MFS Municipal Stock Forecast - Polynomial Regression

MFM Stock  USD 5.52  0.01  0.18%   
The Polynomial Regression forecasted value of MFS Municipal Income on the next trading day is expected to be 5.59 with a mean absolute deviation of 0.03 and the sum of the absolute errors of 1.84. MFS Stock Forecast is based on your current time horizon. Although MFS Municipal's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of MFS Municipal's systematic risk associated with finding meaningful patterns of MFS Municipal fundamentals over time.
  
At this time, MFS Municipal's Inventory Turnover is very stable compared to the past year. As of the 22nd of November 2024, Asset Turnover is likely to grow to 0.06, while Payables Turnover is likely to drop 0.44. . As of the 22nd of November 2024, Common Stock Shares Outstanding is likely to drop to about 45.2 M. In addition to that, Net Loss is likely to grow to about (58.4 M).
MFS Municipal polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for MFS Municipal Income as well as the accuracy indicators are determined from the period prices.

MFS Municipal Polynomial Regression Price Forecast For the 23rd of November

Given 90 days horizon, the Polynomial Regression forecasted value of MFS Municipal Income on the next trading day is expected to be 5.59 with a mean absolute deviation of 0.03, mean absolute percentage error of 0, and the sum of the absolute errors of 1.84.
Please note that although there have been many attempts to predict MFS Stock 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 MFS Municipal's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

MFS Municipal Stock Forecast Pattern

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MFS Municipal Forecasted Value

In the context of forecasting MFS Municipal's Stock 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. MFS Municipal's downside and upside margins for the forecasting period are 5.00 and 6.17, respectively. We have considered MFS 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
5.52
5.59
Expected Value
6.17
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 MFS Municipal stock data series using in forecasting. Note that when a statistical model is used to represent MFS Municipal stock, 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 Criteria111.5022
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0301
MAPEMean absolute percentage error0.0054
SAESum of the absolute errors1.8358
A single variable polynomial regression model attempts to put a curve through the MFS 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

Predictive Modules for MFS 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 MFS Municipal Income. Regardless of method or technology, however, to accurately forecast the stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the stock 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
4.955.536.11
Details
Intrinsic
Valuation
LowRealHigh
4.094.676.08
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as MFS Municipal. Your research has to be compared to or analyzed against MFS Municipal's peers to derive any actionable benefits. When done correctly, MFS Municipal's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in MFS Municipal Income.

Other Forecasting Options for MFS Municipal

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

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

MFS Municipal Income Technical and Predictive Analytics

The stock market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of MFS 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 MFS Municipal's current price.

MFS Municipal Market Strength Events

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

MFS Municipal Risk Indicators

The analysis of MFS 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 MFS Municipal's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting mfs stock 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.

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When determining whether MFS Municipal Income is a strong investment it is important to analyze MFS Municipal's competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact MFS Municipal's future performance. For an informed investment choice regarding MFS Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of MFS Municipal to cross-verify your projections.
You can also try the Idea Breakdown module to analyze constituents of all Macroaxis ideas. Macroaxis investment ideas are predefined, sector-focused investing themes.
Is Asset Management & Custody Banks space expected to grow? Or is there an opportunity to expand the business' product line in the future? Factors like these will boost the valuation of MFS Municipal. If investors know MFS will grow in the future, the company's valuation will be higher. The financial industry is built on trying to define current growth potential and future valuation accurately. All the valuation information about MFS Municipal listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Quarterly Earnings Growth
0.228
Dividend Share
0.22
Earnings Share
0.17
Revenue Per Share
0.415
Quarterly Revenue Growth
0.053
The market value of MFS Municipal Income is measured differently than its book value, which is the value of MFS that is recorded on the company's balance sheet. Investors also form their own opinion of MFS Municipal's value that differs from its market value or its book value, called intrinsic value, which is MFS Municipal's true underlying value. Investors use various methods to calculate intrinsic value and buy a stock when its market value falls below its intrinsic value. Because MFS Municipal's market value can be influenced by many factors that don't directly affect MFS Municipal's underlying business (such as a pandemic or basic market pessimism), market value can vary widely from intrinsic value.
Please note, there is a significant difference between MFS Municipal's value and its price as these two are different measures arrived at by different means. Investors typically determine if MFS Municipal is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, MFS Municipal's price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.