Software Acquisition Stock Forward View - Simple Regression
| SWAG Stock | USD 1.72 0.05 2.99% |
This reference page presents Simple Regression forecast data for Software Acquisition Group. The model output shown here is derived from Software Acquisition's historical price series and is provided for informational purposes.
The Simple Regression forecasted value of Software Acquisition Group on the next trading day is expected to be 1.74 with a mean absolute deviation of 0.1 and the sum of the absolute errors of 6.13.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 Software Acquisition Group historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data. This Simple Regression forecast data for Software Acquisition Group is sourced from the most recent available trading data and is intended solely as reference information. Simple Regression Price Forecast For the 22nd of March
Given 90 days horizon, the Simple Regression forecasted value of Software Acquisition Group on the next trading day is expected to be 1.74 with a mean absolute deviation of 0.1 , mean absolute percentage error of 0.02 , and the sum of the absolute errors of 6.13 .Please note that although there have been many attempts to predict Software 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 Software Acquisition's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest Software Acquisition | Software Acquisition Price Prediction | Research Analysis |
Forecasted Value
Forecasting Software Acquisition Group for the next session involves measuring the model's historical ability to define credible downside and upside scenarios. The projected forecast band currently runs from roughly 0.02 on the downside to about 5.47 on the upside.
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 Software Acquisition stock data series using in forecasting. Note that when a statistical model is used to represent Software Acquisition 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 | 115.8856 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.0988 |
| MAPE | Mean absolute percentage error | 0.0535 |
| SAE | Sum of the absolute errors | 6.1285 |
Other Forecasting Options for Software Acquisition
For every potential investor in Software, whether a beginner or expert, Software Acquisition's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better.Software Acquisition Related Equities
The following equities are related to Software Acquisition within the Communication Services space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing Software Acquisition 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 |
Software Acquisition Market Strength Events
Market strength indicators help investors to evaluate how Software Acquisition stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Software Acquisition shares will generate the highest return on.
| Accumulation Distribution | 9865.13 | |||
| Daily Balance Of Power | 0.2778 | |||
| Rate Of Daily Change | 1.03 | |||
| Day Median Price | 1.66 | |||
| Day Typical Price | 1.68 | |||
| Price Action Indicator | 0.085 | |||
| Period Momentum Indicator | 0.05 |
Software Acquisition Risk Indicators
The analysis of Software Acquisition'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 Software Acquisition's investment and either accepting that risk or mitigating it.
| Mean Deviation | 2.88 | |||
| Standard Deviation | 3.75 | |||
| Variance | 14.05 |
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 Software Acquisition
The amount of media and story coverage tied to Software Acquisition Group can signal where market attention is concentrating at the moment. A disciplined read of coverage separates durable relevance from temporary noise.
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Software Acquisition Short Properties
Short sentiment tied to Software Acquisition Group matters because heavier bearish pressure can change how quickly future price expectations become unstable. Used correctly, these measures can help investors decide when hedging or timing discipline may matter more than conviction alone.
| Common Stock Shares Outstanding | 18.6 M | |
| Cash And Short Term Investments | 18.2 M |