM Technology's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest WM Technology | WM Technology Price Prediction | Research Analysis |
Forecasted Value
For the next trading day, Macroaxis evaluates WM Technology's predictive range by looking for statistically meaningful downside and upside boundaries. Used properly, these levels provide context around forecast dispersion rather than certainty about the next closing print.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Simple Moving Average forecasting method's relative quality and the estimations of the prediction error of WM Technology stock data series using in forecasting. Note that when a statistical model is used to represent WM Technology 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 | 100.3875 |
| Bias | Arithmetic mean of the errors | 1.0E-4 |
| MAD | Mean absolute deviation | 6.0E-4 |
| MAPE | Mean absolute percentage error | 0.0872 |
| SAE | Sum of the absolute errors | 0.0352 |
Other Forecasting Options for WM Technology
The distribution of WM Technology's daily returns is typically non-normal, with fatter tails than a Gaussian model predicts. This can reveal hidden support and resistance zones in WM Technology's chart that simple price charts miss.WM Technology Related Equities
These firms work in a similar space as WM Technology within the Information Technology space and serve as useful points for comparison. Growth rate gaps between WM Technology and its peers often explain pricing differences in the market.
| Risk & Return | Correlation |
WM Technology Market Strength Events
Market strength indicators for WM Technology give insight into the stock's responsiveness to broader forces. These indicators are useful for traders seeking optimal timing for positions in WM Technology.
WM Technology Risk Indicators
A thorough review of WM Technology's risk indicators is an important first step in forecasting its price. Quantifying the risk involved in WM Technology's allows investors to make better decisions about entry, sizing, and hedging.
| Mean Deviation | 9.4 | |||
| Standard Deviation | 19.94 | |||
| Variance | 397.46 |
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 WM Technology
A coverage review of WM Technology shows when the security is attracting above-average attention from contributors and market observers. Used properly, this context can help investors judge whether visibility is reinforcing the thesis or attracting more speculative pressure.
Contributor Headline
Latest Perspective From Macroaxis
WM Technology Short Properties
Short sentiment tied to WM Technology matters because heavier bearish pressure can change how quickly future price expectations become unstable. A disciplined short-interest review can make timing decisions more informed under rising skepticism.
| Common Stock Shares Outstanding | 108.2 M | |
| Dividends Paid | 1.9 M | |
| Cash And Short Term Investments | 62.4 M |
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