AcadeMedia Stock Forward View - Simple Regression
| ACAD Stock | SEK 97.80 -0.30 -0.31% |
The Simple Regression forecast reference data for AcadeMedia AB 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 Simple Regression forecasted value of AcadeMedia AB on the next trading day is expected to be 97.80 with a mean absolute deviation of 3.11 and the sum of the absolute errors of 189.72.In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as AcadeMedia AB historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data. The Simple Regression projections for AcadeMedia AB are reference data based on historical daily prices and are provided as informational context. Simple Regression Price Forecast For the 23rd of March
Given 90 days horizon, the Simple Regression forecasted value of AcadeMedia AB on the next trading day is expected to be 97.80 with a mean absolute deviation of 3.11 , mean absolute percentage error of 14.40 , and the sum of the absolute errors of 189.72 .Please note that although there have been many attempts to predict AcadeMedia 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 AcadeMedia's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest AcadeMedia | AcadeMedia Price Prediction | Research Analysis |
Forecasted Value
Forecasting AcadeMedia AB for the next session involves measuring the model's historical ability to define credible downside and upside scenarios. 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 Regression forecasting method's relative quality and the estimations of the prediction error of AcadeMedia stock data series using in forecasting. Note that when a statistical model is used to represent AcadeMedia 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 | 120.7775 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 3.1101 |
| MAPE | Mean absolute percentage error | 0.0327 |
| SAE | Sum of the absolute errors | 189.7152 |
Other Forecasting Options for AcadeMedia
Volatility clustering is a well-documented feature of AcadeMedia Stock price data where periods of large moves tend to follow other large moves. When AcadeMedia's RSI reaches extreme levels, it often precedes a short-term price correction or consolidation. Seasonal patterns in AcadeMedia's returns can persist when driven by structural factors like earnings calendars or index rebalancing.AcadeMedia Related Equities
The peer firms below within the Education & Training Services space can help frame AcadeMedia's pricing and running costs in context. Looking at AcadeMedia's pricing multiples next to these peers shows if the stock trades at a premium or discount. A stock that beats its peers on many metrics often deserves a closer look from value-focused investors. The data below allows side-by-side review across the most common financial metrics.
| Risk & Return | Correlation |
AcadeMedia Market Strength Events
Analyzing market strength indicators for AcadeMedia enables investors to understand relative stock momentum. Investors use these tools to determine the best times to initiate or close positions in AcadeMedia AB. Market strength indicators support more precise timing of AcadeMedia AB positions across market cycles.
AcadeMedia Risk Indicators
Identifying and analyzing AcadeMedia'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 AcadeMedia's and determining how best to manage it. Studying AcadeMedia's risk indicators helps investors understand the risk level of academedia stock.
| Mean Deviation | 1.28 | |||
| Semi Deviation | 1.76 | |||
| Standard Deviation | 1.72 | |||
| Variance | 2.95 | |||
| Downside Variance | 3.52 | |||
| Semi Variance | 3.1 | |||
| Expected Short fall | -1.33 |
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 AcadeMedia
The amount of media and story coverage tied to AcadeMedia AB 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.
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AcadeMedia Short Properties
Short-interest signals around AcadeMedia AB can help investors judge whether skeptical positioning is starting to pressure price predictability and market tone. 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 | 105.9 M | |
| Cash And Short Term Investments | 1.1 B |
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