PIMCO Municipal Fund Forward View - Triple Exponential Smoothing
| PML Fund | USD 7.47 -0.12 -1.58% |
This page documents Triple Exponential Smoothing forecast output for PIMCO Municipal Income as reference data. The model is applied to historical closing prices and the resulting projection and error statistics are shown below.
The Triple Exponential Smoothing forecasted value of PIMCO Municipal Income on the next trading day is expected to be 7.43 with a mean absolute deviation of 0.04 and the sum of the absolute errors of 2.12.As with simple exponential smoothing, in triple exponential smoothing models past PIMCO Municipal observations are given exponentially smaller weights as the observations get older. In other words, recent observations are given relatively more weight in forecasting than the older PIMCO Municipal Income observations. The Triple Exponential Smoothing reference information for PIMCO Municipal is based on available price data and is intended for informational purposes. Triple Exponential Smoothing Price Forecast For the 22nd of March
Given 90 days horizon, the Triple Exponential Smoothing forecasted value of PIMCO Municipal Income on the next trading day is expected to be 7.43 with a mean absolute deviation of 0.04 , mean absolute percentage error of 0.002 , and the sum of the absolute errors of 2.12 .Please note that although there have been many attempts to predict PIMCO 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 PIMCO Municipal's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Fund Forecast Pattern
| Backtest PIMCO Municipal | PIMCO Municipal Price Prediction | Research Analysis |
Forecasted Value
For the next trading day, Macroaxis evaluates PIMCO Municipal's predictive range by looking for statistically meaningful downside and upside boundaries. Investors should still remember that no empirical framework consistently proves that one family of forecasting models will outperform all other approaches in live markets.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Triple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of PIMCO Municipal fund data series using in forecasting. Note that when a statistical model is used to represent PIMCO Municipal 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 | Huge |
| Bias | Arithmetic mean of the errors | -8.0E-4 |
| MAD | Mean absolute deviation | 0.0354 |
| MAPE | Mean absolute percentage error | 0.0047 |
| SAE | Sum of the absolute errors | 2.1211 |
Other Forecasting Options for PIMCO Municipal
Any investor evaluating PIMCO must grapple with the challenge of interpreting PIMCO Municipal's price movement accurately. PIMCO Fund price charts typically contain substantial noise that can complicate analysis and lead to poor decisions.PIMCO Municipal Related Equities
The following equities are related to PIMCO Municipal within the Asset Management space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing PIMCO Municipal 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 |
PIMCO Municipal Market Strength Events
Market strength indicators for PIMCO Municipal assess how the fund responds to ongoing changes in market conditions and investor sentiment. By monitoring these indicators, investors can identify the most opportune moments to trade PIMCO Municipal Income.
| Accumulation Distribution | 10975.15 | |||
| Daily Balance Of Power | -1.00 | |||
| Rate Of Daily Change | 0.98 | |||
| Day Median Price | 7.53 | |||
| Day Typical Price | 7.51 | |||
| Price Action Indicator | -0.12 | |||
| Period Momentum Indicator | -0.12 |
PIMCO Municipal Risk Indicators
Risk indicator analysis for PIMCO Municipal is a critical component of accurate price forecasting and sound investment decision-making. By identifying how much risk is embedded in PIMCO Municipal's investment, investors can decide how to position and protect their exposure.
| Mean Deviation | 0.4192 | |||
| Semi Deviation | 0.5335 | |||
| Standard Deviation | 0.5487 | |||
| Variance | 0.3011 | |||
| Downside Variance | 0.3604 | |||
| Semi Variance | 0.2846 | |||
| Expected Short fall | -0.48 |
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 PIMCO Municipal
A coverage review of PIMCO Municipal Income shows when the security is attracting above-average attention from contributors and market observers. The practical risk is that faster visibility can increase both interest and skepticism at the same time.
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