Soluna Holdings Stock Forward View
| SLNH Stock | USD 0.71 -0.04 -5.33% |
This reference page presents Naive Prediction forecast data for Soluna Holdings. The projected values and error metrics are presented below as reference information. The output values and deviation metrics are provided for informational reference.
The Naive Prediction forecasted value of Soluna Holdings on the next trading day is projected to be 0.56 with a mean absolute deviation of 0.08 and the sum of the absolute errors of 4.94.This model is not at all useful as a medium-long range forecasting tool of Soluna Holdings. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Soluna Holdings. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights. This Naive Prediction forecast data for Soluna Holdings is sourced from the most recent available trading data and is intended solely as reference information. Naive Prediction Price Forecast For the 23rd of March
Given 90 days horizon, the Naive Prediction forecasted value of Soluna Holdings on the next trading day is expected to be 0.56 with a mean absolute deviation of 0.08 , mean absolute percentage error of 0.01 , and the sum of the absolute errors of 4.94 .Please note that although there have been many attempts to predict Soluna 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 Soluna Holdings' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest Soluna Holdings | Soluna Holdings Price Prediction | Research Analysis |
Forecasted Value
This next-day forecast for Soluna Holdings uses model performance to estimate practical downside and upside boundaries rather than a single point target alone. No forecasting approach has been shown to beat all others over time. Investors should treat any model output as a guide, not a guarantee.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of Soluna Holdings stock data series using in forecasting. Note that when a statistical model is used to represent Soluna Holdings 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 | 113.7496 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.081 |
| MAPE | Mean absolute percentage error | 0.0719 |
| SAE | Sum of the absolute errors | 4.9383 |
Other Forecasting Options for Soluna Holdings
Soluna Holdings' daily price returns can be decomposed into trend, seasonal, and residual components. Divergence between short-term and long-term averages in Soluna often signals an upcoming reversal or acceleration. Gap analysis of Soluna Stock data examines overnight jumps between Soluna Holdings' closing and opening prices.Soluna Holdings Related Equities
Soluna Holdings's market space within the Information Technology space is best grasped by looking at the firms listed below. Checking Soluna Holdings against peers on P/E, margins, and return on equity helps put its position in context. Firms that trade at big discounts to peers on core metrics may be worth more research.
| Risk & Return | Correlation |
Soluna Holdings Market Strength Events
Market strength indicators help investors evaluate how Soluna Holdings stock reacts to evolving market conditions. These indicators help determine optimal entry and exit points for trading Soluna Holdings. These indicators can identify periods when trading Soluna Holdings may offer more favorable risk-reward conditions.
Soluna Holdings Risk Indicators
The analysis of Soluna Holdings' basic risk indicators is one of the essential steps in accurately forecasting its future price. Understanding the risk involved in holding Soluna Holdings' allows investors to make informed decisions about their exposure. The analysis of Soluna Holdings' basic risk metrics provides a foundation for managing investment risk.
| Mean Deviation | 5.84 | |||
| Standard Deviation | 8.38 | |||
| Variance | 70.15 |
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 Soluna Holdings
Story coverage around Soluna Holdings 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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Soluna Holdings Short Properties
Reviewing short-oriented indicators for Soluna Holdings is useful because long and short participants often create very different signals for timing and volatility. The practical goal is to identify when the balance between long and short participation may be changing the quality of the setup.
| Common Stock Shares Outstanding | 62.8 M | |
| Cash And Short Term Investments | 7.8 M |