Bandwidth Stock Forward View - Simple Regression
| BAND Stock | USD 49.89 1.31 2.70% |
Simple Regression is applied to Bandwidth's daily closing prices, and the resulting forecast is presented with accuracy metrics. Wide deviation between fitted and observed values suggests the model's assumptions may not match current market conditions. These values update automatically with each new closing price. The Simple Regression model projects Bandwidth at 35.12 for the next trading day, below the most recent closing price. This Simple Regression output is provided as analytical reference and does not constitute a trading recommendation.
Simple Regression Price Forecast For the 11th of May 2026
Over a 90-day horizon, the Simple Regression model forecasts Bandwidth at 35.12 for the next trading day, with a mean absolute deviation of 5.39 , mean absolute percentage error of 0.25 , and sum of absolute errors of 328.74 .This indicates weak forecast accuracy — the model has limited predictive reliability for Bandwidth's at this horizon. This output is intended for short-term analytical reference.
Stock Forecast Pattern
| Backtest Bandwidth | Bandwidth Price Prediction | Research Analysis |
Forecasted Value
This forecast for Bandwidth frames the expected trading range using downside and upside bounds rather than a single point target. The projected band runs from roughly 27.33 on the downside to about 42.90 on the upside. The wide range indicates elevated uncertainty in short-term projections.
Model Predictive Factors
The table below summarizes the Simple Regression model's error metrics for Bandwidth stock. Lower MAD and MAPE values indicate tighter forecast accuracy. AIC measures relative model quality — lower values indicate less information loss and a better-fitting model. A large Bias suggests systematic over- or under-prediction.| AIC | Akaike Information Criteria | 121.861 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 5.3891 |
| MAPE | Mean absolute percentage error | 0.2488 |
| SAE | Sum of the absolute errors | 328.7367 |
Other Forecasting Options for Bandwidth
Bandwidth's daily price returns decompose into trend, seasonal, and residual components. Divergence between short-term and long-term averages in Bandwidth often signals an upcoming reversal or acceleration. Gap analysis of Bandwidth Stock data examines overnight jumps between Bandwidth's closing and opening prices.Bandwidth Related Equities
These stocks are related to Bandwidth within the Communication Services space and can be used for peer review, pricing, or spreading risk. Checking cash flow across this peer set helps gauge Bandwidth's relative financial strength. Sector-wide trends across this peer group split company-level factors from broader forces.
| Risk & Return | Correlation |
Bandwidth Market Strength Events
Market strength indicators for Bandwidth stock provide a framework for assessing security responsiveness. A rising Accumulation/Distribution line alongside rising price confirms institutional buying interest in Bandwidth. Median and Typical Price smooth out intraday extremes, providing a cleaner reference level for evaluating Bandwidth sessions.
Bandwidth Risk Indicators
Assessing Bandwidth's risk indicators is a structured way to evaluate the risk-return trade-off for bandwidth stock. The level of risk embedded in Bandwidth's feeds directly into exposure calibration. Comparing Bandwidth's downside variance to total variance reveals whether the risk profile is skewed toward losses.
| Mean Deviation | 4.1 | |||
| Semi Deviation | 1.77 | |||
| Standard Deviation | 7.7 | |||
| Variance | 59.22 | |||
| Downside Variance | 8.3 | |||
| Semi Variance | 3.13 | |||
| Expected Short fall | -5.17 |
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.
Bandwidth Short Properties
Reviewing short-oriented indicators for Bandwidth is useful because long and short participants often create very different signals for timing and volatility. This is applicable when the question is whether bearish pressure is starting to shape the market's reaction function.
| Common Stock Shares Outstanding | 30 million | |
| Cash And Short Term Investments | 111.64 million |