Aspen Pink Sheet Forecast - Polynomial Regression
| ASPUDelisted Stock | USD 0.1 0 3.90% |
The Polynomial Regression forecasted value of Aspen Group on the next trading day is expected to be 0.07 with a mean absolute deviation of 0.02 and the sum of the absolute errors of 1.28. Aspen Pink Sheet Forecast is based on your current time horizon.
Aspen |
Aspen Polynomial Regression Price Forecast For the 17th of December 2024
Given 90 days horizon, the Polynomial Regression forecasted value of Aspen Group on the next trading day is expected to be 0.07 with a mean absolute deviation of 0.02, mean absolute percentage error of 0.0007, and the sum of the absolute errors of 1.28.Please note that although there have been many attempts to predict Aspen Pink Sheet prices using its time series forecasting, we generally do not recommend using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that Aspen's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Aspen Pink Sheet Forecast Pattern
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Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of Aspen pink sheet data series using in forecasting. Note that when a statistical model is used to represent Aspen pink sheet, 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 | 110.7865 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.021 |
| MAPE | Mean absolute percentage error | 0.173 |
| SAE | Sum of the absolute errors | 1.2821 |
Predictive Modules for Aspen
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Aspen Group. Regardless of method or technology, however, to accurately forecast the pink sheet market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the pink sheet market accurately is still an essential part of the overall investment decision process. Using different forecasting techniques and comparing the results might improve your chances of accuracy even though unexpected events may often change the market sentiment and impact your forecasting results.View Aspen Related Equities
| Risk & Return | Correlation |
Aspen Market Strength Events
Market strength indicators help investors to evaluate how Aspen pink sheet reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Aspen shares will generate the highest return on investment. By undertsting and applying Aspen pink sheet market strength indicators, traders can identify Aspen Group entry and exit signals to maximize returns.
Aspen Risk Indicators
The analysis of Aspen's basic risk indicators is one of the essential steps in accurately forecasting its future price. The process involves identifying the amount of risk involved in Aspen's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting aspen pink sheet prices, we also provide a set of basic risk indicators that can assist in the individual investment decision or help in hedging the risk of your existing portfolios.
| Mean Deviation | 7.95 | |||
| Standard Deviation | 12.15 | |||
| Variance | 147.62 |
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.
Thematic Opportunities
Explore Investment Opportunities
Check out Trending Equities to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in american community survey. You can also try the Volatility Analysis module to get historical volatility and risk analysis based on latest market data.
Other Consideration for investing in Aspen Pink Sheet
If you are still planning to invest in Aspen Group check if it may still be traded through OTC markets such as Pink Sheets or OTC Bulletin Board. You may also purchase it directly from the company, but this is not always possible and may require contacting the company directly. Please note that delisted stocks are often considered to be more risky investments, as they are no longer subject to the same regulatory and reporting requirements as listed stocks. Therefore, it is essential to carefully research the Aspen's history and understand the potential risks before investing.
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