ImagineAR OTC Stock Forward View - Simple Exponential Smoothing
| IPNFF Stock | USD 0.01 -0.0002 -2.20% |
ImagineAR's Simple Exponential Smoothing reference data is generated by applying the model to available daily closing prices. Accuracy metrics including mean absolute deviation are provided alongside the projection.
The Simple Exponential Smoothing forecasted value of ImagineAR on the next trading day is expected to be 0.01 with a mean absolute deviation of 0.0011 and the sum of the absolute errors of 0.06.This simple exponential smoothing model begins by setting ImagineAR forecast for the second period equal to the observation of the first period. In other words, recent ImagineAR observations are given relatively more weight in forecasting than the older observations. ImagineAR's Simple Exponential Smoothing reference data is provided for informational and analytical purposes and does not constitute a trading recommendation. Simple Exponential Smoothing Price Forecast For the 27th of March
Given 90 days horizon, the Simple Exponential Smoothing forecasted value of ImagineAR on the next trading day is expected to be 0.01 with a mean absolute deviation of 0.0011 , mean absolute percentage error of 0.00000189 , and the sum of the absolute errors of 0.06 .Please note that although there have been many attempts to predict ImagineAR OTC 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 ImagineAR's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
OTC Stock Forecast Pattern
| Backtest ImagineAR | ImagineAR Price Prediction | Research Analysis |
Forecasted Value
The next-day forecast for ImagineAR focuses on identifying predictive downside and upside bands that can frame a realistic trading range. 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 ImagineAR otc stock data series using in forecasting. Note that when a statistical model is used to represent ImagineAR otc 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 | 103.0914 |
| Bias | Arithmetic mean of the errors | 2.0E-4 |
| MAD | Mean absolute deviation | 0.0011 |
| MAPE | Mean absolute percentage error | 0.107 |
| SAE | Sum of the absolute errors | 0.0636 |
Other Forecasting Options for ImagineAR
Analyzing ImagineAR's price movement through moving averages at different time horizons reveals whether short-term momentum aligns with the longer-term trend. Touches of the upper or lower band in ImagineAR's chart can signal overbought or oversold conditions.ImagineAR Related Equities
Checking ImagineAR against related firms within the Software—Infrastructure space helps investors see where the stock stands among peers. Market cap and total value checks frame ImagineAR's size within the competitive field. Peer review is most useful when paired with absolute pricing and trend checks. These checks provide a starting point for deeper study of ImagineAR's strengths and weak spots.
| Risk & Return | Correlation |
ImagineAR Market Strength Events
Market strength indicators for ImagineAR otc stock provide a framework for assessing security responsiveness. These metrics are widely used to refine market timing and identify favorable moments to trade ImagineAR.
| Accumulation Distribution | 61.03 | |||
| Daily Balance Of Power | -0.14 | |||
| Rate Of Daily Change | 0.98 | |||
| Day Median Price | 0.0082 | |||
| Day Typical Price | 0.0084 | |||
| Price Action Indicator | 6.0E-4 | |||
| Period Momentum Indicator | -0.0002 | |||
| Relative Strength Index | 41.23 |
ImagineAR Risk Indicators
Assessing ImagineAR's risk indicators is a critical component of any rigorous approach to forecasting its future price. Forecasting ImagineAR's future price accurately requires understanding and quantifying the risks present in the investment.
| Mean Deviation | 10.84 | |||
| Semi Deviation | 12.68 | |||
| Standard Deviation | 17.09 | |||
| Variance | 291.96 | |||
| Downside Variance | 182.12 | |||
| Semi Variance | 160.67 | |||
| Expected Short fall | -12.54 |
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 ImagineAR
Story coverage around ImagineAR often expands when market conditions, narrative momentum, or risk-adjusted performance make the security more visible to investors. A disciplined read of coverage separates durable relevance from temporary noise.
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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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Other Information on Investing in ImagineAR OTC Stock
Key financial relationships within ImagineAR are expressed through its ratios. Each ratio adds context around profit, cash flow, and total value.