PEH Wertpapier Stock Forecast - Polynomial Regression

PEH Stock  EUR 22.40  0.20  0.88%   
The Polynomial Regression forecasted value of PEH Wertpapier AG on the next trading day is expected to be 22.78 with a mean absolute deviation of  0.29  and the sum of the absolute errors of 17.56. PEH Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast PEH Wertpapier stock prices and determine the direction of PEH Wertpapier AG's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of PEH Wertpapier's historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of PEH Wertpapier to cross-verify your projections.
  
Most investors in PEH Wertpapier cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the PEH Wertpapier's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets PEH Wertpapier's price structures and extracts relationships that further increase the generated results' accuracy.
PEH Wertpapier polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for PEH Wertpapier AG as well as the accuracy indicators are determined from the period prices.

PEH Wertpapier Polynomial Regression Price Forecast For the 24th of May

Given 90 days horizon, the Polynomial Regression forecasted value of PEH Wertpapier AG on the next trading day is expected to be 22.78 with a mean absolute deviation of 0.29, mean absolute percentage error of 0.12, and the sum of the absolute errors of 17.56.
Please note that although there have been many attempts to predict PEH 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 PEH Wertpapier's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

PEH Wertpapier Stock Forecast Pattern

Backtest PEH WertpapierPEH Wertpapier Price PredictionBuy or Sell Advice 

PEH Wertpapier Forecasted Value

In the context of forecasting PEH Wertpapier'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. PEH Wertpapier's downside and upside margins for the forecasting period are 20.64 and 24.91, respectively. We have considered PEH Wertpapier'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
22.40
22.78
Expected Value
24.91
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 PEH Wertpapier stock data series using in forecasting. Note that when a statistical model is used to represent PEH Wertpapier 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 Criteria116.026
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2879
MAPEMean absolute percentage error0.0132
SAESum of the absolute errors17.5627
A single variable polynomial regression model attempts to put a curve through the PEH Wertpapier 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 PEH Wertpapier

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as PEH Wertpapier AG. 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 PEH Wertpapier'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
20.2722.4024.53
Details
Intrinsic
Valuation
LowRealHigh
16.3518.4824.64
Details
Bollinger
Band Projection (param)
LowMiddleHigh
21.3322.0822.84
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as PEH Wertpapier. Your research has to be compared to or analyzed against PEH Wertpapier's peers to derive any actionable benefits. When done correctly, PEH Wertpapier'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 PEH Wertpapier AG.

Other Forecasting Options for PEH Wertpapier

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

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

PEH Wertpapier AG 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 PEH Wertpapier'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 PEH Wertpapier's current price.

PEH Wertpapier Market Strength Events

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

PEH Wertpapier Risk Indicators

The analysis of PEH Wertpapier'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 PEH Wertpapier's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting peh 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

Check out Historical Fundamental Analysis of PEH Wertpapier to cross-verify your projections.
You can also try the Aroon Oscillator module to analyze current equity momentum using Aroon Oscillator and other momentum ratios.

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When running PEH Wertpapier's price analysis, check to measure PEH Wertpapier's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy PEH Wertpapier is operating at the current time. Most of PEH Wertpapier's value examination focuses on studying past and present price action to predict the probability of PEH Wertpapier's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move PEH Wertpapier's price. Additionally, you may evaluate how the addition of PEH Wertpapier to your portfolios can decrease your overall portfolio volatility.
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Please note, there is a significant difference between PEH Wertpapier's value and its price as these two are different measures arrived at by different means. Investors typically determine if PEH Wertpapier is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, PEH Wertpapier'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.