Pioneer Fundamental Mutual Fund Forecast - Polynomial Regression

PFGRX Fund  USD 35.45  0.17  0.48%   
The Polynomial Regression forecasted value of Pioneer Fundamental Growth on the next trading day is expected to be 35.49 with a mean absolute deviation of 0.33 and the sum of the absolute errors of 20.20. Pioneer Mutual Fund Forecast is based on your current time horizon.
  
Pioneer Fundamental polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Pioneer Fundamental Growth as well as the accuracy indicators are determined from the period prices.

Pioneer Fundamental Polynomial Regression Price Forecast For the 23rd of November

Given 90 days horizon, the Polynomial Regression forecasted value of Pioneer Fundamental Growth on the next trading day is expected to be 35.49 with a mean absolute deviation of 0.33, mean absolute percentage error of 0.17, and the sum of the absolute errors of 20.20.
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 Fundamental's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Pioneer Fundamental Mutual Fund Forecast Pattern

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Pioneer Fundamental Forecasted Value

In the context of forecasting Pioneer Fundamental'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 Fundamental's downside and upside margins for the forecasting period are 34.68 and 36.31, respectively. We have considered Pioneer Fundamental'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
35.45
35.49
Expected Value
36.31
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 Fundamental mutual fund data series using in forecasting. Note that when a statistical model is used to represent Pioneer Fundamental 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 Criteria116.3102
BiasArithmetic mean of the errors None
MADMean absolute deviation0.3312
MAPEMean absolute percentage error0.0096
SAESum of the absolute errors20.203
A single variable polynomial regression model attempts to put a curve through the Pioneer Fundamental 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 Fundamental

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 Fundamental. 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
34.4735.2836.09
Details
Intrinsic
Valuation
LowRealHigh
34.2735.0835.89
Details
Bollinger
Band Projection (param)
LowMiddleHigh
34.0435.0936.14
Details

Other Forecasting Options for Pioneer Fundamental

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

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

Pioneer Fundamental 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 Fundamental'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 Fundamental's current price.

Pioneer Fundamental Market Strength Events

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

Pioneer Fundamental Risk Indicators

The analysis of Pioneer Fundamental'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 Fundamental'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 Fundamental 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 Fundamental security.
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