Pioneer Municipal Mutual Fund Forecast - 20 Period Moving Average

XMHIX Fund  USD 10.18  0.03  0.30%   
The 20 Period Moving Average forecasted value of Pioneer Municipal High on the next trading day is expected to be 10.10 with a mean absolute deviation of 0.06 and the sum of the absolute errors of 2.49. Pioneer Mutual Fund Forecast is based on your current time horizon.
  
A commonly used 20-period moving average forecast model for Pioneer Municipal High is based on a synthetically constructed Pioneer Municipaldaily price series in which the value for a trading day is replaced by the mean of that value and the values for 20 of preceding and succeeding time periods. This model is best suited for price series data that changes over time.

Pioneer Municipal 20 Period Moving Average Price Forecast For the 28th of November

Given 90 days horizon, the 20 Period Moving Average forecasted value of Pioneer Municipal High on the next trading day is expected to be 10.10 with a mean absolute deviation of 0.06, mean absolute percentage error of 0.01, and the sum of the absolute errors of 2.49.
Please note that although there have been many attempts to predict Pioneer Mutual Fund prices using its time series forecasting, we generally do not recommend using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that Pioneer Municipal's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Pioneer Municipal Mutual Fund Forecast Pattern

Pioneer Municipal Forecasted Value

In the context of forecasting Pioneer Municipal's Mutual Fund value on the next trading day, we examine the predictive performance of the model to find good statistically significant boundaries of downside and upside scenarios. Pioneer Municipal's downside and upside margins for the forecasting period are 9.77 and 10.43, respectively. We have considered Pioneer Municipal's daily market price to evaluate the above model's predictive performance. Remember, however, there is no scientific proof or empirical evidence that traditional linear or nonlinear forecasting models outperform artificial intelligence and frequency domain models to provide accurate forecasts consistently.
Market Value
10.18
10.10
Expected Value
10.43
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the 20 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of Pioneer Municipal mutual fund data series using in forecasting. Note that when a statistical model is used to represent Pioneer 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 Criteria76.1752
BiasArithmetic mean of the errors 0.0328
MADMean absolute deviation0.0606
MAPEMean absolute percentage error0.006
SAESum of the absolute errors2.486
The eieght-period moving average method has an advantage over other forecasting models in that it does smooth out peaks and valleys in a set of daily observations. Pioneer Municipal High 20-period moving average forecast can only be used reliably to predict one or two periods into the future.

Predictive Modules for Pioneer Municipal

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Pioneer Municipal High. Regardless of method or technology, however, to accurately forecast the mutual fund market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the mutual fund market accurately is still an essential part of the overall investment decision process. Using different forecasting techniques and comparing the results might improve your chances of accuracy even though unexpected events may often change the market sentiment and impact your forecasting results.
Hype
Prediction
LowEstimatedHigh
9.8510.1810.51
Details
Intrinsic
Valuation
LowRealHigh
9.439.7611.20
Details
Bollinger
Band Projection (param)
LowMiddleHigh
10.0510.1210.18
Details

Other Forecasting Options for Pioneer Municipal

For every potential investor in Pioneer, whether a beginner or expert, Pioneer Municipal's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Pioneer Mutual Fund price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Pioneer. Basic forecasting techniques help filter out the noise by identifying Pioneer Municipal's price trends.

Pioneer Municipal Related Equities

One of the popular trading techniques among algorithmic traders is to use market-neutral strategies where every trade hedges away some risk. Because there are two separate transactions required, even if one position performs unexpectedly, the other equity can make up some of the losses. Below are some of the equities that can be combined with Pioneer Municipal mutual fund to make a market-neutral strategy. Peer analysis of Pioneer Municipal could also be used in its relative valuation, which is a method of valuing Pioneer Municipal by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

Pioneer Municipal High Technical and Predictive Analytics

The mutual fund market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Pioneer Municipal's price movements, a comprehensive understanding of forecasting methods that an investor can rely on to make the right move is invaluable. These methods predict trends that assist an investor in predicting the movement of Pioneer Municipal's current price.

Pioneer Municipal Market Strength Events

Market strength indicators help investors to evaluate how Pioneer Municipal mutual fund reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Pioneer Municipal shares will generate the highest return on investment. By undertsting and applying Pioneer Municipal mutual fund market strength indicators, traders can identify Pioneer Municipal High entry and exit signals to maximize returns.

Pioneer Municipal Risk Indicators

The analysis of Pioneer Municipal'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 Pioneer Municipal's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting pioneer mutual fund prices, we also provide a set of basic risk indicators that can assist in the individual investment decision or help in hedging the risk of your existing portfolios.
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.

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

Other Information on Investing in Pioneer Mutual Fund

Pioneer Municipal financial ratios help investors to determine whether Pioneer Mutual Fund is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in Pioneer with respect to the benefits of owning Pioneer Municipal security.
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