Milestone Scientific Stock Forward View - Simple Exponential Smoothing
| MLSS Stock | USD 0.29 0.04 16.00% |
The Simple Exponential Smoothing forecast shown here for Milestone Scientific is reference data produced from its historical price series. The projected value and error measures below serve as reference information.
The Simple Exponential Smoothing forecasted value of Milestone Scientific on the next trading day is expected to be 0.29 with a mean absolute deviation of 0.01 and the sum of the absolute errors of 0.47.This simple exponential smoothing model begins by setting Milestone Scientific forecast for the second period equal to the observation of the first period. In other words, recent Milestone Scientific observations are given relatively more weight in forecasting than the older observations. This Simple Exponential Smoothing reference page for Milestone Scientific presents model-generated projections from historical price data for informational purposes. Simple Exponential Smoothing Price Forecast For the 26th of March
Given 90 days horizon, the Simple Exponential Smoothing forecasted value of Milestone Scientific on the next trading day is expected to be 0.29 with a mean absolute deviation of 0.01 , mean absolute percentage error of 0.0001 , and the sum of the absolute errors of 0.47 .Please note that although there have been many attempts to predict Milestone 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 Milestone Scientific's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest Milestone Scientific | Milestone Scientific Price Prediction | Research Analysis |
Forecasted Value
This next-day forecast for Milestone Scientific uses model performance to estimate practical downside and upside boundaries rather than a single point target alone. At the moment, the model places downside around 0.0029 and upside around 4.83 for the forecasting period.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Simple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Milestone Scientific stock data series using in forecasting. Note that when a statistical model is used to represent Milestone Scientific 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 | 109.1639 |
| Bias | Arithmetic mean of the errors | 1.0E-4 |
| MAD | Mean absolute deviation | 0.0078 |
| MAPE | Mean absolute percentage error | 0.0281 |
| SAE | Sum of the absolute errors | 0.474 |
Other Forecasting Options for Milestone Scientific
The distribution of Milestone Scientific's daily returns is typically non-normal, with fatter tails than a Gaussian model predicts. This can reveal hidden support and resistance zones in Milestone Scientific's chart that simple price charts miss.Milestone Scientific Related Equities
Checking Milestone Scientific against related firms within the Health Care space helps investors see where the stock stands among peers. Return on equity across these peers shows how well each firm turns capital into profit. Peer pricing works best when the firms compared share similar business models and end markets. This type of review is most useful when done often to track how positions shift over time.
| Risk & Return | Correlation |
Milestone Scientific Market Strength Events
Market strength indicators for Milestone Scientific give insight into the stock's responsiveness to broader forces. These indicators are useful for traders seeking optimal timing for positions in Milestone Scientific.
Milestone Scientific Risk Indicators
A thorough review of Milestone Scientific's risk indicators is an important first step in forecasting its price. Quantifying the risk involved in Milestone Scientific's allows investors to make better decisions about entry, sizing, and hedging.
| Mean Deviation | 2.89 | |||
| Standard Deviation | 4.49 | |||
| Variance | 20.13 |
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 Milestone Scientific
Story coverage around Milestone Scientific often expands when market conditions, narrative momentum, or risk-adjusted performance make the security more visible to investors. The stronger process compares story flow with performance, theme classification, and the level of short-term market interest.
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Milestone Scientific Short Properties
Reviewing short-oriented indicators for Milestone Scientific is useful because long and short participants often create very different signals for timing and volatility. This is most valuable when investors want to know whether bearish pressure is starting to shape the market's reaction function.
| Common Stock Shares Outstanding | 79.8 M | |
| Cash And Short Term Investments | 3.3 M |
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