Pioneer Flexible Mutual Fund Forecast - Polynomial Regression

MUARX Fund  USD 12.13  0.04  0.33%   
The Polynomial Regression forecasted value of Pioneer Flexible Opportunities on the next trading day is expected to be 12.01 with a mean absolute deviation of 0.08 and the sum of the absolute errors of 4.64. Pioneer Mutual Fund Forecast is based on your current time horizon.
  
Pioneer Flexible polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Pioneer Flexible Opportunities as well as the accuracy indicators are determined from the period prices.

Pioneer Flexible Polynomial Regression Price Forecast For the 24th of December

Given 90 days horizon, the Polynomial Regression forecasted value of Pioneer Flexible Opportunities on the next trading day is expected to be 12.01 with a mean absolute deviation of 0.08, mean absolute percentage error of 0.01, and the sum of the absolute errors of 4.64.
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 Flexible's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Pioneer Flexible Mutual Fund Forecast Pattern

Backtest Pioneer FlexiblePioneer Flexible Price PredictionBuy or Sell Advice 

Pioneer Flexible Forecasted Value

In the context of forecasting Pioneer Flexible'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 Flexible's downside and upside margins for the forecasting period are 11.50 and 12.53, respectively. We have considered Pioneer Flexible'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
12.13
12.01
Expected Value
12.53
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 Pioneer Flexible mutual fund data series using in forecasting. Note that when a statistical model is used to represent Pioneer Flexible 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 Criteria113.3494
BiasArithmetic mean of the errors None
MADMean absolute deviation0.076
MAPEMean absolute percentage error0.0061
SAESum of the absolute errors4.639
A single variable polynomial regression model attempts to put a curve through the Pioneer Flexible 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

Predictive Modules for Pioneer Flexible

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 Flexible Opp. 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
11.5812.0912.60
Details
Intrinsic
Valuation
LowRealHigh
11.6612.1712.68
Details

Other Forecasting Options for Pioneer Flexible

For every potential investor in Pioneer, whether a beginner or expert, Pioneer Flexible'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 Flexible's price trends.

Pioneer Flexible 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 Flexible mutual fund to make a market-neutral strategy. Peer analysis of Pioneer Flexible could also be used in its relative valuation, which is a method of valuing Pioneer Flexible by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

Pioneer Flexible Opp 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 Flexible'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 Flexible's current price.

Pioneer Flexible Market Strength Events

Market strength indicators help investors to evaluate how Pioneer Flexible 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 Flexible shares will generate the highest return on investment. By undertsting and applying Pioneer Flexible mutual fund market strength indicators, traders can identify Pioneer Flexible Opportunities entry and exit signals to maximize returns.

Pioneer Flexible Risk Indicators

The analysis of Pioneer Flexible'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 Flexible'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 Flexible 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 Flexible security.
Portfolio Backtesting
Avoid under-diversification and over-optimization by backtesting your portfolios
Efficient Frontier
Plot and analyze your portfolio and positions against risk-return landscape of the market.
Portfolio Analyzer
Portfolio analysis module that provides access to portfolio diagnostics and optimization engine
Equity Search
Search for actively traded equities including funds and ETFs from over 30 global markets