EPR Properties Preferred Stock Forecast - Polynomial Regression

EPR-PC Preferred Stock  USD 21.46  0.22  1.04%   
The Polynomial Regression forecasted value of EPR Properties on the next trading day is expected to be 21.14 with a mean absolute deviation of 0.20 and the sum of the absolute errors of 12.13. EPR Preferred Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast EPR Properties stock prices and determine the direction of EPR Properties's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of EPR Properties' historical fundamentals, such as revenue growth or operating cash flow patterns.
  
EPR Properties polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for EPR Properties as well as the accuracy indicators are determined from the period prices.

EPR Properties Polynomial Regression Price Forecast For the 27th of November

Given 90 days horizon, the Polynomial Regression forecasted value of EPR Properties on the next trading day is expected to be 21.14 with a mean absolute deviation of 0.20, mean absolute percentage error of 0.06, and the sum of the absolute errors of 12.13.
Please note that although there have been many attempts to predict EPR Preferred 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 EPR Properties' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

EPR Properties Preferred Stock Forecast Pattern

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EPR Properties Forecasted Value

In the context of forecasting EPR Properties' Preferred 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. EPR Properties' downside and upside margins for the forecasting period are 20.24 and 22.04, respectively. We have considered EPR Properties' 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
21.46
21.14
Expected Value
22.04
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 EPR Properties preferred stock data series using in forecasting. Note that when a statistical model is used to represent EPR Properties preferred 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 Criteria115.287
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1989
MAPEMean absolute percentage error0.0092
SAESum of the absolute errors12.1313
A single variable polynomial regression model attempts to put a curve through the EPR Properties 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 EPR Properties

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as EPR Properties. Regardless of method or technology, however, to accurately forecast the preferred stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the preferred 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
20.5521.4622.37
Details
Intrinsic
Valuation
LowRealHigh
20.6421.5522.46
Details
Bollinger
Band Projection (param)
LowMiddleHigh
20.7421.1121.49
Details

Other Forecasting Options for EPR Properties

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

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

EPR Properties Technical and Predictive Analytics

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

EPR Properties Market Strength Events

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

EPR Properties Risk Indicators

The analysis of EPR Properties' 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 EPR Properties' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting epr preferred 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.

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 EPR Preferred Stock

EPR Properties financial ratios help investors to determine whether EPR Preferred Stock 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 EPR with respect to the benefits of owning EPR Properties security.