DWS Municipal Stock Forecast - 4 Period Moving Average

KTF Stock  USD 9.55  0.13  1.34%   
The 4 Period Moving Average forecasted value of DWS Municipal Income on the next trading day is expected to be 9.62 with a mean absolute deviation of 0.08 and the sum of the absolute errors of 4.28. DWS Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of DWS Municipal's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
The DWS Municipal's current Payables Turnover is estimated to increase to 3.03, while Receivables Turnover is projected to decrease to 1.97. . The current Common Stock Shares Outstanding is estimated to decrease to about 43.5 M. The DWS Municipal's current Net Loss is estimated to increase to about (78.1 M).
A four-period moving average forecast model for DWS Municipal Income is based on an artificially constructed daily price series in which the value for a given day is replaced by the mean of that value and the values for four preceding and succeeding time periods. This model is best suited to forecast equities with high volatility.

DWS Municipal 4 Period Moving Average Price Forecast For the 21st of December

Given 90 days horizon, the 4 Period Moving Average forecasted value of DWS Municipal Income on the next trading day is expected to be 9.62 with a mean absolute deviation of 0.08, mean absolute percentage error of 0.01, and the sum of the absolute errors of 4.28.
Please note that although there have been many attempts to predict DWS 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 DWS Municipal's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

DWS Municipal Stock Forecast Pattern

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DWS Municipal Forecasted Value

In the context of forecasting DWS 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. DWS Municipal's downside and upside margins for the forecasting period are 9.02 and 10.23, respectively. We have considered DWS 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
9.55
9.62
Expected Value
10.23
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the 4 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of DWS Municipal stock data series using in forecasting. Note that when a statistical model is used to represent DWS 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 Criteria106.1078
BiasArithmetic mean of the errors 0.0077
MADMean absolute deviation0.0751
MAPEMean absolute percentage error0.0077
SAESum of the absolute errors4.28
The four period moving average method has an advantage over other forecasting models in that it does smooth out peaks and troughs in a set of daily price observations of DWS Municipal. However, it also has several disadvantages. In particular this model does not produce an actual prediction equation for DWS Municipal Income and therefore, it cannot be a useful forecasting tool for medium or long range price predictions

Predictive Modules for DWS 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 DWS 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of DWS Municipal's price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.
Hype
Prediction
LowEstimatedHigh
8.959.5510.15
Details
Intrinsic
Valuation
LowRealHigh
9.089.6810.28
Details
Bollinger
Band Projection (param)
LowMiddleHigh
9.619.8510.09
Details

Other Forecasting Options for DWS Municipal

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

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

DWS 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 DWS 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 DWS Municipal's current price.

DWS Municipal Market Strength Events

Market strength indicators help investors to evaluate how DWS 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 DWS Municipal shares will generate the highest return on investment. By undertsting and applying DWS Municipal stock market strength indicators, traders can identify DWS Municipal Income entry and exit signals to maximize returns.

DWS Municipal Risk Indicators

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

Currently Active Assets on Macroaxis

When determining whether DWS Municipal Income is a strong investment it is important to analyze DWS 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 DWS Municipal's future performance. For an informed investment choice regarding DWS Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of DWS Municipal to cross-verify your projections.
You can also try the Portfolio File Import module to quickly import all of your third-party portfolios from your local drive in csv format.
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 DWS Municipal. If investors know DWS 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 DWS 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
(0.15)
Dividend Share
0.388
Earnings Share
0.35
Revenue Per Share
0.697
Quarterly Revenue Growth
(0)
The market value of DWS Municipal Income is measured differently than its book value, which is the value of DWS that is recorded on the company's balance sheet. Investors also form their own opinion of DWS Municipal's value that differs from its market value or its book value, called intrinsic value, which is DWS 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 DWS Municipal's market value can be influenced by many factors that don't directly affect DWS 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 DWS Municipal's value and its price as these two are different measures arrived at by different means. Investors typically determine if DWS Municipal is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, DWS 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.