FEDERATED MUNICIPAL Mutual Fund Forward View - Polynomial Regression

FHTFX Fund  USD 7.94  0.01  0.13%   
FEDERATED MUNICIPAL's Polynomial Regression 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 Polynomial Regression forecasted value of Federated Municipal High on the next trading day is expected to be 7.92 with a mean absolute deviation of 0.01 and the sum of the absolute errors of 0.92.A single variable polynomial regression model attempts to put a curve through the FEDERATED MUNICIPAL historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm FEDERATED MUNICIPAL's Polynomial Regression reference data is provided for informational and analytical purposes and does not constitute a trading recommendation.
FEDERATED MUNICIPAL polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Federated Municipal High as well as the accuracy indicators are determined from the period prices.

Polynomial Regression Price Forecast For the 27th of March

Given 90 days horizon, the Polynomial Regression forecasted value of Federated Municipal High on the next trading day is expected to be 7.92 with a mean absolute deviation of 0.01 , mean absolute percentage error of 0.0003 , and the sum of the absolute errors of 0.92 .
Please note that although there have been many attempts to predict FEDERATED 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 FEDERATED MUNICIPAL's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Mutual Fund Forecast Pattern

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Forecasted Value

For the next trading day, Macroaxis evaluates FEDERATED MUNICIPAL's predictive range by looking for statistically meaningful downside and upside boundaries. No forecasting approach has been shown to beat all others over time. Investors should treat any model output as a guide, not a guarantee.
Market Value
7.94
7.92
Expected Value
8.09
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of FEDERATED MUNICIPAL mutual fund data series using in forecasting. Note that when a statistical model is used to represent FEDERATED MUNICIPAL 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.
AICAkaike Information Criteria111.8561
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0148
MAPEMean absolute percentage error0.0018
SAESum of the absolute errors0.9176
A single variable polynomial regression model attempts to put a curve through the FEDERATED MUNICIPAL historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Other Forecasting Options for FEDERATED MUNICIPAL

Analyzing FEDERATED MUNICIPAL'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 FEDERATED MUNICIPAL's chart can signal overbought or oversold conditions.

FEDERATED MUNICIPAL Related Equities

Sizing up FEDERATED MUNICIPAL against these stocks within the High Yield Muni space shows how it compares on key financial measures. Market cap and total value checks frame FEDERATED MUNICIPAL's size within the competitive field. Falling behind peers on key ratios may signal headwinds or execution issues worth looking into. Peer review is one of the most widely used methods in stock research and portfolio building.
 Risk & Return  Correlation

FEDERATED MUNICIPAL Market Strength Events

Market strength indicators for FEDERATED MUNICIPAL mutual fund provide a framework for assessing security responsiveness. These metrics are widely used to refine market timing and identify favorable moments to trade FEDERATED MUNICIPAL.

FEDERATED MUNICIPAL Risk Indicators

Assessing FEDERATED MUNICIPAL's risk indicators is a critical component of any rigorous approach to forecasting its future price. Forecasting FEDERATED MUNICIPAL's future price accurately requires understanding and quantifying the risks present in the investment.
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 FEDERATED MUNICIPAL

The amount of media and story coverage tied to Federated Municipal High can signal where market attention is concentrating at the moment. Used properly, this context can help investors judge whether visibility is reinforcing the thesis or attracting more speculative pressure.

Other Macroaxis Stories

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.