MUNICIPAL BOND Mutual Fund Forward View - Simple Regression
| WMFDX Fund | USD 9.73 0.01 0.10% |
The Simple Regression forecast reference data for Municipal Bond Fund is based on the equity's recent trading history. This page summarizes the model output and key accuracy metrics for reference.
The Simple Regression forecasted value of Municipal Bond Fund on the next trading day is expected to be 9.79 with a mean absolute deviation of 0.02 and the sum of the absolute errors of 1.46.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 Municipal Bond Fund historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data. All Simple Regression forecast figures shown for Municipal Bond Fund are reference data reflecting model output based on available historical prices. Simple Regression Price Forecast For the 19th of March
Given 90 days horizon, the Simple Regression forecasted value of Municipal Bond Fund on the next trading day is expected to be 9.79 with a mean absolute deviation of 0.02 , mean absolute percentage error of 0.0008 , and the sum of the absolute errors of 1.46 .Please note that although there have been many attempts to predict MUNICIPAL Mutual Fund 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 MUNICIPAL BOND's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Mutual Fund Forecast Pattern
| Backtest MUNICIPAL BOND | MUNICIPAL BOND Price Prediction | Research Analysis |
Forecasted Value
The next-day forecast for Municipal Bond Fund focuses on identifying predictive downside and upside bands that can frame a realistic trading range. At the moment, the model places downside around 9.67 and upside around 9.92 for the forecasting period.
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 MUNICIPAL BOND mutual fund data series using in forecasting. Note that when a statistical model is used to represent MUNICIPAL BOND mutual fund, 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 | 112.8694 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.0236 |
| MAPE | Mean absolute percentage error | 0.0024 |
| SAE | Sum of the absolute errors | 1.4615 |
Other Forecasting Options for MUNICIPAL BOND
Whether a novice or experienced investor, anyone considering MUNICIPAL needs to understand the dynamics of MUNICIPAL BOND's price movement. Price charts for MUNICIPAL Mutual Fund contain a significant amount of noise that can distort investment decisions.MUNICIPAL BOND Related Equities
The following equities are related to MUNICIPAL BOND within the Muni National Long space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing MUNICIPAL BOND 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 |
MUNICIPAL BOND Market Strength Events
Analyzing market strength indicators for MUNICIPAL BOND enables investors to understand how the mutual fund performs relative to overall market momentum. These indicators are valuable tools for identifying when to enter or exit positions in Municipal Bond Fund.
| Rate Of Daily Change | 1.0 | |||
| Day Median Price | 9.73 | |||
| Day Typical Price | 9.73 | |||
| Price Action Indicator | 0.005 | |||
| Period Momentum Indicator | 0.01 | |||
| Relative Strength Index | 51.85 |
MUNICIPAL BOND Risk Indicators
Identifying and analyzing MUNICIPAL BOND's key risk indicators is a foundational step in projecting how its price may evolve. This process helps investors quantify the risk associated with MUNICIPAL BOND's and decide how to manage it.
| Mean Deviation | 0.0831 | |||
| Standard Deviation | 0.1209 | |||
| Variance | 0.0146 | |||
| Downside Variance | 0.0372 | |||
| Semi Variance | -0.01 | |||
| Expected Short fall | -0.13 |
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 MUNICIPAL BOND
Story coverage around Municipal Bond Fund often expands when market conditions, narrative momentum, or risk-adjusted performance make the security more visible to investors. The practical risk is that faster visibility can increase both interest and skepticism at the same time.
Other Macroaxis Stories
Macroaxis publishes story content for a diverse readership that includes finance students, independent investors, money managers, and market-focused operating teams. What connects that audience is a focus on building stronger portfolios through better research, risk awareness, and comparative analysis.