Aperam SA Stock Forward View - Simple Exponential Smoothing
| APAM Stock | EUR 34.70 0.58 1.70% |
This page provides reference data for Aperam SA using Simple Exponential Smoothing forecasting. The projected value and error metrics are calculated from available daily price observations.
The Simple Exponential Smoothing forecasted value of Aperam SA on the next trading day is expected to be 34.70 with a mean absolute deviation of 0.91 and the sum of the absolute errors of 54.49.This simple exponential smoothing model begins by setting Aperam SA forecast for the second period equal to the observation of the first period. In other words, recent Aperam SA observations are given relatively more weight in forecasting than the older observations. This Simple Exponential Smoothing reference page for Aperam SA presents model-generated projections from historical price data for informational purposes. Simple Exponential Smoothing Price Forecast For the 19th of March
Given 90 days horizon, the Simple Exponential Smoothing forecasted value of Aperam SA on the next trading day is expected to be 34.70 with a mean absolute deviation of 0.91 , mean absolute percentage error of 1.62 , and the sum of the absolute errors of 54.49 .Please note that although there have been many attempts to predict Aperam 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 Aperam SA's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest Aperam SA | Aperam SA Price Prediction | Research Analysis |
Forecasted Value
This next-day forecast for Aperam SA uses model performance to estimate practical downside and upside boundaries rather than a single point target alone. 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 Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Aperam SA stock data series using in forecasting. Note that when a statistical model is used to represent Aperam SA 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 | 116.753 |
| Bias | Arithmetic mean of the errors | -0.0158 |
| MAD | Mean absolute deviation | 0.9082 |
| MAPE | Mean absolute percentage error | 0.024 |
| SAE | Sum of the absolute errors | 54.49 |
Other Forecasting Options for Aperam SA
For investors considering Aperam, Aperam SA's price movement is the most direct driver of investment returns. Noise in Aperam Stock price charts can make identifying meaningful trends difficult without dedicated analytical tools.Aperam SA Related Equities
The following equities are related to Aperam SA within the Materials space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing Aperam SA 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 |
Aperam SA Market Strength Events
Market strength indicators for Aperam SA provide investors with a view of how the stock performs across different market environments. By analyzing these indicators, traders can determine the best moments to enter or exit positions in Aperam SA.
Aperam SA Risk Indicators
A structured analysis of Aperam SA's risk indicators is one of the most reliable ways to improve the accuracy of price forecasts. Understanding the risk embedded in Aperam SA's allows investors to decide whether to accept, reduce, or hedge their exposure.
| Mean Deviation | 2.36 | |||
| Semi Deviation | 3.22 | |||
| Standard Deviation | 3.32 | |||
| Variance | 11.01 | |||
| Downside Variance | 11.13 | |||
| Semi Variance | 10.35 | |||
| Expected Short fall | -2.45 |
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 Aperam SA
The amount of media and story coverage tied to Aperam SA 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.
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Aperam SA Short Properties
Reviewing short-oriented indicators for Aperam SA 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 | 73.1 M | |
| Cash And Short Term Investments | 325 M |
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